# AI Superior AI Superior Reviews (18), Pricing, Services & Verified Ratings - Premier Verified - 5.0 out of 5 average review rating - 3 connections joined AI Superior's Network [Visit Website](https://aisuperior.com/?utm_source=clutch.co&utm_medium=referral&utm_campaign=directory) [Get a Custom Proposal](https://clutch.co/profile/ai-superior) **AI and Machine Learning custom solutions** **We focus on bringing value to businesses and organizations by enabling AI.** AI Superior provides end-to-end products and solutions based on big data, machine learning, and artificial intelligence. Our experienced team guided by PhD data scientists will build a solution that fulfils your requirements and allows flexibility for future evolution. **We are customer-oriented and business-driven:** - We use a pragmatic approach to solve business problems - We don't push for AI if there is no need for it (if a simpler solution makes more sense we will suggest it) - According to Gartner, only 20% of AI PoCs make it to production. In contrast, 80% of our PoCs make it to production. **We are a member of the German AI Association.** ## Company Information - Minimum project size: $25,000+ - Hourly rate: $100 - $149 - Number of employees: 10 - 49 - 2 Locations: - Darmstadt, Germany (Headquarters) - Berlin, Germany - Founded in 2019 - 4 languages: English, Spanish, German, Italian - 20 timezones: Greenwich Mean Time (GMT), Universal Coordinated Time (UTC), Central European Time (CET), Eastern European Time (EET), (Arabic) Egypt Standard Time (ART), Eastern African Time (EAT), Middle East Time (MET), Near East Time (NET), Australia Central Time (ACT), Australia Eastern Time (AET), New Zealand Standard Time (NST), Alaska Standard Time (AKST), Pacific Standard Time (PST), Phoenix Standard Time (PNT), Mountain Standard Time (MST), Central Standard Time (CST), Eastern Standard Time (EST), Indiana Eastern Standard Time (IET), Puerto Rico and US Virgin Islands Time (PRT), Canada Newfoundland Time (CNT) ## Services, Focus Areas, Industries, and Clients ### Service Lines - 85% AI Development - 10% Generative AI - 5% AI Consulting ### Focus Areas - Generative AI Focus: - 40% AI Image Generation - 40% AI Text Generation - 15% AI Speech Generation - 5% AI Video Generation - AI Expertise: - 35% Computer Vision - 30% Machine Learning - 10% Natural Language Processing - 5% AI Recommendation Systems - 5% Chatbots & Conversational AI - 5% Cognitive Computing - 5% Robotics - 5% Voice and Speech Recognition - AI Technologies & Models: - 30% Hugging Face Bloom - 20% Open AI GPT-3 - 15% Open AI Dall-E 2 - 10% Cohere - 10% GPT-J - 10% Stable Diffusion - 5% GPT-Neox ### Industries - 10% Media - 5% Real estate - 5% Telecommunications - 15% Business services - 15% Financial services - 30% GPS, Navigation & GIS - 10% Medical - 10% Information technology ### Clients - 30% Small Business (<$10M) - 40% Midmarket ($10M - $1B) - 30% Enterprise (>$1B) ## Pricing Snapshot Average rating for cost based on this provider's reviews: 5.0 out of 5 **What Clients Have Said** *(This summary is based on verified Clutch reviews.)*: AI Superior is noted for providing good value for cost across various projects, with clients emphasizing budget fit and high-quality deliverables. Specific project costs were not disclosed, but clients appreciated their transparent pricing and adherence to timelines. **Most Common Project Size**: $10,000 to $49,000 based on 13 reviews *(Pricing information for this provider is based on reviews where the project size was available.)* ### Pricing by Service - AI Development: $10,000 to $49,000 based on 5 reviews - Custom Software Development: $10,000 to $49,000 based on 4 reviews - AI Consulting: $10,000 to $49,000 based on 3 reviews - BI & Big Data Consulting & SI: $10,000 to $49,000 based on 3 reviews - Other IT Consulting and SI: $10,000 to $49,000 based on 2 reviews - AI Agents: $50,000 to $199,999 based on 1 review - Generative AI: $50,000 to $199,999 based on 1 review - Mobile App Development: $10,000 to $49,000 based on 1 review - Cloud Consulting & SI: Confidential based on 1 review - Data Annotation Services: Confidential based on 1 review ### Packages Offered - AI Development Packages — starting at $20,000/total ## Reviews Clutch investigates each reviewer's identity and work history. Every review goes through a rigorous, human-led verification process to confirm the reviewer's identity, and reviews that we verify are visibly marked as 'Verified' so you can trust that they come from a real client. [Learn More](https://help.clutch.co/en/knowledge/how-clutch-verifies-reviews) ### AI Superior Review Insights Overall Review Rating: 5.0 - Quality: 5.0 - Schedule: 4.9 - Cost: 5.0 - Willing to Refer: 5.0 ### Top Mentions - Communicative (8 mentions) - Professional (7 mentions) - Timely (6 mentions) - Transparent (6 mentions) - Unique expertise (5 mentions) - Detail-oriented (4 mentions) - Exceeds expectations (4 mentions) - Knowledgeable (4 mentions) - Flexible (3 mentions) - High-quality work (3 mentions) - Accommodating (2 mentions) - Exceptional performance (2 mentions) - Experienced (2 mentions) - Openness (2 mentions) - Well-organized projects (2 mentions) - Accessible (1 mentions) - Collaborative (1 mentions) - Easy to reach (1 mentions) - Reliable (1 mentions) - Results-oriented (1 mentions) ### Review Highlights **Ethical and Responsible Data Practices** The company prioritizes ethics and transparency in data handling, which clients value highly. This ethical approach is integral to their service delivery and client relationships. **High Client Satisfaction and Trust** Clients express high satisfaction with AI Superior's services, noting their reliability, professionalism, and commitment to understanding client needs. This builds strong trust and long-term partnerships. **High-Quality AI and ML Solutions** The firm is known for delivering state-of-the-art AI and ML solutions that meet or exceed client expectations in terms of performance and impact, often leading to significant business improvements. **Exceptional Technical Expertise and Delivery** AI Superior demonstrates outstanding proficiency in AI, machine learning, and data science. They consistently deliver high-quality solutions on time, exceeding expectations with their technical capabilities and attention to detail. **Collaborative and Client-Centric Approach** Clients appreciate AI Superior's collaborative approach, feeling like an integral part of the project team. This client-centric focus ensures solutions are tailored and effective. **Effective Problem-Solving and Innovation** AI Superior excels in tackling complex challenges with innovative solutions. Their ability to adapt and find creative methods to meet client objectives is frequently highlighted in reviews. **Room for Improvement in Technical Discussions** While highly detailed, some technical discussions require additional internal follow-up due to complexity. AI Superior is open to explaining topics further to enhance client understanding. **Strong Project Management and Communication** Clients appreciate AI Superior's structured project management and clear communication. They are proactive, responsive, and maintain transparency, ensuring projects are completed smoothly and efficiently. **Excellent Adaptability and Flexibility** AI Superior is praised for their flexibility in adapting to client needs, adjusting project scopes, and integrating feedback effectively, ensuring alignment with client goals and expectations. ### AI Superior Reviews #### Generative AI Development for Publishing Company (Featured Review) **The Project** - Services: AI Development, Generative AI - Project size: Confidential - Project length: Jan. 2024 - Ongoing **Project Summary**: AI Superior provides end-to-end AI development services for a publishing company. The team has designed, implemented, and deployed sophisticated LLMs, ensuring seamless integration into the client's platform. **Review Rating**: 5.0 - Quality: 5.0 - Schedule: 5.0 - Cost: 5.0 - Willing to Refer: 5.0 **The Reviewer** CEO, Publishing Company - Industry: Other industries - Client size: 1-10 Employees - Review Type: Online Review - Verified **The Review** — Feb 5, 2025 **Feedback Summary**: AI Superior's work has resulted in a state-of-the-art AI solution for the client, improving their platform features and enhancing UX. The team communicates well, updates the client on progress, and provides items faster than expected. AI Superior's expertise in LLMs is commendable. ""Their ability to handle complex AI technologies with ease and deliver custom solutions was remarkable."" **BACKGROUND** Please describe your company and position.I am the CEO of a publishing company Describe what your company does in a single sentence.We create with AI individual children books. **OPPORTUNITY / CHALLENGE** What specific goals or objectives did you hire AI Superior to accomplish?Create AI powered tool to generate individual children booksCreate connections to Stripe, printing company and HubspotSupport development of backend and frontend **SOLUTION** How did you find AI Superior?Online SearchReferralWhy did you select AI Superior over others?Close to my geographic locationGreat culture fitGood value for costHow many teammates from AI Superior were assigned to this project?2-5 EmployeesDescribe the scope of work in detail. Please include a summary of key deliverables.AI Superior provided end-to-end AI development services. Their work involved designing, implementing, and deploying sophisticated LLMs, ensuring seamless integration into our platform. **RESULTS & FEEDBACK** What were the measurable outcomes from the project that demonstrate progress or success?The project resulted in state-of-the-art AI functionality for us, significantly improving the platform's capabilities and enhancing the user experience. The AI technology they delivered was robust, scalable, and met all of our business objectives.Describe their project management. Did they deliver items on time? How did they respond to your needs?The collaboration was outstanding. AI Superior maintained transparent communication, kept us updated on progress, and delivered results faster than expected. Their responsiveness and ability to adapt to feedback were impressive.What was your primary form of communication with AI Superior?In-Person MeetingVirtual MeetingEmail or Messaging AppWhat did you find most impressive or unique about this company?Expertise in LLMs: Their ability to handle complex AI technologies with ease and deliver custom solutions was remarkable.Fast Turnaround: Despite the complexity of the project, they delivered exceptionally quickly without compromising quality.Professionalism: The team’s technical brilliance, clear communication, and agile approach made the entire experience seamless.Are there any areas for improvement or something AI Superior could have done differently?Everything was great! --- #### AI Chatbot Development for Nonprofit Foundation **The Project** - Services: AI Agents, AI Development - Project size: $50,000 to $199,999 - Project length: Jan. 2026 - Ongoing **Project Summary**: AI Superior has developed an AI-powered chatbot for a foundation. The solution has been designed to support children and young adults from dysfunctional family systems. **Review Rating**: 5.0 - Quality: 5.0 - Schedule: 5.0 - Cost: 5.0 - Willing to Refer: 5.0 **The Reviewer** CEO, Stiftung GOLDKIND gGmbH - Industry: Non-profit - Client size: 1-10 Employees - Review Type: Online Review - Verified **The Review** — May 7, 2026 **Feedback Summary**: AI Superior has successfully delivered a highly specialized chatbot with customized AI logic and multiple safety mechanisms. The team has managed the project professionally, exceeding expectations with their detailed preparation. They're responsive, reliable, and committed to the project's success. ""Overall, our experience with AI Superior has been extremely positive, and we have been highly satisfied."" **BACKGROUND** Please describe your company and position.I am the CEO of Stiftung GOLDKIND gGmbHDescribe what your company does in a single sentence.Foundation **OPPORTUNITY / CHALLENGE** What specific goals or objectives did you hire AI Superior to accomplish?a friend **SOLUTION** How did you find AI Superior?Online SearchWhy did you select AI Superior over others?High ratingsHow many teammates from AI Superior were assigned to this project?2-5 EmployeesDescribe the scope of work in detail. Please include a summary of key deliverables.AI Superior has been an outstanding partner for our foundation throughout the development of our AI-supported chatbot tailored to children and young adults from dysfunctional family systems. What impressed us most is their ability to combine deep technical expertise with a highly structured, transparent and thoughtful way of working. Every meeting is exceptionally well prepared, with clear presentations, detailed explanations and a very professional project structure that makes even complex AI topics easy to follow. The team consistently delivers on time, communicates proactively and approaches challenges with impressive precision and reliability. Their scientific and technical expertise is evident in every phase of the project, while their collaborative and friendly communication style creates a very positive working atmosphere. Especially in a sensitive field such as mental health and early intervention, we value their careful, responsible and solution-oriented approach enormously. AI Superior combines professionalism, technical excellence and strong client commitment at a very high level. Working with them has been a genuinely excellent experience for our organization. **RESULTS & FEEDBACK** What were the measurable outcomes from the project that demonstrate progress or success?The project resulted in the successful development of a highly specialized AI-supported chatbot tailored to the needs of children and young adults from dysfunctional family environments. Key measurable outcomes included the creation of a structured conversational framework for sensitive support situations, the implementation of customized AI logic adapted to our target group, and the successful integration of multiple guidance and safety mechanisms into the system architecture. In addition, the project achieved all major milestones within the agreed timelines. Communication workflows, testing environments and documentation processes were implemented very efficiently, allowing our team to participate closely in the development process and provide continuous feedback. Another important outcome was the significant improvement in our internal understanding of how AI can responsibly support low-threshold psychological first contact and digital prevention work. The collaboration created a strong foundation for scaling our digital support services in the future.Describe their project management. Did they deliver items on time? How did they respond to your needs?AI Superior managed the project in a highly professional and structured way throughout all phases of development. All major deliverables and milestones were completed