Muteki Group

BACKGROUND

Please describe your company and position.

I am the Partnership Lead of Kitrum

Describe what your company does in a single sentence.

Kitrum is a software development company with focus on creating solutions for Healthcare, Logistics, E-commerce to help companies work effectively, reduce paperwork and staff burnout.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire Muteki Group to accomplish?

<ul><li>design and deliver the backend</li><li>AI/ML pipelines</li><li>DevOps infrastructure</li></ul>

SOLUTION

How did you find Muteki Group?

<ul><li>Online Search</li><li>Referral</li><li>Clutch Site</li></ul>

Why did you select Muteki Group over others?

<ul><li>High ratings</li><li>Close to my geographic location</li><li>Pricing fit our budget</li><li>Great culture fit</li><li>Good value for cost</li><li>Referred to me</li><li>Company values aligned</li></ul>

How many teammates from Muteki Group were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

Muteki Group was responsible for the backend, AI/ML, and DevOps scope of our MVP project in the fashion domain. On the backend side, they designed and implemented the architecture and APIs to support user onboarding, wardrobe digitization, and personalized outfit recommendations.

For the AI/ML part, they built the full image-processing pipeline for garment recognition, feature extraction, and integration with large language models to generate personalized style suggestions.

On the DevOps side, Muteki Group delivered a complete cloud infrastructure setup with automated deployments, monitoring, and production-ready operations.

Key deliverables included:

Backend architecture & APIs for user, wardrobe, and recommendation flows.<br>AI pipelines for detection, classification, and feature extraction.<br>LLM integration for contextual outfit recommendations.<br>AWS cloud infrastructure with CI/CD, monitoring, and security.<br>Production-ready MVP backend capable of scaling for future feature expansion.

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

The project resulted in a production-ready MVP backend that successfully combined computer vision, natural language models, and scalable cloud infrastructure. Measurable outcomes included:

<ul><li>A working AI pipeline capable of detecting and classifying garments with high accuracy from user-uploaded photos.</li><li>Vector search and recommendation engine that could generate relevant, personalized outfit suggestions.</li><li>Stable backend APIs supporting onboarding, wardrobe management, and recommendation flows, all tested and documented.</li><li>Deployment of the system on AWS with GPU inference, CI/CD automation, monitoring, and security, ensuring the platform was ready for real user testing.</li></ul>

These deliverables provided a strong foundation for launching the MVP, validating core use cases, and setting the stage for scaling features in the next phases.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Muteki Group showed strong management skills throughout the engagement. They worked in clear sprints, provided regular progress updates, and maintained transparent communication about priorities and risks. Deliverables were consistently provided on time and within the planned scope, even in areas that required additional research and experimentation with AI models.

What was your primary form of communication with Muteki Group?

<ul><li>In-Person Meeting</li><li>Virtual Meeting</li><li>Email or Messaging App</li></ul>

What did you find most impressive or unique about this company?

What impressed us most about Muteki Group was their combination of deep technical expertise and proactive problem-solving. They weren’t just following instructions — they've actively anticipated risks, optimized the architecture, and proposed smarter solutions, especially around AI pipelines and scalable backend design. Another unique aspect was their ability to seamlessly integrate AI/ML, backend, and DevOps into a cohesive system, which gave us a production-ready MVP much faster than we expected. Their team felt like a true technology partner rather than just a vendor.

Are there any areas for improvement or something Muteki Group could have done differently?

We were very happy with Muteki Group’s work.

BACKGROUND

Please describe your company and position.

I am the Account manager of an it services company 

Describe what your company does in a single sentence.

We deliver end-to-end custom software development, IT consulting, and team augmentation — helping startups, scaleups, and enterprises drive digital transformation.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire Muteki Group to accomplish?

• We hired Muteki Group to build the backend and AI-agent layer for an enterprise assistant platform. The main goals were: ● Develop scalable APIs and infrastructure to support AI workflows. ● Implement RAG-based agents using LLMs, FAISS, and Qdrant for semantic search. ● Orchestrate multi-step agent logic via LangChain and LangGraph. ● Integrate with PostgreSQL, Neo4j, and external document sources. Muteki Group successfully delivered a robust foundation for our intelligent assistant system.

SOLUTION

How did you find Muteki Group?

Online Search

Why did you select Muteki Group over others?

• High ratings
• Close to my geographic location
• Pricing fit our budget
• Great culture fit
• Good value for cost
• Company values aligned

How many teammates from Muteki Group were assigned to this project?

6-10 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

Muteki Group was responsible for the end-to-end development of the backend infrastructure and orchestration layer for AI agents within an enterprise assistant platform. The system enables natural language interactions with business data through Retrieval-Augmented Generation (RAG), transformer-based models, and vector search.

Scope of Work

1. Backend Architecture & API Development

○ Designed and implemented backend using FastAPI (async Python framework).