on time, often with a level of detail and preparation that exceeded our expectations. Meetings were always very well organized, with clear agendas, detailed presentation materials and transparent explanations of technical processes and next steps. Communication was consistently responsive, reliable and solution-oriented. The team reacted quickly to feedback, adapted thoughtfully to our requirements and took the time to explain complex AI-related topics in a way that was understandable for non-technical stakeholders as well. What stood out especially was their combination of precision, friendliness and accountability. We always felt that our needs were taken seriously and that the team was genuinely committed to building the best possible solution for our organization and target group.Every step of the project was highly professional, carefully documented and implemented with great attention to detail. Communication was proactive and extremely reliable throughout the entire collaboration.What was your primary form of communication with AI Superior?Virtual MeetingWhat did you find most impressive or unique about this company?What impressed us most about AI Superior was their rare combination of scientific depth, technical excellence and genuinely thoughtful collaboration. Many companies can talk about AI. What makes AI Superior different is the level of precision, structure and seriousness they bring to highly sensitive and complex topics. From the beginning, they demonstrated a deep understanding not only of the technical side of large language models and AI systems, but also of the ethical and human dimensions connected to our work. Their ability to translate highly complex AI processes into clear, understandable and actionable steps was exceptional. Every meeting was extremely well prepared, visually structured and transparent, which created a strong sense of trust throughout the project. We were equally impressed by their reliability and professionalism. Deliverables were consistently on time, communication was proactive and respectful, and the team approached every challenge with calm expertise and solution-oriented thinking. For an organization like ours, working in the field of mental health and prevention for vulnerable young people, this combination of technical capability, responsibility and human sensitivity felt genuinely unique.The combination of scientific depth and practical implementation was particularly impressive. We would absolutely recommend AI Superior, especially for complex and sensitive AI projects that require both technical excellence and a responsible, thoughtful approach. Their structured approach, precision and ability to explain highly complex AI topics in a clear and thoughtful way made them an exceptional partner for our organization.Are there any areas for improvement or something AI Superior could have done differently?Overall, our experience with AI Superior has been extremely positive, and we have been highly satisfied with both the collaboration and the quality of the work delivered. If we had to mention one area for improvement, it would only be that some of the highly detailed technical discussions occasionally required additional internal follow-up on our side, simply because the project itself is very complex and involves advanced AI concepts. However, the team was always patient, transparent and willing to explain topics in greater detail whenever needed. Beyond that, we genuinely appreciated their professionalism, responsiveness and commitment to delivering a thoughtful and high-quality solution. --- #### Generative AI Development for Publishing Company **The Project** - Services: AI Development, Generative AI - Project size: Confidential - Project length: Jan. 2024 - Ongoing **Project Summary**: AI Superior provides end-to-end AI development services for a publishing company. The team has designed, implemented, and deployed sophisticated LLMs, ensuring seamless integration into the client's platform. **Review Rating**: 5.0 - Quality: 5.0 - Schedule: 5.0 - Cost: 5.0 - Willing to Refer: 5.0 **The Reviewer** CEO, Publishing Company - Industry: Other industries - Client size: 1-10 Employees - Review Type: Online Review - Verified **The Review** — Feb 5, 2025 **Feedback Summary**: AI Superior's work has resulted in a state-of-the-art AI solution for the client, improving their platform features and enhancing UX. The team communicates well, updates the client on progress, and provides items faster than expected. AI Superior's expertise in LLMs is commendable. ""Their ability to handle complex AI technologies with ease and deliver custom solutions was remarkable."" **BACKGROUND** Please describe your company and position.I am the CEO of a publishing company Describe what your company does in a single sentence.We create with AI individual children books. **OPPORTUNITY / CHALLENGE** What specific goals or objectives did you hire AI Superior to accomplish?Create AI powered tool to generate individual children booksCreate connections to Stripe, printing company and HubspotSupport development of backend and frontend **SOLUTION** How did you find AI Superior?Online SearchReferralWhy did you select AI Superior over others?Close to my geographic locationGreat culture fitGood value for costHow many teammates from AI Superior were assigned to this project?2-5 EmployeesDescribe the scope of work in detail. Please include a summary of key deliverables.AI Superior provided end-to-end AI development services. Their work involved designing, implementing, and deploying sophisticated LLMs, ensuring seamless integration into our platform. **RESULTS & FEEDBACK** What were the measurable outcomes from the project that demonstrate progress or success?The project resulted in state-of-the-art AI functionality for us, significantly improving the platform's capabilities and enhancing the user experience. The AI technology they delivered was robust, scalable, and met all of our business objectives.Describe their project management. Did they deliver items on time? How did they respond to your needs?The collaboration was outstanding. AI Superior maintained transparent communication, kept us updated on progress, and delivered results faster than expected. Their responsiveness and ability to adapt to feedback were impressive.What was your primary form of communication with AI Superior?In-Person MeetingVirtual MeetingEmail or Messaging AppWhat did you find most impressive or unique about this company?Expertise in LLMs: Their ability to handle complex AI technologies with ease and deliver custom solutions was remarkable.Fast Turnaround: Despite the complexity of the project, they delivered exceptionally quickly without compromising quality.Professionalism: The team’s technical brilliance, clear communication, and agile approach made the entire experience seamless.Are there any areas for improvement or something AI Superior could have done differently?Everything was great! --- #### Data Engineering & Custom Software Dev for IT Services Co **The Project** - Services: AI Consulting, AI Development, Custom Software Development - Project size: $10,000 to $49,999 - Project length: Oct. 2023 - Jan. 2024 **Project Summary**: An IT services company hired AI Superior for data analysis, labeling, and feature engineering. The service provider trained and improved the client's machine-learning model and expanded the training data set.  **Review Rating**: 5.0 - Quality: 5.0 - Schedule: 5.0 - Cost: 5.0 - Willing to Refer: 5.0 **The Reviewer** Marketing Manager, IT Services Company - Industry: Other industries - Client size: 51-200 Employees - Review Type: Online Review - Verified **The Review** — Mar 20, 2024 **Feedback Summary**: AI Superior completed the proof of concept within four weeks and delivered a detailed model performance report with quantifiable results. The team was professional and had a strong understanding of data science and analytics. The client was impressed with AI Superior's transparency and awareness.  ""AI Superior showed a strong commitment to delivering high-quality solutions."" **BACKGROUND** Please describe your company and position. I am the Marketing Manager of an it services company Describe what your company does in a single sentence.Software Engineering **OPPORTUNITY / CHALLENGE** What specific goals or objectives did you hire AI Superior to accomplish?Support and maintenance Data Engineering and Data Science activitiesDevelop new data products **SOLUTION** How did you find AI Superior?ReferralWhy did you select AI Superior over others?High ratingsPricing fit our budgetReferred to meHow many teammates from AI Superior were assigned to this project?3Describe the scope of work in detail. Please include a summary of key deliverables.The scope of work for the project included conducting exploratory data analysis and labeling, feature engineering, and training a machine learning model, followed by re-training for performance improvement, and finally containerizing the model for event prediction into a web service. Key deliverables were a trained and improved machine learning model, an expanded training dataset, the source code for model training and validation, a web service for detecting bottle opening events, and comprehensive performance reports and technical documentation. **RESULTS & FEEDBACK** What were the measurable outcomes from the project that demonstrate progress or success?Completion of the Proof of Concept within the 4-week timeline, indicating effective time management. Delivery of a trained machine learning model, showing technical accomplishment and milestone achievement.The creation and utilization of a training dataset, which serves as a foundation for the model's learning capability. Production of a detailed model performance report, providing quantifiable results on the model’s accuracy and efficiency. Development and deployment of an improved machine learning model during the Minimal Viable Product phase, reflecting ongoing enhancements and optimization.Describe their project management. Did they deliver items on time? How did they respond to your needs?The AI Superior team is comprised of professionals.What was your primary form of communication with AI Superior?Virtual MeetingEmail or Messaging AppWhat did you find most impressive or unique about this company?They have a profound grasp of data science and analytics, coupled with an acute awareness of the unique business obstacles we encounter. They hold ethics and openness at the forefront of their data methodologies.Are there any areas for improvement or something AI Superior could have done differently?While every company has room for improvement, I would say that AI Superior showed a strong commitment to delivering high-quality solutions to us. --- #### AI Model Dev & Data Annotation for AI Digital Solutions Co **The Project** - Services: AI Development, Data Annotation Services - Project size: Confidential - Project length: June - Sep. 2023 **Project Summary**: AI Superior developed AI models and provided data annotation services for an AI digital solutions company. AI Superior created a pilot program to detect waste from drone images and built a dashboard. **Review Rating**: 5.0 - Quality: 5.0 - Schedule: 5.0 - Cost: 5.0 - Willing to Refer: 5.0 **The Reviewer** Director, AI & Data Analytics, AI Global Company (AIGC) - Industry: Information technology - Client size: 51-200 Employees - Review Type: Online Review - Verified **The Review** — Feb 28, 2024 **Feedback Summary**: AI Superior successfully launched a pilot program that paved the way for future AI advancements. The team demonstrated an impressive level of professionalism and attention to detail. AI Superior responded to the client's needs on time and was responsive via email and virtual meetings. ""AI Superior responded to all of our needs very carefully and considered them in the project."" **BACKGROUND** Please describe your company and position.I am the Director, AI and Data Analytics of Artificial Intellegence Global Company (AIGC)Describe what your company does in a single sentence.Deploy AI-based digital industrial and smart city solutions. **OPPORTUNITY / CHALLENGE** What specific goals or objectives did you hire AI Superior to accomplish?Waste detection from drone images. **SOLUTION** How did you find AI Superior?Online SearchWhy did you select AI Superior over others?Pricing fit our budgetGreat culture fitGood value for costCompany values alignedHow many teammates from AI Superior were assigned to this project?2-5 EmployeesDescribe the scope of work in detail. Please include a summary of key deliverables.The objective of this project is to lay a foundation step for the Kingdom of Saudi Arabia’s (KSA) green initiative for Waste Management Transformation. This shall be a pilot project to prove the ability of proposed digital solutions to effectively locate and recognize the most common waste plaguing dump yards, highways, and specified areas in the Kingdom of Saudi Arabia (KSA) Fly drones and capture high-resolution images of the specified area (this was not by AI Superior) Build AI/ML models to locate, identify, quantify, and classify the type of waste. Build a dashboard to locate and visualize the objects. **RESULTS & FEEDBACK** What were the measurable outcomes from the project that demonstrate progress or success?The pilot project has paved the way for future advancements in AI and geospatial analytics. The synergy between drone technology and AI has potential applications far beyond the scope of this pilot, offering a promising avenue for environmental and urban planning endeavors. The solution demonstrated high operational characteristics allowing smooth and clear access and interaction with results and analytics. This AI-driven solution digitizes the waste objects in a fast and efficient way to reduce manual inspection. The solution integrates drone technology with AI/ML modeling for self-detection and classification of objects. The AI/ML model delivers the accurate location of objects with Geospatial coordinates, identification, and classification of waste, volumetric quantification of waste in each target location, and can find the distances between waste objects. The solution provides statistical reports, these reports help to analyze the pattern in waste disposal in target dump yards that facilitates taking necessary actions on respective authorities and precautionary actions to make guidelines for waste disposal.Describe their project management. Did they deliver items on time? How did they respond to your needs?The project was completed with all deliveries on time. AI Superior responded to all of our needs very carefully and considered them in the project.What was your primary form of communication with AI Superior?Virtual MeetingEmail or Messaging AppWhat did you find most impressive or unique about this company?Responsiveness, level of professionalism, and attention to detail.Are there any areas for improvement or something AI Superior could have done differently?I'd love to work more with AI Superior in future opportunities. I hope in future projects we get a chance to collaborate more in the area of AI model development and deployment. --- #### DITA Converter Development for Software Company **The Project** - Services: AI Consulting, AI Development, Generative AI - Project size: $50,000 to $199,999 - Project length: Dec. 2023 - Mar. 2024 **Project Summary**: AI Superior has built the POC of a DITA converter for a software company, based on the XMLmind DITA Converter and using generative AI. They've also done a go/no-go evaluation for moving from a POC to an MVP. **Review Rating**: 5.0 - Quality: 5.0 - Schedule: 5.0 - Cost: 5.0 - Willing to Refer: 5.0 **The Reviewer** Account Manager, *instinctools - Industry: Other industries - Client size: 201-500 Employees - Review Type: Online Review - Verified **The Review** — Feb 22, 2024 **Feedback Summary**: AI Superior has proved to be a top-notch team, showing knowledge in their field. Thanks to them, the client's POC has been deployed without failures, meeting their goals. Moreover, the process has been transparent, open, and clear, and the team's work has exceeded the client's expectations. ""They've exceeded our expectations in every aspect."" **BACKGROUND** Please describe your company and position.I am an account manager at *instinctoolsDescribe what your company does in a single sentence.software product development and consulting company with a proven track record of over 20 years in technology, strategy, and data. **OPPORTUNITY / CHALLENGE** What specific goals or objectives did you hire AI Superior to accomplish?Develop a DITA converter based on the XMLMind DITAC converter **SOLUTION** How did you find AI Superior?ReferralWhy did you select AI Superior over others?Great culture fitGood value for costReferred to mehigh qualityHow many teammates from AI Superior were assigned to this project?2-5 EmployeesDescribe the scope of work in detail. Please include a summary of key deliverables.The primary goal of this project is to produce a POC to evaluate the feasibility of using generative AI as a DITA conversion tool and further investment. Specifically:Ability for the core engine to segment and type content correctlyAbility for the core engine to convert HTML content into valid DITA 1.3 without losing any data or semantically important structuresAn analysis of how training can improve quality and performance of the system so it’s clearer how future investments in training the engine could produce better results and the associated cost of doing thatPrediction model for cost of conversion so we can evaluate cost against current approaches for conversionA go/no-go evaluation for moving from POC to a very basic MVP of the tool that would support beta testing from customers **RESULTS & FEEDBACK** What were the measurable outcomes from the project that demonstrate progress or success?Annotated data setsTrained and deployed modelREST API or command line to upload and initiate processingContent parsing engine with semantic interpretationMappings from HTML to DITA elementsSource code in git repositoryAnalysis and future considerations (this shall include cost analysis per page / # of words)Describe their project management. Did they deliver items on time? How did they respond to your needs?The AI Superior team is top-notch! They know their area inside out. Our POC went off without a hitch, sticking right to the plan we laid out. We had regular catch-ups to make sure we were all on the same page about how things were going, what we'd achieved, and any challenges we needed to overcome. Everyone knew what the game plan was for the next sprint - transparent, open, clear.What was your primary form of communication with AI Superior?Virtual MeetingEmail or Messaging AppWhat did you find most impressive or unique about this company?The AI Superior team demonstrates an exceptional command of AI, Computer Vision, and data science domains. They don't just meet expectations - they consistently surpass them with accuracy and attention to detail. Their ability to understand both the technical intricacies and the practical business challenges sets them apart, all while maintaining an unwavering commitment to client satisfaction.Are there any areas for improvement or something AI Superior could have done differently?We're truly impressed with the work AI Superior has done. They've exceeded our expectations in every aspect. We're unable to identify any areas for improvement or suggest anything they could have done differently. Their performance has been outstanding! --- #### Computer Vision POC for SaaS Product Provider **The Project** - Services: AI Consulting, AI Development - Project size: $10,000 to $49,999 - Project length: Aug. - Sep. 2023 **Project Summary**: AI Superior created a computer vision POC (proof of concept) for a SaaS product provider. AI Superior built the POC the client used as base work for one of their product's features, based in Python and YOLOv5. **Review Rating**: 5.0 - Quality: 5.0 - Schedule: 5.0 - Cost: 5.0 - Willing to Refer: 5.0 **The Reviewer** CTO, SaaS Product Provider - Industry: Information technology - Client size: 11-50 Employees - Review Type: Online Review - Verified **The Review** — Jan 30, 2024 **Feedback Summary**: AI Superior's work served as a base for insights extraction through computer vision. The team showcased impressive commitment to goals and overcame challenges. AI Superior met expectations regarding timing and budget. The team was easy to talk to and responsive via Slack and virtual meetings. ""The results were great for a POC, and they were very professional and helpful."" **BACKGROUND** Please describe your company and position.I am the CTO of a SaaS product provider.Describe what your company does in a single sentence.AIoT + SaaS product that provides actionable insights over monitored facilities. **OPPORTUNITY / CHALLENGE** What specific goals or objectives did you hire AI Superior to accomplish?Computer Vision capabilities to detect issues in physical facilitiesComputer Vision capabilities to detect human presence and provide privacy **SOLUTION** How did you find AI Superior?They reached us on LinkedInWhy did you select AI Superior over others?High ratingsPricing fit our budgetGood value for costCompany values alignedRelevant past experienceHow many teammates from AI Superior were assigned to this project?2-5 EmployeesDescribe the scope of work in detail. Please include a summary of key deliverables.AI Superior created a computer vision PoC that is being used as the base work that enables one of our most valuable product features which is the ability to extract actionable insights from still pictures of customer facilities whilst protecting privacy. The deliverables are based in python and YOLO v5. **RESULTS & FEEDBACK** What were the measurable outcomes from the project that demonstrate progress or success?We've got a working PoC that actually serves as a base for insights extraction through computer vision, covering a relevant part of our use cases. That includes labelled datasets, working models with their source code, and a documented process to label new images and retrain the models.Describe their project management. Did they deliver items on time? How did they respond to your needs?It was extraordinary! On the commercial side, Sergei was really easy to talk to, nice and pragmatic, effectively easing the introduction of the projects, accommodating to our needs and superb in meeting our expectations regarding timing, budget and other particular needs. On the technical side, Sergio was stellar: clearly experienced and able to find elegant solutions to challenges, he made regular and very clear presentations on the progress of work and answered all our questions without reserves both in virtual meetings and through Slack. Timely deliveries and great support from there on!What was your primary form of communication with AI Superior?Virtual MeetingEmail or Messaging AppWhat did you find most impressive or unique about this company?The whole conduct of AI Superior was exemplary, but to pick up what impressed me the most, I'd select their commitment to the goals: a significant part of the work was about overcoming the inherent challenges regarding variance and adaptation of the underlying frameworks to the real-life conditions of the images for the computer vision goals. Ai Superior was relentless in making experiments, controlling the mean errors and mitigating the challenges applying image manipulation techniques, scanning strategies and labelling improvement until they reached high confidence scoring on training and testing sets.Are there any areas for improvement or something AI Superior could have done differently?Nothing in particular. The results were great for a POC and they were very professional and helpful. I'm more than happy to repeat this experience with new projects. --- #### AI Development for Solar Company **The Project** - Services: AI Development, Custom Software Development - Project size: $10,000 to $49,999 - Project length: Jan. - Apr. 2023 **Project Summary**: AI Superior helped a solar company develop an AI-based model to analyze the roofing of residential homes and commercial properties. This involved data collection, labeling, and pre- and postprocessing. **Review Rating**: 5.0 - Quality: 5.0 - Schedule: 5.0 - Cost: 5.0 - Willing to Refer: 5.0 **The Reviewer** CEO, Headline Solar - Industry: Energy & natural resources - Client size: 11-50 Employees - Review Type: Online Review - Verified **The Review** — May 10, 2023 **Feedback Summary**: All key deliverables were completed on time, and the AI model exceeded the client's expectations in terms of performance. AI Superior fostered an organized and efficient workflow, producing outputs that required little to no revision. They were also flexible, knowledgeable, and detail-oriented. ""They successfully fulfilled every component of the project and exceeded our expectations."" **BACKGROUND** Please describe your company and position.I am the Chief Executive Officer of Headline SolarDescribe what your company does in a single sentence.We install solar panels on residential homes & commercial properties to lower electricity costs for the customer. **OPPORTUNITY / CHALLENGE** What specific goals or objectives did you hire AI Superior to accomplish?Develop an AI-based model to segment roofs from satellite images **SOLUTION** How did you find AI Superior?Online SearchWhy did you select AI Superior over others?High ratingsPricing fit our budgetGreat culture fitGood value for costCompany values alignedHow many teammates from AI Superior were assigned to this project?2-5 EmployeesDescribe the scope of work in detail. Please include a summary of key deliverables.The goal of the project was to build an AI model to analyze the roofs of residential houses. This AI model would have to detect a roof of a residential house and segment that roof into distinct areas. The model would have to perform this function on multiple residential roof types. As input, a satellite image is provided as the output the model would have to return: the pixel boundaries of the roof in the related image; a list of the distinct areas of the roof and their pixel boundaries in the corresponding image. The developed solution would have to ensure high precision and provide an easy way to improve the model by feeding in new training images.The overall project consists of five working packages:Data Collection and LabelingData ProcessingModel: Roof Boundary IdentificationModel: Roof SegmentationData Post ProcessingAll key deliverables were completed and achieved with full success. **RESULTS & FEEDBACK** What were the measurable outcomes from the project that demonstrate progress or success?The delivery of the project included: a developed AI Model, reproducible experiments, code, labeled images, evaluation performance reports, and documentation. The performance of the model was objective, reproducible, and above expectations.Describe their project management. Did they deliver items on time? How did they respond to your needs?The overall project was organized into five working packages with clear outcomes and deliverables. We had a sync meeting each week to review the progress and align on new features when it was needed. AI Superior team was flexible in implementing functionality that was requested on top of the initial scope.All the delivery was done on time. AI Superior exceeded our expectations with precise, consistent, and transparent project management for the entirety of the project. We are more than happy with the success and results.What was your primary form of communication with AI Superior?Virtual MeetingWhat did you find most impressive or unique about this company?The AI Superior team is full of experts in AI and Computer Vision. They deliver end-to-end solutions with extremely precise attention to detail and exceeded our expectations across the board.Are there any areas for improvement or something AI Superior could have done differently?Not at all. AI Superior is a phenomenal company and we are grateful to have chosen and worked with them for our project. They successfully fulfilled every component of the project and exceeded our expectations. --- #### Data Infrastructure Dev for Credit Solutions Company **The Project** - Services: AI Development, BI & Big Data Consulting & SI, Cloud Consulting & SI, Custom Software Development - Project size: Confidential - Project length: May 2022 - Ongoing **Project Summary**: AI Superior is helping a credit solutions company improve and maintain their data infrastructure. They develop data pipelines, ML models, and custom reports while offering data-driven solutions to the client. **Review Rating**: 5.0 - Quality: 5.0 - Schedule: 4.5 - Cost: 4.5 - Willing to Refer: 5.0 **The Reviewer** CEO, Finiata - Industry: Financial services - Client size: 11-50 Employees - Review Type: Online Review - Verified **The Review** — Mar 30, 2023 **Feedback Summary**: The client is happy with AI Superior. The team is flexible and responsive, and their in-depth data science and analytics knowledge has been instrumental in ensuring the client is using data ethically. Moreover, they understand the client's business challenges, allowing them to deliver quality work.  ""AI Superior showed a strong commitment to delivering high-quality solutions to us."" **BACKGROUND** Please describe your company and position. I am the CEO of Finiata Describe what your company does in a single sentence. Finiata is shifting the focus of small businesses and freelancers all over Europe back to what really matters. We are a fast-growing company, offering an automated credit solution to small businesses in Europe. **OPPORTUNITY / CHALLENGE** What specific goals or objectives did you hire AI Superior to accomplish? Support and Maintaing Data Engineering and Data Science activities • Developed new data-products **SOLUTION** How did you find AI Superior? Referral Why did you select AI Superior over others? Referred to me What was the size of AI Superior’s team? 2-5 Employees Describe the scope of work in detail. Please include a summary of key deliverables. AI Superior team responsible for improving and maintaining existing data infrastructure with a focus on the automated evaluation of risk. The deliverables include the development and maintenance of data pipelines, machine learning models, and custom reports. They also collaborate with other departments mainly underwriters to understand their specific data needs and provide data-driven solutions to their problems, ensuring that the company is using data ethically and responsibly. **RESULTS & FEEDBACK** What were the measurable outcomes from the project that demonstrate progress or success? Stability of the data system ML model quality of prediction Describe their project management. Did they deliver items on time? How did they respond to your needs? We employ an agile project management methodology. We have a bi-weekly meeting to control the progress, the team has a kanban board where all the tasks and progress on them are provided. AI Superior team is flexible and quickly responds to our needs. What was your primary form of communication with AI Superior? Virtual Meeting Email Messaging App What did you find most impressive or unique about this company? AI Superior team of experts possess in-depth knowledge of data science and analytics, as well as a deep understanding of the business challenges that we face. AI Superior prioritizes ethics and transparency in its data practices. Are there any areas for improvement or something AI Superior could have done differently? While every company has room for improvement, I would say that AI Superior showed a strong commitment to delivering high-quality solutions to us. --- #### AI & ML Consulting Services for Web Design & Graphics Firm **The Project** - Project size: $10,000 to $49,999 - Project length: Jan. 2023 - Ongoing **Project Summary**: AI Superior provides consulting services for a web design and graphics company about the use cases of AI and machine learning (ML). Their goal is to help the company understand AI in a more in-depth manner. **Review Rating**: 5.0 - Quality: 5.0 - Schedule: 5.0 - Cost: 5.0 - Willing to Refer: 5.0 **The Reviewer** CTO & Co-Founder, Qode Interactive - Industry: Other industries - Client size: 51-200 Employees - Review Type: Online Review - Verified **The Review** — Feb 9, 2023 **Feedback Summary**: After a few weeks of consultation, the business has gained a better understanding of AI. AI Superior's insights help the company know how to benefit from AI and ML technologies for their business and projects. The team's communication is great; they provide high-quality information to the client. ""I appreciate their approach, expertise, and the quality of information they provide."" **BACKGROUND** Please describe your company and your position there. I am CTO and co-founder at Qode Interactive. Qode Interactive are a dedicated group of experienced web and graphic designers, UX and UI experts, illustrators, developers and WordPress professionals with more than 300 premium WordPress themes under their belt, including Bridge - the best-selling creative WordPress theme on the ThemeForest market. **OPPORTUNITY / CHALLENGE** For what projects/services did your company hire AI Superior? We are always looking how to diversify our current business. ML/AI is one of the most interesting fields these days. We already researched it about 5-6 years ago, but at that time technology was not ready to be able to solve many problems real businesses have. That changed in last 2-3 years and we decided to research again if it makes sense to invest into ML/AI team and what would be best approach for it. As there is a lot of buzz about ML/AI these days our primary goal was to focus on real use cases, real businesses, and what kind of work in the field of ML/AI they are ready to pay for. We were looking for already established businesses to provide us consultancy and guidance to understand better where technology is now, what businesses are ready to adopt it, what kind of projects are there, how they are handled, etc. **SOLUTION** How did you select this vendor and what were the deciding factors? I was searching for a company that smart, well-educated people founded, with organic growth, as a result of hard work,, commitment, and devotion. I know it’s not easy to build a highly successful business from zero, so it was important to find a company that started from zero and was managed by people who had the knowledge and mental strength to deal with all possible problems and situations a new company can face while it's trying to evolve in an established and stable business. Also, was looking for company that was honest about AI/ML what it can do right now, and what it can’t do. I spent a lot of time on research, and AI Superior was my only choice, so I decided to contact only them. It was good decision, but thanks to AI Superior I can say it’s one of the best decisions I’ve made in last year or two. Describe the project in detail and walk through the stages of the project. So, let me get to my current business. My company is biggest company in the world creating premium WordPress themes. We have large team, over 100 professionals, designers, developers, support agents, copy, marketing team. It’s very hard to diversify company with 100 people into unknow directions for almost all the employees. Also, AI/ML is my personal passion, so I must be very careful when involving established businesses in my own world, based on passion, not on business information, analysis, etc. For that reason, I talked to many friends and experts I know to help me to understand the business side of it but didn’t get answers to many questions I have. I decided to try to find established businesses and hire them as consultants to help me to get answers to my questions. This is where Ai Superior stepped in. How many resources from the vendor's team worked with you, and what were their positions? So far, I was talking to co-founder Ivan directly, and I am very happy with all information provided and the questions answered so far. **RESULTS & FEEDBACK** Can you share any outcomes from the project that demonstrate progress or success? While it was only few weeks when we started talking, their expertise helped me immediately to understand where to focus on first and how established business is getting customers. While in this stage, there is no decision on how to build AI/ML team within my company, there is understanding how my expertise and large network can generate leads and convert them into projects. Once there are projects, it will be easier to make decision who will be hired to work on them, established business as AI Superior or there will be possibility to hire someone by my company and start building our own team. How effective was the workflow between your team and theirs? To provide best possible answer to this question, first I need to explain my experience and my career. I started career as web developer in 1997. Now, 26 years later I have lot of experience in different fields, different markets, working for companies established on different continents, as finally experience on building Qode Interactive with my partner, making it very successful business. I have a lot of experience and lot of connections I’ve made over years. Now, let’s answer this question. Communication with Ivan is one of the best in my career. It’s not about deadlines, about workflow, that’s easy to meet, as I assume most of the people I’ve met in my life are professionals and most of them are respecting deadlines, workflows, procedures. What makes this communication different is quality of information, honesty and transparency, sorry to say, but very rare values in business communication, something that person brings from home, but most important, something that person keeps and doesn’t lose through life, which is in my eye proof of greatness that person has. I can only say I am very grateful to meet Ivan and no matter how this project goes, I am very grateful for every moment he spent talking to me. What did you find most impressive or unique about this company? When I look at AI Superior, I look at people working there and on their mindset, commitment, vision, expertise they integrated into their business. Ivan is great person, very smart, honest, open, very kind and working with Ivan is very valuable and appreciated experience, no matter in which industry company is, this is on another level superior experience. Are there any areas for improvement or something they could have done differently? Not for them, they are great. As I appreciate their approach, expertise, and the quality of information they provide, I see there is a room for lot of improvement on my side to research some topics before I discuss them with AI Superior. As I respect a lot time any person is spending on something related to me, I also always try to improve myself so I don’t waste anyone’s time on something I was able to do myself. --- #### Custom Software Development for Pharmaceutical Company **The Project** - Services: Custom Software Development - Project size: Confidential - Project length: Sep. 2021 - Ongoing **Project Summary**: AI Superior was tasked with researching and developing custom software for a pharmaceutical company. The client wanted to implement Generative Adversarial Networks (GAN) into the program. **Review Rating**: 5.0 - Quality: 5.0 - Schedule: 5.0 - Cost: 5.0 - Willing to Refer: 5.0 **The Reviewer** Post-Doctoral Fellow, Pharmaceutical Company - Industry: Other industries - Client size: 5,001-10,000 Employees - Review Type: Online Review - Verified **The Review** — Nov 17, 2021 **Feedback Summary**: AI Superior provided a software component that was highly useful for the client's processes. They also delivered a visualization tool for manual inspection. The vendor had a very flexible workflow that was easy to adapt to while providing a comprehensive support system for the delivered product. ""They delivered an extra module that we were not expecting but turned out to be very useful."" **BACKGROUND** Please describe your company and your position there. Post-doctoral fellow at pharmaceutical company **OPPORTUNITY / CHALLENGE** For what projects/services did your company hire AI Superior, and what were your goals? We chose AI Superior team to perform research and development activities with the focus at increasing the robustness of our custom histopathological image processing to variations in staining. **SOLUTION** How did you select this vendor and what were the deciding factors? Founders of AI Superior were a part of my personal network. Describe the scope of work in detail, including the project steps, key deliverables, and technologies used. AI-Superior helped us to evaluate a set of state of the art approaches applied to our specific data in a very short period of time. Among different learning methods they also employed Generative Adversarial Networks (GANs) to do the unpaired image-to-image translation. How many people from the vendor's team worked with you, and what were their positions? Project Manager, Sr. Computer Vision Engineer and Junior Data Scientist **RESULTS & FEEDBACK** Can you share any measurable outcomes of the project or general feedback about the deliverables? AI Superior provided to us a software component with the modules that translate between histopathological images stained with different reagents. They also delivered visualization tool for manual inspection of the results and the detailed report with the summary of the used methods and obtained results. Describe their project management style, including communication tools and timeliness. Our collaboration was very flexible, it was easy to adapt the direction of the work according to midterm results and our evolving requests. They also provided a comprehensive support for the delivered products (well annotated code) after finishing the project. What did you find most impressive or unique about this company? Readiness to go extra mile, They delivered an extra module that we were not expecting but turned out to be very useful. It was very easy to communicate with professionals from AI Superior, they were responding promptly, also for meeting requests on a short notice. Are there any areas for improvement or something they could have done differently? Nothing to add --- #### Machine Learning & AI for Mobile App Dev Company **The Project** - Services: BI & Big Data Consulting & SI, Mobile App Development - Project size: $10,000 to $49,999 - Project length: Jan. - Mar. 2021 **Project Summary**: AI Superior worked on the data modeling aspects of a tech company's mobile app. This involved conducting data analysis and exploration and designing a customer segmentation and churn model. **Review Rating**: 5.0 - Quality: 5.0 - Schedule: 5.0 - Cost: 5.0 - Willing to Refer: 5.0 **The Reviewer** CEO, Mobile App Dev Company - Industry: Other industries - Client size: 1-10 Employees - Review Type: Online Review - Verified **The Review** — Nov 10, 2021 **Feedback Summary**: The client was pleased with the outcome of the project, which helped them better understand their user's behavior based on the model scores. AI Superior followed Scrum methodology to execute tasks efficiently, communicated clearly, and impressed the client with their industry expertise. ""I was impressed with the expertise that the AI Superior team had."" **BACKGROUND** Please describe your company and your position there. CEO of a mobile app development company. **OPPORTUNITY / CHALLENGE** For what projects/services did your company hire AI Superior, and what were your goals? I appointed AI Superior team to help us with data modeling aspects for one of our released mobile applications. The challenge we had was to understand the audience, their activity patterns and validate hypotheses if we could use these insights to decrease churn and increase user engagement level. **SOLUTION** How did you select this vendor and what were the deciding factors? I was recommended to approach AI Superior as very reliable and professional AI and ML service provider. We had an intro call where their technical lead presented us a similar use case they executed in the past. This was very similar to what we required, the tech requirements were almost identical though the data interfaces had to be adjusted. The process and the pricing was very transparent, so we decided to start. Describe the scope of work in detail, including the project steps, key deliverables, and technologies used. AI Superior actually helped us with defining the scope of work since for us it was a new field. So, we jointly designed the scope of work document that included requirements and data analysis, data exploration, customer segmentation model design, churn model design and one more package related to engagement level increase – this was more experimental one, to test our hypothesis. The tech stack was pretty straightforward: it was python code base with custom made visualization. The inference was running on AWS EC2 machine. How many resources from the vendor's team worked with you, and what were their positions? The team was quite small: 1 tech lead and 1 Senior Data Scientist. **RESULTS & FEEDBACK** Can you share