○ Developed RESTful APIs for agent interaction, document ingestion, user/session management, and analytics.

○ Integrated SQLAlchemy ORM with PostgreSQL for structured business data and logs.

2. AI Agent Orchestration

○ Built modular AI agents using LangChain to manage prompt templates, memory, and tools.

○ Created LangGraph workflows for deterministic multi-step agent logic with branching and conditional logic.

○ Enabled hybrid model orchestration with OpenAI GPT-4 and Mistral 7B/8x7B.

3. RAG Pipeline Implementation

○ Developed document ingestion and preprocessing pipeline (chunking, metadata extraction).

○ Integrated vector databases: FAISS (in-memory for testing) and Qdrant (production-grade).

○ Applied transformer-based embedding models to support semantic search.

4. Knowledge Graph & Business Logic Integration

○ Integrated Neo4j for graph-based querying and reasoning (e.g., entity relationships, causal chains).

○ Connected agent logic with enterprise rules and scoring models for decision support.

5. Infrastructure & DevOps Support

○ Containerized all services with Docker, provided CI/CD pipelines.

○ Enabled observability (logging, tracing) using LangSmith and OpenTelemetry-compatible stack.

Key Deliverables

● Fully documented FastAPI backend with modular endpoints

● Production-ready LangChain & LangGraph agent framework

● RAG pipeline with vector search (FAISS, Qdrant) and document ingestion

● Integrated support for OpenAI and Mistral models

● PostgreSQL schema and migration scripts for persistent storage

● Neo4j integration for relationship-based reasoning

Dockerized environment and deployment scripts for staging/production

Technical documentation and usage examples

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

The project resulted in a more intuitive and efficient user experience by enabling natural language interaction with business data. AI agents streamlined routine tasks, improved access to relevant information, and supported better decision-making through contextual recommendations. The backend proved reliable and scalable, integrating smoothly with existing systems and supporting real-world operational needs.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Muteki Group demonstrated strong project management throughout the engagement. They delivered key components on time and maintained clear communication at each stage. The team was highly responsive to changing requirements, quickly adapting priorities and providing thoughtful technical solutions aligned with our goals. Their proactive approach and flexibility have made the collaboration smooth and efficient.

What was your primary form of communication with Muteki Group?

• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

What stood out most about Muteki Group was their expert combination of deep technical knowledge for solving practical problems. They understood complex AI as well as backend architectures then translated business needs into quite efficient well-designed solutions. They could move fast without losing quality, and they could work as a real partner not just a vendor, impressing us for good.

Are there any areas for improvement or something Muteki Group could have done differently?

Everything looks good to me — nothing stands out as needing improvement. Muteki Group delivered consistently high-quality work during the project and communicated effectively. The group did also adapt in a smooth way to our own needs during this project. Their performance with collaboration gave to us complete satisfaction.

BACKGROUND

Please describe your company and position.

 I am the CEO of a sports company 

Describe what your company does in a single sentence.

My company provides AI consulting services in various industries.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire Muteki Group to accomplish?

• React Native App Development
• Cross-platform App Development
• Mobile App performance optimization

SOLUTION

How did you find Muteki Group?

Other

Why did you select Muteki Group over others?

• Great culture fit
• Good value for cost
• Company values aligned

How many teammates from Muteki Group were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

• Develop the mobile application using React Native to enable golfers to convert physical scorecards into a digital format.
• Implement a user-friendly interface for scanning golf scorecards via the smartphone camera.
•  Create a data input system for users to input golf course details (name and date) associated with the scorecard. 
• Ensure that the app functioned seamlessly on both iOS and Android platforms, leveraging the capabilities of React Native for cross-platform development. 
• Optimized the app's performance to provide a responsive and smooth experience for users.
• Create an efficient intefrace for integration of a custom C++ algorithm for golf cards recognition.
• Collaborate with the backend (Node.js) developer to seamlessly integrate the React Native front-end with the server-side functionality.  

Key deliverables

●  Fully functional mobile application for both iOS and Android platforms. 
●  User-friendly interface for scanning golf scorecards and inputting course details. 
●  Optimize mobile front-end performance
●  Intergated C++ module golfcard recognition

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

On device performance of the custom C++ golfcard recognition algorithm was significantly improved. Operation of both Android and iOS versions was aligned. Percentage of failurs was significantly decreased.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Muteki Group effectively managed the project and was responsive to all needs. They delivered all necessary tasks on time and responsibly, and the collaboration with them was satisfactory. 

What was your primary form of communication with Muteki Group?

Virtual Meeting

What did you find most impressive or unique about this company?

The most impressive and unique aspects of Muteki Group are related to their exceptional technical expertise and innovation in React Native app development. 

Are there any areas for improvement or something Muteki Group could have done differently?

There are no significant areas for improvement or issues with Muteki Group's performance

BACKGROUND

Please describe your company and position.

I am the Former Executive of Wala

Describe what your company does in a single sentence.

We connect users with beauty and wellness professionals for on-demand services delivered to their preferred location, revolutionizing the industry with convenience and accessibility.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire Muteki Group to accomplish?

• We hired Muteki Group to develop and launch the WALA app, aiming to create a seamless platform that connects users with beauty and wellness professionals for on-demand services, while also providing a robust backend system for managing the operations of the platform efficiently.

SOLUTION

How did you find Muteki Group?

Clutch Site

Why did you select Muteki Group over others?

• Pricing fit our budget
• Great culture fit
• Good value for cost

How many teammates from Muteki Group were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

The scope of work with Muteki Group encompassed the comprehensive development of the app, from conceptualization to deployment. Key deliverables included:

• Requirements Gathering and Analysis: Muteki Group conducted in-depth discussions to understand our objectives, target audience, and functional requirements for the mobile application on both Android and iOS platforms.
• UI/UX Design: Muteki Group created wireframes, mockups, and prototypes for the app's user interface (UI) and user experience (UX), ensuring a visually appealing design that prioritizes usability and engagement.
• Frontend Development: Muteki Group developed the frontend components of the app for both Android and iOS, implementing the approved designs using appropriate technologies and frameworks for each platform.
• Backend Development: Muteki Group built a scalable and robust backend infrastructure to support the app's functionality, including user authentication, service booking, payment processing, and data management.
• Integration of APIs and Services: Muteki Group integrated necessary APIs and third-party services, such as geolocation, payment gateways, and push notifications, to enhance the app's functionality and user experience.
• Quality Assurance and Testing: Muteki Group conducted comprehensive testing of the app on both Android and iOS platforms, including functionality testing, compatibility testing, and performance testing, to ensure a bug-free and seamless user experience.
• Deployment to App Stores: Muteki Group assisted with the deployment of the app to the Google Play Store and Apple App Store, ensuring compliance with respective platform guidelines and requirements.
• Launch Support: Muteki Group provided support during the app's launch, including monitoring for any issues or feedback from users and addressing them promptly to ensure a successful launch.
• Post-Launch Support and Maintenance: Muteki Group offered ongoing support and maintenance services to address any issues, implement updates, and optimize the app's performance based on user feedback and evolving requirements.

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

Muteki Group's technical expertise and strategic planning were instrumental in developing the WALA app, ensuring it met high standards of performance and security. Their innovative solutions and responsive communication throughout the project ensured alignment with our goals and priorities. Meticulous testing and quality assurance procedures guaranteed a flawless user experience, contributing to the app's positive reception and high user engagement. 
Muteki Group's timely delivery and ongoing post-launch support further solidified the success of the project, laying the foundation for continued growth and impact in the beauty and wellness industry. Overall, their dedication and collaborative approach played a pivotal role in achieving the app's success and establishing its presence in the market.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Muteki Group's project management was highly efficient and responsive throughout the project. They consistently delivered items on time, adhering to deadlines and milestones with professionalism and reliability. Their proactive approach to problem-solving ensured that any issues or concerns were addressed promptly, and they remained accessible and responsive to our needs throughout the project. Communication channels were open and transparent, with regular updates on progress and proactive solicitation of feedback to ensure alignment with our vision and priorities. 
Overall, Muteki Group's project management was instrumental in the successful development and launch of the app, contributing to a positive and collaborative working relationship.

What was your primary form of communication with Muteki Group?

• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

What stood out about Muteki Group was their relentless commitment to understanding our requirements and delivering innovative solutions. Their combination of technical proficiency and proactive communication ensured a seamless collaboration. Most notably, their ability to consistently exceed expectations and their passion for excellence truly set them apart.

Are there any areas for improvement or something Muteki Group could have done differently?

No, in our opinion, there are no areas for improvement or things Muteki Group could have done differently. Muteki Group's performance met or exceeded expectations across all aspects of the project.

BACKGROUND

Please describe your company and position.

I am the Client Success Manager of a software company.

Describe what your company does in a single sentence.

Since 2016, we’ve been helping CxOs of technology companies worldwide access the most talented software engineers, building software solutions for large enterprises, new ventures, and NGOs in the most risk-proof and cost-effective way possible. We work with healthcare, banking and financial organizations, aerospace, automotive, gaming industry, education, real estate, and tourism.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire Muteki Group to accomplish?

• Building the infrastructure to support the online gaming platform
• Integrating various features essential for the game’s functionality

SOLUTION

How did you find Muteki Group?

Online Search

Why did you select Muteki Group over others?