any measurable outcomes of the project or general feedback about the deliverables? The outcome was extremely important for us as it provided a lot of insights about our current customers as well as allows us to make decisions towards user engagements based on ML models scores. Describe their project management style, including communication tools and timeliness. Since we are a tech company as well, for us it was important to maintain similar processes and operation mode when working with AI Superior. So, we just continued our scrum with two weeks iterations integrating it with AI Superior bi-weekly deliveries. The response and communication were always smooth. What did you find most impressive or unique about this company? I was impressed with the expertise that the AI Superior team had. This is definitely something unique. They are true data professionals. Are there any areas for improvement or something they could have done differently? All were on the top level. --- #### Custom Software Dev for Drone Service Provider's Client **The Project** - Services: Custom Software Development - Project size: $200,000 to $999,999 - Project length: Apr. 2021 - Ongoing **Project Summary**: AI Superior provides custom software development services for the client of a drone service provider. They've built an automated analytical pipeline to analyze drone images and detect objects on the ground. **Review Rating**: 5.0 - Quality: 5.0 - Schedule: 4.5 - Cost: 5.0 - Willing to Refer: 5.0 **The Reviewer** CEO, Firnas Aero - Industry: Other industries - Client size: 11-50 Employees - Review Type: Online Review - Verified **The Review** — Oct 29, 2021 **Feedback Summary**: Since implementing the solution, the project has seen a significant improvement in ROI, leaving the end client extremely satisfied. Utilizing Scrum methodology, AI Superior creates an organized workflow. They communicate openly and efficiently, too, responding to requests at almost any time of day. ""The AI Superior team is very professional and competent — they could guide and consult us through the whole process."" **BACKGROUND** Please describe your company and your position there. I'm the founder and CEO of Firnas Aero, a drone system service provider for B2B and B2G clients, in areas of inspection, surveillance, and delivery. **OPPORTUNITY / CHALLENGE** For what projects/services did your company hire AI Superior, and what were your goals? For one of our large semi-governmental customers, we were required to build an automated analytical pipeline to analyze drone images and detect various objects on the ground. We appointed AI Superior for creating this automated pipeline since we were confident in their exceptional capabilities and excellence when it comes to machine learning development. **SOLUTION** How did you select this vendor and what were the deciding factors? Since it was a very important project, we were selecting vendors very carefully. We approached multiple companies communicating our requirements but they were just unable to provide a suitable solution motivating it to have an “extremely high level of complexity”. When we approached AI Superior, we could instantly recognize that these guys know their job well. They showed us several demos of existing systems they have built and then could directly demonstrate how their analytical components work with our data. They conducted a quick feasibility study that was very convincing. The guys from AI Superior were transparent and openly shared all the details about the potential project, technologies, risks, etc. It was very clear to me that it was the right vendor to work with. In the end, it turned out that it was the right decision to go with them. Describe the scope of work in detail, including the project steps, key deliverables, and technologies used. The scope of work included developing the whole system starting from data ingestion and ending up with results representation. So, the AI Superior team developed all the infrastructural components to manage data in a cloud, created a computer vision model to detect required objects from drone images, and designed a GIS dashboard to consume all the results – one could click on markers, see detected objects, provide additional information, etc. So, in the end, it was a very interactive system that didn’t require any specific knowledge from the user to work with it. How many people from the vendor's team worked with you, and what were their positions? We were lucky to work directly with their principal data scientist who was leading the project. He was able to convey all the information on the level that was comfortable to us and dive into details when required. Overall, it was 5 people involved in the project: two data scientists, a data engineer, a software developer, and a project lead. **RESULTS & FEEDBACK** Can you share any measurable outcomes of the project or general feedback about the deliverables? The project resulted in a significantly positive ROI since the solution allowed to automate many processes where a human would be involved. The final customer was extremely satisfied with the overall solution and reported significant savings by utilizing it. Describe their project management style, including communication tools and timeliness. We had constant interaction with the project lead and when required having a tech person in our syncs. The process was organized in a scrum fashion, we had a sync call every two weeks to discuss progress and specify details. The team was always responsive and available to have an extra call when we requested them to communicate some new project details, etc. What did you find most impressive or unique about this company? The AI Superior team is very professional and competent — they could guide and consult us through the whole process. I like their open communication style, it was very comfortable to work with them. Are there any areas for improvement or something they could have done differently? I don’t see that something could be done differently. You always see what you are paying for since the quality of the delivery is exceptional and the overall experience is on the top level. --- #### Predictive Analytical Model for Analytics Consulting Company **The Project** - Services: Other IT Consulting and SI - Project size: $200,000 to $999,999 - Project length: June 2020 - Ongoing **Project Summary**: AI Superior was hired by an analytics consulting company to help develop their predictive analytical models. The team has conducted research, built the models' framework, and more. **Review Rating**: 5.0 - Quality: 5.0 - Schedule: 5.0 - Cost: 5.0 - Willing to Refer: 5.0 **The Reviewer** Co-Founder & CEO, Analytics Consulting Company - Industry: Other industries - Client size: 11-50 Employees - Review Type: Online Review - Verified **The Review** — Sep 22, 2021 **Feedback Summary**: The analytical models have helped the client deliver the first results to their customers on time. AI Superior works thoroughly whilst still strictly adhering to the project's timelines. An organized partner, they provide frequent progress updates and present results in a structured manner. ""AI Superior is a very reliable partner. They are able to deliver all the required results on time and within budget."" **BACKGROUND** Please describe your company and your position there. I am the CEO and co-founder of an analytics consulting company. Focusing on developing analytics products for industry partners, as well as partnering with companies to define data analytics strategies. **OPPORTUNITY / CHALLENGE** For what projects/services did your company hire AI Superior? In the very beginning of the project, we needed help to kick-start our analytics project. We required help to create the first predictive analytical models. We hired AI Superior to help us build those models and create the initial structure of the project. **SOLUTION** How did you select this vendor and what were the deciding factors? AI Superior is a well-known analytics provider that has proven to be a good partner in previous projects. Based on this experience we decided to partner with them for this kind of project. Describe the project in detail and walk through the stages of the project. AI Superior was given the task to create a first analytical model for predictive analytics. We provided them access to the data ans asked them to build a first model that can be used for prediction. In the first stage, they researched on different possibilities (algorithms) and presented us a couple of options to choose from with the pros and cons of each. This helped us to decide which model to go for. Once decided, AI Superior build the framework with which we could use for the prediction. The initial modules were provided to us in Python notebooks and after a final review also as a Python project that we could easily integrate into our existing application. How many resources from the vendor's team worked with you, and what were their positions? Our main points of contact were the CEO and a data scientist that helped building the modules. **RESULTS & FEEDBACK** Can you share any outcomes from the project that demonstrate progress or success? Using the analytical models from AI Superior helped us to deliver the first results to our customer in a very timely manner. Up until today the base for all our following models is the module created by AI Superior. How effective was the workflow between your team and theirs? Everything was completed on time and all the code was tested. The communication was flawless and on very friendly and kind basis. We had regular project updates that were always well prepared and showed the current progress. What did you find most impressive or unique about this company? AI Superior is a very reliable partner. They are able to deliver all the required results on time and within budget. The results were very structured and neatly prepared. The models themselves had an outstanding performance, which lead to us not needing to invest any further in them. Are there any areas for improvement or something they could have done differently? No --- #### Machine Learning & AI for Technology Consultants **The Project** - Services: BI & Big Data Consulting & SI - Project size: $10,000 to $49,999 - Project length: May 2020 - Ongoing **Project Summary**: A technology consultant company hired AI Superior to take over some of their operations. These include data analysis, identifying trends, developing use cases, and developing a pilot algorithm. **Review Rating**: 5.0 - Quality: 5.0 - Schedule: 5.0 - Cost: 5.0 - Willing to Refer: 5.0 **The Reviewer** Sr Partner, Technology Consultants - Industry: Other industries - Client size: 11-50 Employees - Review Type: Online Review - Verified **The Review** — Jun 10, 2021 **Feedback Summary**: The company worked well with the Ai Superior team and they felt like they were one large team despite operating in different locations. Their cooperation allows them to identify anomalies their client needed to work on and develop an algorithm that ensured savings upon deployment. ""Their deep expertise in the field of BI, Data Science, and Machine Learning is impressive." " **BACKGROUND** Please describe your company and your position there. I am the founder and senior partner of DigitAI, a Xische & Co. company. We specialize in emerging technologies consulting and Innovation. **OPPORTUNITY / CHALLENGE** For what projects/services did your company hire AI Superior? Lead the Data Analysis and Investigation Identify Data trends, connections, and anomalies Assist in developing Use Cases for Machine Learning Develop a Pilot algorithm for Machine Learning **SOLUTION** How did you select this vendor and what were the deciding factors? We partnered with AI Superior based on their previous experience and successful projects. Describe the project in detail and walk through the stages of the project. The project was for a very large client. They were interested in looking at one of their key applications to understand the ability to utilize Machine Learning & Artificial Intelligence for business gain. We teamed up with AI Superior in the data analysis, use case identification, and Algorithm development. How many resources from the vendor's team worked with you, and what were their positions? The leadership team was personally involved in the project. 2 - 3 people participated from their side. **RESULTS & FEEDBACK** Can you share any outcomes from the project that demonstrate progress or success? The project successfully identified relevant Use Cases. During the project, we highlighted some data anomalies for the client to work on fixing. In the end, we delivered an Algorithm that will provide substantial cost savings upon deployment in production. How effective was the workflow between your team and theirs? We worked very effectively and felt like one big team even though we were in 2 different geographies. What did you find most impressive or unique about this company? Their deep Expertise in the field of BI, Data Science, and Machine Learning is impressive. Are there any areas for improvement or something they could have done differently? Nothing. They were responsive and willing to accommodate short time frames and turns in the project. --- #### Conversation AI Dev for Computer Software Company **The Project** - Services: Custom Software Development - Project size: $10,000 to $49,999 - Project length: Mar. - May 2021 **Project Summary**: AI Superior is building a conversation AI for a computer software company. This platform is expected to detect human intent in email replies.  **Review Rating**: 5.0 - Quality: 5.0 - Schedule: 5.0 - Cost: 5.0 - Willing to Refer: 5.0 **The Reviewer** Chief Architecture, Computer Software Company - Industry: Other industries - Client size: 11-50 Employees - Review Type: Online Review - Verified **The Review** — May 14, 2021 **Feedback Summary**: Knowledgeable and organized, the client id delighted with AI Superior's strong deliverables. They have executed a smooth workflow ensuring the project's success. The team also collaborated well with their partner seamlessly, leading to the timely launch of the platform. They are also hard-working.  ""Their team's expertise, responsiveness, and customer-centric approach have been impressive." " **BACKGROUND** Please describe your company and your position there. I am a Chief Architect at private company. **OPPORTUNITY / CHALLENGE** For what projects/services did your company hire AI Superior, and what were your goals? For the platform we're developing, detecting human intent in email replies is vitally important and directly affects our customers revenue. The solution we used before had serious efficacy problems, it was also developed on top of third-party closed source software with very limited ability for improvement. We really needed something more efficient, reliable and extendable. **SOLUTION** How did you select AI Superiorand what were the deciding factors? We found AI Superior reviews in the internet and considered them along with a couple other companies. We've chosen AI Superior because their proposal was technically the strongest, also their level of expertise was really impressive. Describe the scope of work in detail, including the project steps, key deliverables, and technologies used. AI Superior designed and developed NLU component which is able to parse email reply and extract the human intent, along with the entities, such as date and time person suggested for a meeting. We started with discussing our requirements and they promptly came with proposal and statement of work. We agreed to split the entire project onto three iterations (2-3 weeks each) with well defined deliveries in the end of every stage. The entire project went smoothly, AI Superior staff was very responsive and implemented some extra-features we identified we need later while development was ongoing. They were also very colloborative during the final integration stage, providing great support and documentation. How many people from the AI Superior team worked with you, and what were their positions? There were three people in the core team including a project manager and two senior ML experts and developers. **RESULTS & FEEDBACK** Can you share any measurable outcomes of the project or general feedback about the deliverables? AI Superior delivered final package in form of Python library ready to be packaged and integrated into our data processing pipeline. The efficacy of component was even slightly better than we agreed on. The level of support during the integration phase was amazing and included great documentation, knowledge transfer and suggestions regarding possible future improvements. Describe their project management style, including communication tools and timeliness. We had regular sync-up meetings via Zoom during the planning stage and in the end of each iteration. We also ran major part of communication via email. We've got all the deliveries committed directly to out private repositories and shared google drives. What did you find most impressive or unique about this company? Their team's expertise, responsiveness, and customer-centric approach have been impressive. Are there any areas for improvement or something they could have done differently? Nothing I can think of at this moment of time. --- #### IT Consulting Services for Waste Management Company **The Project** - Services: Other IT Consulting and SI - Project size: $10,000 to $49,999 - Project length: Feb. - Apr. 2021 **Project Summary**: AI Superior was hired by a waste management company to provide IT consulting services. The team assisted the client in finding out the best procedure to manage their dataset augmentation procedure. **Review Rating**: 5.0 - Quality: 5.0 - Schedule: 5.0 - Cost: 5.0 - Willing to Refer: 5.0 **The Reviewer** COO, Cycled Technologies - Industry: Other industries - Client size: 1-10 Employees - Review Type: Online Review - Verified **The Review** — Apr 27, 2021 **Feedback Summary**: AI Superior successfully assisted the client in optimizing their AI algorithm, fine-tuning their training process, and resolving issues with their performance. The team consisted of domain experts who utilized their knowledge in the field to deliver top-notch IT support for the client's needs. ""The vendor demonstrated both theoretical and practical expertise on the topic, which is rare to find." " **BACKGROUND** Please describe your company and your position there. I’m the COO of Cycled Technologies AS. At Cycled, we develop waste collection technologies that sort recyclables out of general waste stream right at the point of disposal. This technology uses AI to detect different waste types and hence has Machine Learning and Data Science as major developmental components **OPPORTUNITY / CHALLENGE** For what projects/services did your company hire AI Superior? We experienced fluctuations in the detection accuracy of our AI algorithm as we increased our dataset and required a consult to point out the best procedure to manage the dataset augmentation procedure. What were your goals for this project? We aimed for the maximum possible detection accuracy with the minimum possible dataset size. We also aimed to extend our detection capability to fine features embedded on the waste items **SOLUTION** How did you select AI Superior? We found AI Superior via a LinkedIn search for consultants in the AI and ML field. This search resulted in a shortlist of 3 candidates but we settled for AI Superior after the first call as that solidified our confidence in their capability. Describe the project in detail. Once selected, we signed an NDA and setup a discovery meeting. This was followed by data sharing and a mock process flow by the vendor. After about 2 weeks, we received a model mimicking our setup and highlighting optimisation routes. Subsequently, the project deliverables and time frame were drawn up and agreed upon. What was the team composition? Initially we were provided with a project manager as our main point of contact. The first meeting was attended by a highly technical top level executive. Subsequently, we were attended to by two top level CV experts and a project manager. **RESULTS & FEEDBACK** Can you share any outcomes from the project that demonstrate progress or success? Within 3 months, our AI algorithm was optimised and the training process was fine tuned. We have now resolved issues with fluctuation in performance and now able to stably augment our dataset How effective was the workflow between your team and theirs? The project management team consisted of domain experts and hence were easy to communicate with. They gained our confidence from the onset and have retained same till now. Overall, the Cycled team was satisfied with the workflow What did you find most impressive about this company? I was very impressed by the vendor's knowledge in data science, machine learning, and artificial intelligence. The vendor demonstrated both theoretical and practical expertise on the topic, which is rare to find. Are there any areas for improvement? Very little to pick on as we got our results with exceptional quality and in good time. Perhaps, a potential room for improvement would be delivering at even faster time frames while maintaining the same quality --- #### Custom Software Development for IT Company **The Project** - Services: Custom Software Development - Project size: Confidential - Project length: Mar. - Oct. 2025 **Project Summary**: AI Superior assisted with an IT company's data science project. **Review Rating**: 5.0 - Quality: 5.0 - Schedule: 5.0 - Cost: 5.0 - Willing to Refer: 5.0 **The Reviewer** CPTO, Group Caliber - Industry: Information technology - Client size: 11-50 Employees - Review Type: Online Review - Verified **The Review** — Mar 2, 2026 **Feedback Summary**: AI Superior met all the client's expectations and achieved their goals. The team delivered everything on time and communicated effectively via virtual meetings. What stood out about AI Superior was their timeliness. ""They delivered on time."" **BACKGROUND** Introduce your business and what you do there.I’m the CPTO of Group Caliber, an IT company. We provide a real-time stakeholder intelligence platform that helps businesses monitor and analyze brand and reputation perceptions, enabling them to make informed decisions, build trust, and improve communication with key audiences. **OPPORTUNITY / CHALLENGE** What challenge were you trying to address with AI Superior?We needed help with a data science project. **SOLUTION** What was the scope of their involvement?AI Superior helped us with our data science project.What is the team composition?We worked with 2–5 teammates from AI Superior.How did you come to work with AI Superior?We found them through a referral. We chose them over other options because they offered good value for the cost.What is the status of this engagement?We worked together from March–October 2025. **RESULTS & FEEDBACK** What evidence can you share that demonstrates the impact of the engagement?AI Superior met all our expectations and achieved our goals.How did AI Superior perform from a project management standpoint?They delivered on time. We communicated via virtual meetings.What did you find most impressive about them?They delivered on time.Are there any areas they could improve?No, there weren’t any. --- #### BI & Analytics for Remote Job Platform **The Project** - Services: BI & Big Data Consulting & SI - Project size: $10,000 to $49,999 - Project length: Aug. 2019 - July 2020 **Project Summary**: AI Superior provided AI services for a remote-focused job platform. They were responsible for matching tech-talent engineers with the company and scoring hard-skills based on Github account data. **Review Rating**: 5.0 - Quality: 5.0 - Schedule: 5.0 - Cost: 5.0 - Willing to Refer: 5.0 **The Reviewer** CEO, 6nomads Inc. - Industry: Other industries - Client size: 11-50 Employees - Review Type: Online Review - Verified **The Review** — Feb 11, 2021 **Feedback Summary**: AI Superior successfully optimized the cost of scoring by 40%. Also, the prediction accuracy was at more than 80%. Overall, the team used agile methodology for the project. ""The experience and knowledge of the team were great." " **BACKGROUND** Please describe your company and your position there. Remote-focused job platform where talented developers and tech companies find each other in the shortest way possible. **OPPORTUNITY / CHALLENGE** For what projects/services did your company hire AI Superior? Match tech-talent (engineers) with the company using AI Score hard-skills based on Github account data using AI What were your goals for this project? Optimized the cost of scoring by 40% **SOLUTION** How did you select AI Superior? Ex-colleague / friend recommendation which previously worked with AI Superior Describe the project in detail. 1. Based on the collected requirements AI Superior collected the data and employed the existing 6nomads dataset in order to train the ML algorithm and package it into a production container What was the team composition? 2 Data-scientist (AI Superior) 1 Backend developer (6nomads) 1 Frontend developer (6nomads) 1 Product owner (6nomads) **RESULTS & FEEDBACK** Can you share any outcomes from the project that demonstrate progress or success? Optimized the cost of scoring by 40% 80%+ prediction accuracy How effective was the workflow between your team and theirs? We used Agile methodology, the AI Superior data scientists were part of the 6nomads team. Worked on the T&M basis. What did you find most impressive about this company? The experience and knowledge of the team were great. Are there any areas for improvement? None --- ## Portfolio & Awards ### Medical Image-to-Image translation Summary We developed an AI component that translates a medical image from one domain to another using AI Style Transfer Technique.  The goal of the component is to enable re-use of existing software components and machine learning models that are employed to process a specific type of images i.e. images of tissues stained with one type of reagent across all other reagents. Challenge The customer required to find a way to apply the disease detection classifier trained on a specific domain of stained tissue images to other images of tissues stained by the different reagent. One of the biggest challenges of this task is the absence of paired images that allow one-to-one comparison e.g. black and white image to color image. Potential solutions include but are not limited to the creation of a new classifier and processing tool-set for each type of stain reagent. However, all these and other available alternatives are cost-intensive and time-consuming. Therefore, the customer decided to commission AI Superior to perform research and development activities to come up with the most appropriate solution for the task. Solution by AI Superior  AI Superior helped the customer to evaluate a set of state-of-the-art approaches applied to the histological images in a very short period. Among different learning methods, AI Superior also employed Generative Adversarial Networks (GAN) to do the unpaired image-to-image translation. GAN consists of a couple or more (depending on architecture) deep learning models. It focuses on excelling of image generation task that produces images visually similar to the input training set of images. In addition to the framework that allows translating images into the required domain AI Superior created an interactive visualization tool to validate the quality of generated images. ### Solar Panel Planning with AI Our client, a solar energy company, faced the challenge of time-consuming manual methods for analyzing residential roofs for solar panel installations. To improve overall efficiency and accuracy, we developed an automated solution that enables efficient planning for solar panel implementation. The solution utilises deep learning models to accurately detect and segment roofs into distinct areas, and estimates the area and dimensions of each segment, enabling optimal solar panel placement on residential roofs   Read more: https://aisuperior.com/projects/revolutionizing-solar-panel-planning-with-ai-driven-roof-analysis/     ### Trash object detection from a drone Summary: For a large semi-government organization, our team developed a system that detects litter objects from images captured by drones and helps to manage trash collection activities. We designed and developed a GIS-based application that allowed convenient interaction with detected litter objects and facilitated trash collection activities via optimal route planning and tracking of the collection progress. Challenge: Many thousands of litter objects were dragged by waves to a coastal area, scattering them across a territory of around one thousand square km. Being dispersed across many single islands these objects were quite difficult and costly to identify by a human. Hence, it was required to design and implement an efficient strategy that allowed the detection and collection of litter. Solution by AI Superior: We applied our proprietary computer vision technology for object detection, classification, and segmentation and designed and developed an interactive GIS-based application to display results and operate collection activities. The computer vision detection technology was applied to images captured by a drone. The drone flights were operated by a partnering team that provided RGB images covering the whole territory (the flight altitude was around 50 metres high above the land) Outcome and Implications: the developed solution allowed to reduce the time required to perform trash detection activities by the factor of 25. This  resulted in significant cost savings, halving the overall detection and collection costs. Furthermore, the collection time decreased by a factor of 4 while the automated computer vision solution allowed a 7% higher detection accuracy compared to a human expert. Additionally, this system decreased carbon footprint by a factor of 19.   