• High ratings
• Pricing fit our budget
• Great culture fit

How many teammates from Muteki Group were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

Muteki Group was essential in realizing our project by providing backend development support. Their expertise and dedication significantly contributed to the success of our endeavor. In particular, the Muteki Group’s backend developer was instrumental in building the infrastructure to support the online gaming platform, ensuring smooth functionality and seamless UX. 

His scope of work involved implementing the backend architecture, database management, and integrating various features essential for the game’s functionality. This included setting up user accounts, managing design challenges, handling voting mechanisms, and facilitating community engagement features. The Muteki Group’s developer also worked closely with our team to ensure compatibility with different devices and optimize performance across platforms. Key deliverables included: 

• The developer from Muteki Group participated in establishing the framework for the online gaming platform, including server configuration and database management systems. 
• Implementing features for user registration, authentication, and profile management. 
• Creating functionalities to generate daily design challenges, track submissions, and display results. 
• Developing systems for users to vote on design submissions and calculate results accurately. 
• Integrating tools for users to interact, share designs, and participate in discussions. 
• Ensuring the smooth operation of the game across various devices and optimizing performance for optimal UX.

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

The project's measurable outcomes reflected significant progress and success, primarily attributed to the responsible developers and effective communication facilitated by Muteki Group. The team's commitment to their tasks ensured timely completion of deliverables, contributing to the overall project timeline and objectives. 

Moreover, their proactive approach to communication fostered productive collaboration, allowing for seamless coordination and alignment with client expectations. As a result, the project achieved its milestones efficiently, maintaining a positive client relationship throughout the process.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Muteki Group demonstrated effective management throughout our collaboration. They consistently delivered timely items, meeting our project deadlines with professionalism and reliability. Whenever we encountered challenges or had specific needs, Muteki Group responded promptly and efficiently.

What was your primary form of communication with Muteki Group?

• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

The most remarkable aspect of this company was its ability to consistently deliver high-quality results while remaining responsive to our needs and maintaining effective management. Their dedication to meeting deadlines and promptly addressing issues showcased their commitment to excellence and customer satisfaction. We plan to develop our partnership and launch new projects with Muteki Group soon.

Are there any areas for improvement or something Muteki Group could have done differently?

No, there were no areas for improvement or anything that Muteki Group could have done differently. Everything went smoothly, and we were satisfied with their performance throughout the project.

BACKGROUND

Please describe your company and position.

I am the CMO of Mind Studios

Describe what your company does in a single sentence.

Custom Software Development Company

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire Muteki Group to accomplish?

• We sought Muteki Group's expertise in artificial intelligence and digital signal processing to develop advanced solutions for image protection and security.
• We aimed to work with a professional team that could seamlessly collaborate with our own experts to ensure the success of the project.
• We expected Muteki Group to provide high-quality candidates who would meet the requirements and preferences of our client, ensuring smooth integration and satisfaction.

SOLUTION

• How did you find Muteki Group?

Referral

Why did you select Muteki Group over others?

• High ratings
• Great culture fit
• Good value for cost
• Company values aligned

How many teammates from Muteki Group were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

The scope of work for our collaboration with Muteki Group encompassed several key components focused on developing a comprehensive solution for image protection and security. Below is a detailed breakdown of the scope of work, along with a summary of key deliverables: 
Discovery Phase: 

• Conducting in-depth research and analysis to understand the client's requirements, objectives, and challenges. 
• Identifying key stakeholders and their roles in the project. 
• Defining project goals, success criteria, and scope boundaries. 
• Documenting project requirements and specifications. 

Development Phase: 

• Implementing the designed solution using appropriate programming languages and frameworks (e.g., Python, C++, MATLAB). 
• Developing machine learning models for image recognition and classification.
• Implementing digital signal processing algorithms for image analysis and enhancement. 
• Integrating AI techniques for advanced image protection features. 
• Building a user-friendly interface for managing and accessing protected images. 

Testing and Quality Assurance: 

• Conducting comprehensive testing to ensure the reliability, accuracy, and security of the solution. 
• Performing unit tests, integration tests, and system tests to identify and resolve any issues or bugs. 
• Validating the solution against predefined acceptance criteria and user requirements. 

Deployment and Integration: 

• Deploying the developed solution in the client's environment, ensuring compatibility and seamless integration with existing systems. 
• Providing support and assistance during the deployment phase to address any technical challenges or issues. 

Documentation and Training: 

• Creating detailed documentation, including user manuals, technical specifications, and troubleshooting guides. 
• Conducting training sessions for end-users and administrators to familiarize them with the solution's functionalities and operation. 

Key Deliverables: 

• Project Requirements Document 
• Solution Architecture Design 
• Algorithm Design Documents 
• Software Prototype or Mockups 
• Developed Image Protection Software 
• Test Plans and Reports 
• Deployment Documentation 
• User Manuals and Training Materials 

These deliverables collectively ensured the successful completion and implementation of the project, meeting the client's objectives and delivering a robust solution for image protection and security.

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

Measurable outcomes from the project that demonstrate progress or success include: Successful preparation and implementation of the Minimum Viable Product (MVP) with the Muteki Group team, enabling the client to attract new rounds of investment. This indicates progress as it shows the project's viability and potential for growth. 
The project is innovative, as evidenced by the extensive discovery phase, which resulted in proof of concept and the commencement of development. This phase demonstrates progress by laying the foundation for the project's execution and showcasing its potential to stakeholders. Overall, these outcomes signify tangible progress and success in the project's development and implementation.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

The Muteki Group demonstrated outstanding abilities in project management during our partnership. They consistently met deadlines and swiftly attended to our requirements. Their transparent and regular communication facilitated productive teamwork, and their proactive problem-solving approach guaranteed seamless project implementation. In summary, their management significantly enhanced the success of our project.

What was your primary form of communication with Muteki Group?

• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

The standout feature of Muteki Group was undoubtedly their exceptional expertise and professionalism. We were particularly impressed by their proactive communication and responsiveness, which ensured that any issues we encountered were swiftly addressed. This not only facilitated a highly productive working relationship but also fostered a strong sense of collaboration. 
Overall, Muteki Group's combination of expertise, professionalism, and dedication to customer satisfaction truly distinguishes them in the industry. Additionally, we're excited to announce a new project in partnership with Muteki Group, further solidifying our collaboration. Looking ahead, we're committed to continuing to develop this partnership, leveraging their AI expertise alongside our proficiency in mobile development to deliver innovative solutions for our clients.

Are there any areas for improvement or something Muteki Group could have done differently?

There were no areas for improvement or aspects that Muteki Group could have handled differently. Their performance exceeded our expectations, and we were thoroughly satisfied with their professionalism, expertise, and dedication throughout our collaboration.

BACKGROUND

Please describe your company and position.

I am the CEO of Softermii Inc.

Describe what your company does in a single sentence.

Softermii is an outsourcing/outstaffing company with more than 9 years of experience in web and mobile application development with a team of more than 120 specialists from 6 countries.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire Muteki Group to accomplish?

• Muteki Group was hired to develop and implement AI and data analytics solutions to address these specific challenges and achieve these objectives. The project in the e-commerce domain was executed by Muteki Group's dedicated multidisciplinary team of data scientists, machine learning engineers, data analysts, and software developers. 
• This cohesive team of 6 engineers collaborated seamlessly to address an array of project facets, ranging from the development of state-of-the-art recommender systems to in-depth customer churn analysis and the automation of marketing processes.

SOLUTION

How did you find Muteki Group?

Referral

Why did you select Muteki Group over others?

• High ratings
• Good value for cost

How many teammates from Muteki Group were assigned to this project?

6-10 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

The scope of work for Muteki Group's project involved addressing several critical challenges in enhancing customer experience and marketing efficiency. Here's a detailed overview of the scope of work and key deliverables: 

• Enhancing Product Recommendations: Develop and implement an advanced recommender system. Utilize collaborative filtering and association rules algorithms to provide accurate and personalized product recommendations. Optimize the system for increased sales and customer satisfaction. 
• Reducing Customer Churn: Create a data pipeline and workflow for customer churn analysis. Develop predictive models to identify potential churn. Implement proactive measures to retain customers, such as targeted communication or incentives. 
• Marketing Efficiency: Automate the process of generating marketing reports. Collect relevant data for marketing campaigns. Preprocess marketing data using Python to make campaigns more data-driven and efficient. 

Key Deliverables:

• For Enhancing Product Recommendations: A fully functional and optimized recommender system. Improved product recommendations leading to increased sales. Increased customer satisfaction. 
• For Reducing Customer Churn: A data pipeline and workflow for customer churn analysis. Predictive models for identifying potential customer churn. Implementation of proactive measures to reduce churn rates. 
• For Marketing Efficiency: An automated system for generating marketing reports. Preprocessed marketing data for data-driven campaigns. More efficient and resource-saving marketing efforts. 

Overall, Muteki Group was responsible for delivering a comprehensive solution that included the development of the recommender system, customer churn analysis, and marketing automation, all aimed at enhancing the customer experience and improving marketing efficiency.