The picture shows the dashboard of the application. ### Graffiti Detection System Our customer was faced with the issue of graffiti that appears overnight on their city walls. Locating these graffiti spots and organising their removal can be quite challenging and time- consuming. On top of that, manual methods of detection are often inefficient and can lead to delays in the graffiti removal process. To tackle this, we developed an advanced model that enables rapid, real-time detection and localization of graffiti. Using a vehicle equipped with a 360-degree camera to patrol the city streets, our solution applies deep learning algorithms to detect graffiti with high accuracy and capture photographs of it in real time. Each detected graffiti spot is accompanied by the GPS location of the vehicle at the time of detection. This information is then transferred to an interactive map with markers. Each marker identifies a graffiti location on the map, enabling users to see the exact location and 360-degree image of the graffiti. Relevant metrics, such as the total number of graffiti spots, graffiti density map, and average size of graffiti, can also be extracted from this platform.  Read more: https://aisuperior.com/projects/ai-superiors-advanced-graffiti-detection-system/   ### AI for Deal Sourcing Optimization Traditional deal-sourcing methods are time-consuming and limited by industry-standard classification systems like NACE (used in the European Union). These systems lack codes for emerging market fields such as machine learning and artificial intelligence, making it difficult to identify relevant companies within these market fields.   To solve this, we developed a solution that addresses the challenges faced by investors in finding niche markets and assessing their financial states efficiently. Powered by Natural Language Processing techniques and Deep Learning models, our solution collects, processes, analyzes, and displays data from various sources, enabling users to perform semantic and syntactic searches, explore company clusters, review similar companies, and more. The solution also incorporates financial data extraction and aggregation, providing insights into the development of relevant companies over time Read more:https://aisuperior.com/projects/ai-for-deal-sourcing/ ### AI-Driven Pothole Detection Cities face numerous challenges in maintaining and inspecting their road infrastructure, particularly when it comes to efficiently detecting and evaluating road damage, such as potholes. Manual inspections are time-consuming, subjective, and often result in delays in identifying and repairing road defects.  To address this challenge, we developed a platform that utilizes deep learning segmentation models to accurately detect and evaluate potholes and road damage. The platform accepts video footage or individual frames as input and applies a deep learning model to accurately segment potholes. Key features such as size and area are extracted for each segmented pothole, providing essential information for estimating severity levels. The platform also includes a scalable GIS application for visualizing road damage, customizable notifications for critical potholes, and filtering capabilities to prioritize repairs. Plus, it can be integrated into a real-time video processing pipeline for continuous monitoring and instant detection.    Read more: https://aisuperior.com/projects/empowering-cities-with-ai-driven-pothole-detection-and-road-damage-assessment/   ### Deep Learning Solution for Usage-Based Insurance Our customer was looking for a way to reward good driving skills by offering cheaper insurance rates. However, accurately assessing driving behaviours and providing fair discounts based on individual performance has been a challenge. Traditional methods rely on limited data and subjective assessments, leading to inconsistent results. To overcome these challenges, AI Superior set out to develop an advanced system that could process and analyze telematic data to accurately evaluate driving behaviours and calculate personalized discounts. We leveraged deep learning algorithms to develop a model capable of analyzing various telematic data collected from the driver’s phone. The system could analyze data from accelerometers, gyroscopes, GPS, and other sensors to detect driving modes, such as whether the user was driving or a passenger, and track driving behaviours like exceeding the speed limit, unnecessary acceleration, abrupt hard braking, and more. A scoring algorithm was then applied to each trip to provide an overall score. Based on this score, a personal discount was calculated for each driver. Additionally, the system provided recommendations to promote safe driving practices, further incentivizing drivers to improve their performance.  Read more: https://aisuperior.com/projects/data-driven-insurance-ai-superiors-breakthrough-in-usage-based-insurance/   ### Urban Zone Pricing Analysis A leading real estate online platform required a solution that would facilitate the value assessment of urban zones within a city. To provide industry professionals with more accurate insights, we developed a segmentation model to assist in this process.  We develop a solution that facilitates the assessment of prices for different areas within a city. The project involved analyzing the city map using a semantic segmentation approach to generate a detailed segmentation map. This map classified pixels into predefined classes such as roads, residential houses, infrastructure, green areas, and open land areas. Historical maps from different years were also incorporated to gain insights into the city's evolution over time, particularly focusing on the availability of open areas for real estate development. These insights allowed the real estate company to assess the value and desirability of specific regions within the city and make informed price evaluations based on their expertise and market knowledge. Read more: https://aisuperior.com/projects/harnessing-deep-learning-for-urban-zone-pricing-analysis/ ### Proptosis Detection Application Our client, an ophthalmology center, required an automated solution that could assess eyelid positioning and identify proptosis-related abnormalities. To overcome this challenge, we used deep learning algorithms to create Eye Metrics, a cross-platform web application, accessible on mobile (iOS and Android) and desktop devices, that empowers users to capture facial images and calculates key metrics for ophthalmological analysis.  Eye Metrics revolutionizes eye health analysis by accurately assessing eyelid positioning, detecting abnormalities related to proptosis, and providing a seamless experience for healthcare professionals. Read more: https://aisuperior.com/projects/exploring-the-potential-of-deep-learning-in-proptosis-detection/ ### Estimation of Fat and Muscle Volume of Human Eyes Our customer, an Ophthalmology Centre, faced the challenge of accurately estimating the volume of fat and muscle in the human eye. This information was crucial for monitoring eye health, evaluating the effectiveness of interventions, and conducting comparative analyses.  We employed deep learning techniques to develop an advanced model capable of accurately segmenting fat and muscle tissue in each slice of an MRI orbit scan. By leveraging the model’s capabilities, we achieved highly precise volume estimation for the eye’s anatomical structures. Our deep learning model was designed to handle different views of the eye, including Coronal, Sagittal, and Axial, ensuring comprehensive analysis of the orbital region.  Read more: https://aisuperior.com/projects/from-scans-to-insights-using-deep-learning-to-estimate-fat-and-muscle-volume-of-human-eyes/ ### Construction debris detection from a drone Summary: Our team developed a drone-based application that was able to detect and report 25 different types of construction debris. The solution allowed to automatize the construction site inspection process while reducing human involvement and average inspection costs considerably. Challenge: A city municipality requested a solution that allowed them to fully automate construction site compliance monitoring and detect abandoned construction debris such as bricks, cement blocks, sand heaps, metal and wooden sticks, etc. It was crucial to have an automated solution that would minimize human involvement in the inspection process thus reducing labor costs as well as the time required for an inspection. Solution by AI Superior: We applied our proprietary computer vision technology for object detection, classification, and segmentation to detect 25 different classes of construction debris. We built a GIS dashboard to allow selection of a construction site and the visualization of all the debris detected within it. Additionally, for every detected object the system provided an estimated size (area) of construction debris (for a single object and clusters of objects of the same type) as well as the amount of detected objects. The application provided insights, while employing a GIS dashboard and exposed APIs to query detection results – this allowed the solution to be integrated to practically any other system. Outcome and Implications: The solution was adopted by multiple city municipalities demonstrating its operational and economical effectiveness. Furthermore, according to our customer estimates, the system saved 320 man-hours per month and reduced average inspection costs by 40%. The picture shows the result of the Construction debris detection from a drone. The different objects are dyed in different colors. ### Explore the Relationship Between Land Degradation In collaboration with international humanitarian NGO World Vision, we undertook a project to investigate the correlation between land degradation and conflicts in selected countries. By analyzing the NDVI index and historical conflict records, we uncovered the relationship between these factors. Our findings revelead a negative correlation between NDVI and conflict variables. As conflict variables increased, NDVI decreased (indicating land degradation) in the upcoming 6 months. Conversely, as NDVI decreased, conflict variables increased. These findings provided strong evidence of a negative correlation between land degradation and conflict prevalence. Read more: https://aisuperior.com/projects/exploring-the-relationship-between-land-degradation-and-conflict-prevalence/     ### Content Recommendation Summary To help a media company increase the lifetime value of their customers, we developed analytics to provide item recommendations from a diverse set of customer sources. The developed solution allowed the customer to increase the diversity of content consumed by their users by 5% and, as a result, increase the lifetime value of a customer. Challenge The customer is a big media company that owns various TV and radio channels, audio podcasts, magazines, and newspapers. They were interested in a personalized recommendation system for their existing users and content consumers. The content type is diverse (TV programs and shows, news articles, etc.). And every user has preferences that have to be understood and taken into consideration while recommending a new content item. The challenge is to create such a complex system that would recognize individual users’ consumption patterns, understand their content prefer-ences and recommend new content items that users are likely to consume. With such personalization capabilities, the customer is expected to increase engagement and decrease churn. Solution by AI Superior We developed a recommendation system that utilizes several factors to provide recommendations. The system has the following capabilities: Estimates consumption patterns of individual users Understands content preferences of each user (topics of interest, content type, etc.) Estimates demographics and technical means which are used by every user to access the con-tent Assesses content items similarity from different perspectives To enable this, we developed several analytical components: NLP-based topic discovery and content tagging module, content items similarity extraction analytics, consumption patterns extractor, collaborative filtering-based recommender, item-to-item recommender, hybrid recommender that takes into account all the listed modules. ### HR and Recruiting: People Analytics Summary We developed automated candidate scoring and candidate-to-company matching systems that al-lowed our customer (an online recruiting company) to automate the process of assessing technical skills thoroughly. Due to the success of the solution, scoring experts were able to save 800 man-hours per month. Additionally, they enjoyed advanced functionality to their platform. Challenge The customer is an online recruiting platform that connects remote technical workforces with companies across the globe. Finding the right candidates with the right skill and expertise level is vital to providing quality candidate recommendations to companies looking to hire new workers. Additionally, automating the interview processes was crucial to scale up assessment procedures without making drastic changes to their internal human resources function. These two business challenges were reduced to technical ones: Automatic candidate scoring Automatic candidate-to-company fit estimation Solution by AI Superior To automate candidate scoring, we developed a Data Science System that utilized historical candidate data and the experts’ scores related to their performance during technical/coding interviews and tests. The Data Science system was trained to automatically score candidates based on their code, test outcomes, and technical challenges results. Additionally, to provide automatic candidate-to-company fit, we developed a Data Science solution that, by analyzing key features of companies and candidates, was able to provide the degree of the match according to various criteria. This allowed candidates to get the recommendation of companies to apply as well as provided candidates with an easy way to get the best fitting talent. This Data Science solution’s unique feature is the module that extracts skills from candidates’ profiles and enables skill matching and gap analysis in a fully automatic way.   ### Risk Estimation and Management Summary For a niche insurance company operating in a medical/health domain we developed a prediction machine learning-based model to estimate the risk of an economical loss. The machine learning model is based on neural networks and built by consuming historical medical data over five consec-utive years. The developed model significantly outperformed statistical approaches. With this mod-el, the customer was able to optimize its pricing policies which resulted in significant savings. Challenge The insurance company operating in a medical/health domain was facing the challenge of pricing policies development. For them, it was important to understand risks related to a particular patient and adjust pricing policy models accordingly. In turn, the customer was expecting to experience considerable savings. Solution by AI Superior We built an application based on a machine learning model to predict the probabilities of a particular disease according to many input features and parameters including medical history. For that, we trained a deep learning model that was effectively dealing with intrinsic challenges such as class im-balance. Additionally, we built a validation framework to objectively compare multiple approaches and ensure that the created model was significantly outperforming others. Outcome and Implications The developed Data Science solution significantly outperformed the baseline models relying on statistics. The model outcome was used to optimize pricing policy to increase revenue and better manage risks. ### Skill Gap Analytics: People Analytics Challenge The customer is an international company with tens of thousands of employees interested in under-standing their employees’ skills. An important insight they wanted to obtain was to understand their business-critical employees’ skills and determine if a skill gap exists between those people and their potential successors. Solution by AI Superior We developed an interactive tool to perform a skills gap analysis between employees. The tool is based on NLP analytics that can: Extract and parse skills from unstructured text, e.g., position descriptions, performance re-views, CVs, etc. Bring these extracted skills to a three-level hierarchical skill profile structure and compare these skill profiles on different hierarchical levels. Skills profiles are represented in a hierarchical structure that includes three levels: General level – This describes a high-level area of business activities, such as IT or finance. Function Level: This describes a particular function within the General Level group, such as software development (IT) or accounting (finance). Skill level: This includes specific skills extracted from employee profiles. Outcome and Implications The developed tool allowed the client to understand the skills of their employees, identify potential successors for business-critical roles, and notice which training is required to decrease identified skill gaps. The insights identified by the developed analytics helped to answer many other accompanying questions related to talent management, such as recruitment, succession, and training. The overall effort allowed the customer to save in total around 10,000 man-hours. ### Real Estate Property Estimation SummaryWe developed a tool based on a machine learning model to automate real estate object estimation and find attractive offers on the market. The tool can also monitor the real estate market to identify ongoing trends. The component allowed the customer to obtain real estate market insights that are hidden from other stakeholders. Due to the tool’s success, the customer achieved a distinct competitive advantage and has already undertaken approximately 20 million euros worth of real estate investments based on the insights obtained through the solution. Challenge   The customer is a real estate company operating in the DACH market and has the following objectives: to monitor and predict price dynamics on different property types (residential and commercial) to have an accurate automatic property evaluation to automatically discover attractive properties for investment purposes Solution by AI Superior We established a data-collection pipeline to analyze over one million real estate items and trained a deep learning model on that data. The resulting model allowed the customer to: Get a price estimation for a real estate object based on its parameters (house features, amount of land, availability of facilities, region and geographical location, etc.) Identify the degree with which each property parameter contributes to the overall price Predict market movement, capture temporal dynamics, and notify in case of a significant change Automatically identify underestimated properties on the market Additionally, we developed an interactive visualization tool for user-friendly access to the model’s insights.  Outcome and Implications The system allowed the customer to react quickly to market changes and obtain high-quality insights for potential investments. Powered by the system’s insights, the customer performed around 20 million Euros worth of investments across multiple real estate properties that strongly demonstrated a positive return on investment. ### Churn Prediction for players SummaryUnderstanding the reasons and preventing customer churn is a critical component for the sustainability of the customer-oriented business. For one of the online gaming platforms, AI Superior created a machine learning model that learns player behaviour throughout the game and predicts the probability of churn for a particular time horizon. This solution helped a customer to predict the player’s churn event and employ the most relevant retention strategy. As a result of this project, our customer was able to decrease churn to 11,3%. Challenge Establishing a stable data collection and processing pipeline that didn’t affect the business operation due to high downtime was one of the most critical and challenging requirements from a customer. AI Superior’s data engineering team was able to successfully meet this requirement and build a high-quality data pipeline with almost no downtime of the customer’s online platform. Solution by AI Superior Machine Learning model that predicts churn over a time period for individual players. Moreover, model explainability has been integrated into the A/B testing framework for experimentation on retention strategies was also employed to test newly introduced features in the game. Outcome and Implications: allowed to understand churn reasons and developed retention strategies that reduce churn to 11.3%   ### Information Extraction from Invoices Summary We developed a service that extracts data from different types of invoices. Our service allowed the customer to automate the data entry process, ultimately saving 850 man-hours per month and decreasing the recognition error-rate by half.  Challenge The customer, a large multinational equipment distributor, was interested in streamlining their invoice processing activities through digitization. They wanted to extract account information from invoices in their custom-made ERP system. Prior to our involvement, the customer was doing this manually, and the process was taking several minutes per invoice. As the number of daily invoices began to grow, it soon became apparent that a human-centric solution was no longer feasible. Moreover, in their efforts to increase manual processing speed, more and more human errors were being made. Solution by AI Superior The solution delivered is a web service that allows users to upload an invoice and receive extracted information in a predefined structure. The service relies on a pipeline that consists of the following components: Document scans processing and enhancement. Invoice type classification. Identifying information blocks. Information extraction based on Optical Character Recognition (OCR) and post-processing. Information packaging and dumping. Outcome and Implications The developed service allowed the customer to streamline invoice processing in the CRM without any human intervention. It reduced the error rate by half since most errors fell into the category of human error. The speed of invoice processing increased by a factor of 25, and the customer saved 850 man-hours per month. ### Meeting Scheduling Chat Bot Summary We developed a chatbot for a centralized meeting scheduling system. Our service allowed the customer to automate their process and reduce the number of human operators. Challenge The customer organizes meetings for his clients. Instead of clients communicating among themselves, communication takes place centrally through the customer. The customer was interested in automating this process. At the same time, the user communication with the system should be in natural language. Initially, the customer used Google DialogFlow. But the performance of Google’s solution did not allow the process to be fully automated. Solution by AI Superior We delivered a solution that receives response messages from the users to a meeting offer. Users can accept a meeting, decline it or propose an alternative date/time for the meeting. Moreover, the system can receive an automatic “out of office” reply. Our solution can extract the following information from a user’s message: The user’s intention for a meeting offer. The user could agree or refuse the meeting. He could suggest a new time or say that this time does not suit him and etc. If the user proposes a new meeting time or date our solution extracts a particular date and time from the raw text. If the system receives an “out of office” message our solution extracts the user’s return date if specified. ### Satellite Image-based object detection Summary Availability of high-quality hyperspectral satellite imagery data unveils a new way of observing and monitoring the Earth. As part of our company's social responsibility activities, we developed an environmental monitoring solution based on satellite imagery analysis. The technology is based on an award-winning solution recognized by IEEE society. It allows us to identify objects on satellite images with very high accuracy. Detected objects can include but are not limited to: trees, cars, trains, buildings and identify coastal and sea debris, oil spillage, and other human activities results.  Challenge Detection of small (relative to the distance from where it was captured) objects on the Earth from an orbit is a non-trivial task. Environmental monitoring and object detection by humans using images of Earth from satellites is hardly achievable in the area of thousands of kilometers. In addition to that, some substances like methane leakage or oil spills might be invisible to a human eye which is sensitive only to three channels of the visual spectrum: red, green, and blue.  Solution by AI Superior We developed a Deep Learning solution that employs all channels provided by hyperspectral imagery and is able to recognize objects with a very low-resolution, e.g., 10 x 8 pixels. The approach demonstrates state-of-the-art performance in detecting various objects: residential and commercial buildings, cars, trains, roads, highways, railways, etc. Outcome and Implications The developed technology has a high potential to be applied in a wide variety of scenarios, namely: Ecology control and pollution monitoring: detection of coastal and marine plastic debris, oil spillage detection, methane leakage, detection, and severity analysis. Roads and railways quality monitoring, detection of road coverage by sand or snow, parking lots monitoring. Analysis of human activity on oil fields, in industrial zones, logistics monitoring. ### Clutch Awards - [Clutch Award Badge](https://shareables-prod-static.clutch.co/badges/top_clutch.co_artificial_intelligence_company_germany_2026.svg) - [Clutch Award Badge](https://shareables-prod-static.clutch.co/badges/top_clutch.co_machine_learning_company_germany_2026.svg) - [Clutch Award Badge](https://shareables-prod-static.clutch.co/badges/top_clutch.co_ai_text_generation_company_germany_2026.svg) - [Clutch Award Badge](https://shareables-prod-static.clutch.co/badges/top_clutch.co_generative_ai_company_germany_2026.svg) - [Clutch Award Badge](https://shareables-prod-static.clutch.co/badges/top_clutch.co_artificial_intelligence_company_frankfurt_am_main_2026.svg) ### Industry Recognitions - #5 Tech Solutions on Matrix by Towards AGI - EU Machine Learning market: Key Industry players - 400+ AI/ML Startups You Need to Know - Top Ten AI Companies in Darmstadt - Top Key Companies in AI Market - World's Most Innovative Tech Companies 2023 - Most Innovative Business Software & AI Developer - Top 15 Pioneering Startups in Germany - Top10 AI-Powered Solutions Company- 2022 - The 15 European AI startups making waves in 2023 - Germany's Top 500 Promising AI Startups - Best AI Service Provider 2023 - Germany - Best AI Solutions Development Company 2022 - Research and Development Awards 2022 - Most Innovative ML Startups & Companies (Hessen) - TOP AI Development Companies in 2021 - Leading Provider of AI Solutions - Germany - Best Data Science AI Service Provider Europe ## Key Clients - Merck AG ## Packages ### AI Development Packages Are you a startup looking to implement AI technology but don't know where to start? Look no further! We at AI Superior have developed fixed AI development plans to support startups at every stage of the software development process. From an AI proof of concept (PoC) to a fully scalable product that relies on complex AI models. | Feature | Small ($20,000/total) | Medium ($40,000/total) | Large ($70,000/total) | |---------|---------|---------|---------| | Essential: | Realtime demo or performance usability report | Development of operational product solution with core functionality web mobile enterprise | An operational product solution web mobile enterprise with complete functionality | --- ## About the Team ### Our Story We are proud of the team we’ve built. Our team’s diverse expertise across cutting-edge technologies and in various domains is the secret to our success. The robust theoretical foundation and practical experience of our PhD-level data scientists and software engineers allow us to produce elegant, pragmatic solutions to high complexity problems. ### What Sets Us Apart - Pragmatic Approach: We solve business problems with pragmatism and cost-efficiency. - Avoid complexity if there is no necessity for it: We provide the most simple and effective solutions, and do not assert an AI solution if there is no need for it. - Combination of practical and theoretical depth: We have a proficient team of highly-skilled professionals with PhD and 5-10 years of expereince in business. ### Quick Facts - Multilingual Team - 16 Verified Clutch Clients - 7 years in business ### Tools and Technology - Slack - Microsoft Teams - Zoom - Google Meet - Webex Meetings ## Verification Clutch verification provides an additional layer of data to help you make the right purchasing decision of business services. - Verified Client Reviews: 18 - Overall Review Rating: 5.0 Last Updated: 2026-05-29T13:17:29Z ### Business Entity - Business Entity Name: AI Superior GmbH - Source: Common Register Portal of the German Federal States - Jurisdiction of Formation: Germany - Date of Formation: November 14, 2019 - Status: Active - Last Updated: October 15, 2021 - ID: HRB99717 ### Credit Report Results - International Credit Risk Assessment: Low Risk - Source: Creditsafe - Last Updated: January 1, 2022 ## Locations (2) ### Darmstadt, Germany (Headquarters) - Robert-Bosch-Strasse 7 - Darmstadt 64293 - Germany - 2 - 5 employees - Phone: +4961513943874 ### Berlin, Germany - Kemperplatz 1 - Berlin 10785 - Germany - 2 - 5 employees - Phone: +4961513943874 ## Connections - Vladimir Verchinine (Caliber) - Carolina Milberg (Stiftung GOLDKIND) ## Contact AI Superior [Send a message](https://clutch.co/profile/ai-superior) ### Connect on Social - [LinkedIn](https://www.linkedin.com/company/ai-superior) - [Facebook](https://www.facebook.com/aisuperior/) - [X](https://twitter.com/aisuperior) - [Instagram](https://www.instagram.com/ai_superior/)