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

The project's measurable outcomes included: 

• Enhanced Product Recommendations with AI/ML: The success of the project can be measured by tracking the increase in sales attributed specifically to the AI/ML-powered product recommendation system. Utilizing AI/ML for recommendations may lead to a higher conversion rate. Monitoring the conversion rate would demonstrate the success of the AI-driven approach. 
• Reduced Customer Churn with AI/ML: The project's success can be measured by tracking the reduction in customer churn rates achieved with the AI/ML-based customer churn prediction and proactive retention strategies. The number of retained customers thanks to AI/ML-based predictive models and strategies can be compared to the baseline data to assess the success of AI-driven customer retention efforts. 
• Marketing Efficiency with AI/ML: Measurable outcomes should include the effectiveness of marketing campaigns optimized by AI/ML. Improved conversion rates, higher ROI, or increased click-through rates can demonstrate success. The AI/ML automation of marketing processes should lead to resource savings. Tracking cost reductions and time savings achieved through AI-driven marketing can indicate success.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Muteki Group's project management approach was commendable. Even though we didn't have strict official deadlines for the project, they demonstrated a strong commitment to working within our timeline. Whenever adjustments were required, they were proactive and engaged in effective problem-solving by asking the right questions to find suitable solutions. 
Regular progress updates were a consistent part of their communication, ensuring that we were well-informed about the status of milestone completions. Their responsiveness and efficiency were evident in their quick turnaround times and effective communication. 
In terms of project management tools, Muteki Group and our team utilized Slack and Jira, which enhanced collaboration and transparency throughout the project. This choice of tools contributed to the overall success of our project by streamlining communication and tracking progress.

What was your primary form of communication with Muteki Group?

• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

Muteki Group is consistently impressed with their punctuality, solutions-oriented approach, and cost-effectiveness. Their remarkable knowledge and problem-solving skills made our project execution smooth, even for complex tasks. Their seamless collaboration with our in-house team was a significant asset, ensuring a harmonious working relationship that enhanced the project's overall success.

Are there any areas for improvement or something Muteki Group could have done differently?

No. Everything was perfect.

BACKGROUND

Please describe your company and position.

I am the CTO of Weeteam France

Describe what your company does in a single sentence.

IT consulting, Web and Mobile development

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire Muteki Group to accomplish?

• Muteki Group was hired to develop an advanced software solution. The goals included creating a CV ranking system that considers various factors and provides an equitable ranking of candidates.
• They also aimed to build an AI-based resume parser using keyword recognition to assess resumes and address the issue of keyword manipulation.

SOLUTION

How did you find Muteki Group?

Clutch Site

Why did you select Muteki Group over others?

• High ratings
• Pricing fit our budget

How many teammates from Muteki Group were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

The scope of work undertaken by Muteki Group for the project involves several key components and deliverables. Here is a detailed description of the scope of work: 

• Requirements Gathering: Muteki Group worked closely with us to understand our specific needs and requirements for the CV ranking system. This included determining the desired criteria for ranking candidates and identifying the key factors to be considered during the evaluation process. 
• System Design and Architecture: Muteki Group designed the overall system architecture for the CV ranking software. This included defining the data flow, integration points with external services, and designing the AI-based resume parser. The architecture aimed to ensure the system's scalability, performance, and maintainability. 
• AI-Based Resume Parser: Muteki Group developed an AI model capable of parsing and analyzing resumes. The model utilized keyword recognition techniques to extract relevant information such as experiences, certifications, and skills from the resumes. The parser was trained on a dataset, potentially using the one provided by Kaggle, to accurately identify and extract the required information. 
• Ranking Algorithm Development: Muteki Group implemented a ranking algorithm that considered multiple factors, including abilities, expertise, soft skills, interests, and professional qualifications. The algorithm aimed to provide an objective and equitable ranking of candidates for a specific job profile. It took into account both the keyword matches and the frequency of their usage to identify suitable candidates. 
• Integration with AWS Services: Muteki Group leveraged AWS SageMaker and Amazon Comprehend services to enhance the capabilities of the CV ranking system. AWS SageMaker was used for model training and deployment, allowing the system to handle large-scale data processing and real-time inference. Amazon Comprehend was utilized for natural language processing tasks such as sentiment analysis and named entity recognition. 
• User Interface Development: Muteki Group developed a user interface, potentially using React, to provide an intuitive and user-friendly interface for HR managers or recruiters to interact with the system. The UI allowed users to input job criteria, view ranked candidates, and access detailed information from parsed resumes. 

Key Deliverables: 

• Requirements documentation outlining the desired functionalities and system behavior. 
• System architecture design detailing the components, data flow, and integration points. 
• AI-based resume parser capable of accurately extracting relevant information from resumes. 
• Ranking algorithm implementation to provide a fair and objective ranking of candidates. 
• Integration with AWS SageMaker and Amazon Comprehend services for enhanced processing and analysis. 
• User interface development for seamless interaction with the system. 
• Testing and QA to ensure the accuracy and performance of the system. 
• Deployment documentation and assistance to facilitate the system's integration into the client's infrastructure. 

The technological stack involved the use of Python, React, AWS SageMaker, Amazon Comprehend, and Kibana. These technologies were selected to build an industrial-grade solution with capabilities for working with endpoints and scalability.

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

The measurable outcomes from the project that demonstrate progress or success for the AI-based Automatic Resume Analysis system developed by Muteki Group: 

• Accuracy of CV Ranking: One key outcome is the accuracy of the CV ranking system in identifying suitable candidates for a specific job profile. This can be measured by evaluating the system's ability to rank candidates correctly based on their abilities, expertise, qualifications, and other relevant factors. Performance metrics such as precision, recall, and F1 score can be used to assess the accuracy of the system's rankings. 
• Reduction in HR Effort: The project's success can also be measured by the amount of time and effort saved by HR managers or recruiters in the candidate screening process. If the CV ranking system significantly reduces the time and resources required to shortlist suitable candidates, it demonstrates progress in streamlining the hiring process. 
• Candidate Quality and Fit: Measuring the quality and fit of the candidates selected through the CV ranking system is another outcome that indicates success. This can be assessed by evaluating the performance and satisfaction levels of the candidates hired based on the system's rankings. Metrics such as employee performance ratings, retention rates, and feedback surveys can provide insights into the system's effectiveness in identifying top contenders. 
• User Feedback and Satisfaction: Gathering feedback from HR managers, recruiters, and other system users is essential to assess the success of the project. Feedback surveys or interviews can gauge user satisfaction, usability of the system, and whether it meets their expectations and needs. Positive feedback, improved UX, and increased user adoption indicate progress and success. 
• System Performance and Scalability: Measuring the performance and scalability of the CV ranking system is crucial. 

Key metrics include response time, throughput, and system uptime. If the system can handle a large volume of resumes, process them efficiently, and scale to meet increasing demand, it demonstrates progress and success.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

As the client for whom Muteki Group successfully completed a project, I can say that their project management was exceptional. They demonstrated high professionalism and effectively managed every aspect of the project. Muteki Group consistently delivered items on time, meeting all the agreed-upon deadlines. Their commitment to timely delivery ensured that the project progressed smoothly and remained on track. Muteki Group was highly responsive to my needs and requirements throughout the project. 

They actively listened to my feedback and promptly addressed any concerns or requests that I had. Their responsiveness and willingness to adapt to my needs contributed to a collaborative and productive working relationship. The team at Muteki Group fostered a positive and friendly atmosphere. I felt a strong sense of trust and open communication, which greatly facilitated our collaboration. Their team members were approachable, attentive, and maintained clear lines of communication throughout the project. Overall, I am extremely satisfied with Muteki Group's project management. They consistently delivered items on time and were responsive to my needs, providing a seamless and successful project experience.

What was your primary form of communication with Muteki Group?

• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

What I found most impressive and unique about Muteki Group was their ability to combine cutting-edge technology with a client-centric approach. They demonstrated a deep understanding of the latest advancements in artificial intelligence and leveraged them effectively in their projects. Muteki Group's expertise in AI, particularly in areas such as natural language processing and machine learning, was evident in the project they delivered. Their AI-based resume parsing system, utilizing keyword recognition and clustering algorithms, showcased their technical prowess and ability to create innovative solutions. 

In addition, their commitment to client satisfaction and collaboration set them apart. Muteki Group delivered the project on time, maintained open communication lines, actively listened to my needs, and incorporated my feedback throughout the process. Their emphasis on creating a friendly and trust-based working environment was highly commendable. Muteki Group's combination of technical expertise, innovative solutions, and client-centric approach made them an impressive and unique company to work with. They demonstrated a keen understanding of the technology landscape and a genuine commitment to delivering successful projects while ensuring a positive client experience.

Are there any areas for improvement or something Muteki Group could have done differently?

I had a positive experience with Muteki Group, and I don't have any specific areas for improvement to mention. Their performance met or exceeded our expectations, and I found their work to be of high quality.

BACKGROUND

Please describe your company and position.

I am the CEO of Dresos

Describe what your company does in a single sentence.

DRESOS provides personalized outfits for Men and Women.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire Muteki Group to accomplish?

• Develop AI solution for outfit personalization
• Relaunch the new Website with real-time outfits

SOLUTION

How did you find Muteki Group?

Referral

Why did you select Muteki Group over others?

• Pricing fit our budget
• Great culture fit
• Referred to me

How many teammates from Muteki Group were assigned to this project?

6-10 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

The project is AI-based web solution. Technologies stack: 

• Symfony
• React
• Redux
• Next.js
• Typescript
• Amazon (S3, AWS EC2, Amazon SageMaker, Amazon API Gateway, AWS Lambda, VPN)
• Python
• Pandas
• Numpy
• MatPlotLib
• Scikit learn
• Scipy
• Pythorch
• PostgreSQL. 

Key deliverables were: 

1. Working AI solution for real-time outfit creation 
2. UX/UI for the website relaunch 
3. Backend with product management Some more details below:

• Data Integration with retailers/stores 
• Build an ERP with the item master from all products in the system 
• Integration with the courier service (includes messaging notifications) 
• Integrated communications within platform (all communications from the stylist with customers and all social media/email marketing communications). 
• Maybe use Zendesk Items scanning option directly to the order of the customer 
• All items tracking on consignment (with live reports of pending items to be returned/sold) 
• Basic outfit suggestion with 10-15 data points (gender, budget, height, weight, best sellers, color…) 
• Referral program improvements and automation

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

We had a demo for our real-time outfit creation and we are expecting to have a Beta solution by next month. Also, the redesigned Website should be ready by then.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

They are using Jira for project management. We had weekly meetings for updates where we were brainstorming about the challenges of the project and Muteki team was very active. We need to launch the project by next month.

What was your primary form of communication with Muteki Group?

• In-Person Meeting
• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

Very easy to talk to. All team members are really friendly and driven. Very passionate about what they are doing!

Are there any areas for improvement or something Muteki Group could have done differently?

Everything was good so far.

BACKGROUND

Please describe your company and position.

Information technology company

Describe what your company does in a single sentence.

Global B2B SaaS company that offers an AI-powered automation platform and services in 50+ countries.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire Muteki Group to accomplish?

• Muteki Group was hired to work on an AI solution for analyzing biomedical research articles for a biomedical research organization. The goal was to automate the analysis process of large volumes of research articles in their field, extract important terms, establish relationships between them, and create a summary and knowledge graph of connected terms. This would help to process large volumes of data more efficiently and make informed decisions faster.

SOLUTION

How did you find Muteki Group?

Referral

Why did you select Muteki Group over others?

• Good value for cost
• Company values aligned

How many teammates from Muteki Group were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

The scope of work for Muteki Group on the AI solution for analyzing biomedical research articles project involved the following steps: 

• Requirement gathering: The Muteki Group team worked closely with the client to understand their requirements, goals, and challenges in processing large volumes of research articles in their field.
• Solution design: Based on the requirements gathered, the Muteki Group team designed a customized solution using deep learning and natural language processing (NLP) techniques to automate the analysis process and extract key information from the articles. 
• Development: The Muteki Group team developed the AI-powered system using PyTorch, Tensorflow, Biopython, Scispacy, Biobert, Google Cloud platform, and MongoDB.
• Testing and optimization: The system was tested and optimized to ensure accuracy and efficiency in extracting key information from biomedical research articles. 
• Deployment: The system was deployed and integrated with the client's existing infrastructure to provide seamless access to the analysis results. 

The key deliverables of the project were: 

• An AI-powered system for automatically analyzing and extracting key information from biomedical research articles. 
• A summary and knowledge graph of connected terms that can be used to make informed decisions faster. 

The technologies used in the project included PyTorch, Tensorflow, Biopython, Scispacy, Biobert, Google Cloud platform, and MongoDB. Overall, the scope of work involved developing and deploying an AI-powered solution that would enable to process large volumes of research articles more efficiently and make informed decisions based on the extracted key information.

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

• Prior to working with Muteki Group, analyzing large volumes of research articles was a time-consuming and error-prone process. However, since implementing their solution, we have seen a significant increase in efficiency and accuracy. Some measurable outcomes include a significant reduction in the time it takes to analyze research articles and extract key information. 
• Additionally, the accuracy of the analysis has improved, allowing us to make more informed decisions based on the findings. The knowledge graph and summary created by the system have also been extremely helpful in identifying and establishing relationships between important terms.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Muteki Group's project management style was highly effective and professional. They kept us updated on project progress and any potential issues that arose, which allowed us to make informed decisions and adjustments as needed. Communication was primarily conducted through Slack, which was a convenient and efficient way to stay in touch. 

They were always timely in responding to any questions or concerns we had. In addition, they used Jira to track project tasks and ensure that everything was completed on schedule. Overall, we were very impressed with their project management and communication skills.

What was your primary form of communication with Muteki Group?

Virtual Meeting

What did you find most impressive or unique about this company?

Muteki Group's proficiency in ML/AI/NLP technologies and their successful application to our project left us thoroughly impressed. Their team's expertise, drive, and commitment to fulfilling our objectives were remarkable. Furthermore, we were impressed with their exceptional dedication to delivering top-notch results while adhering to our project's timeline. They consistently went the extra mile to ensure that we were pleased with the final product and that it met our standards. 

Overall, we found Muteki Group to be an exceptional, dependable, and professional partner and would wholeheartedly recommend them to anyone in need of ML/AI/NLP development services.

Are there any areas for improvement or something Muteki Group could have done differently?

We did not encounter any major issues or areas for improvement throughout the project. We believe that they delivered exceptional results and met all our expectations. We appreciate their professionalism, expertise, and commitment to our project, and we would not hesitate to work with them again in the future.