Top Artificial Intelligence Companies
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List of the Best Artificial Intelligence Companies
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What are Featured Providers?
$25,000+$25 - $49 / hr1,000 - 9,999Orlando, FLServices provided
10% AI Development10% CRM Consulting and SI10% Cloud Consulting & SI +7 services10% Custom Software Development10% E-Commerce Development10% ECM Consulting and SI10% ERP Consulting and SI10% Enterprise App Modernization10% Mobile App Development10% Unified Communications Consulting & SISee all 82 projectsSimform is a technology services company specializing in mobile app development, web development, and custom software solutions. According to reviews, 100% of clients praise their expert technical knowledge, timely project delivery, and exceptional communication skills. Clients consistently report satisfaction with their professional approach and ability to adapt, often highlighting Simform's effective project management and collaborative problem-solving abilities.
7 of 10 reviews are 5 stars$50,000 – $199,999 avg. project costRead 10 Recent ReviewsReviewed 10 times in the past 6 months
Recent reviews of Simform reflect overwhelmingly positive sentiment, highlighting their exceptional communication, project management, and technical expertise. Clients praised the team's responsiveness and ability to meet project milestones on time. Specific feedback includes a seamless integration of resources, effective collaboration during complex problem-solving, and a proactive approach to client needs. Notable mentions include a well-structured discovery phase and a commitment to delivering high-quality results without hidden costs. Overall, clients highly recommend Simform for their reliable and thoughtful partnership.Was this helpful?
Industry Experience
Simform has received positive feedback across various industries, showcasing their expertise in business services, healthcare, fitness, and real estate, among others. Clients commend their responsiveness, project management, and technical knowledge, with many noting successful outcomes such as improved applications and streamlined processes. The overall sentiment indicates strong satisfaction with their services in these sectors, highlighting Simform's ability to adapt to diverse project requirements and deliver high-quality solutions.
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Utilities Financial services eCommerce Real estate Healthcare Logistics & Supply Chain Wellness & Fitness Agriculture Information technology Human Resources Media Other industries Consulting Advertising & marketing IT Services Nonprofit Construction Legal Arts, entertainment & music Gaming Food & Beverages Other Industry Hospitality & leisure Education Consumer Products Fitness Software Business servicesWas this helpful?
Average Project Cost Breakdown
Read All ReviewsWhat Clients Have Said
Clients consistently praise Simform for their cost-effectiveness and overall value, highlighting that their pricing aligns well with the quality of work delivered. For instance, a CEO noted that Simform provided high-quality services at a fraction of the cost compared to hiring in-house developers. Another client appreciated the flexibility and responsiveness of Simform's team, stating that they delivered on time and within budget. However, there are a few concerns regarding communication and project management in specific instances, indicating room for improvement.Was this helpful?
$10,000+$50 - $99 / hr1,000 - 9,999Warszawa, PolandServices provided
10% AI Development10% AR/VR Development10% Blockchain +7 services10% Cloud Consulting & SI10% Custom Software Development10% E-Commerce Development10% Enterprise App Modernization10% IT Staff Augmentation10% Mobile App Development10% Web DevelopmentSee all 72 projectsInnowise is a versatile technology solutions provider offering services such as custom database creation, data management, software development, and DevOps support. The company is consistently praised for its project management, timely delivery, and ability to integrate smoothly into client teams. Approximately 90% of reviewers commend Innowise's technical expertise and responsiveness, while some suggest improvements in documentation and visual detail handling. Overall, Innowise is recognized for delivering high-quality outcomes with a commitment to client satisfaction.
Reviews mention Well-organized projects
Clients consistently praised Innowise for their well-organized project management and timely delivery. One client noted, 'They were well-organized and kept me informed about every finished functionality or issue.' Another highlighted, 'They structured the entire project very well and easy for everybody to understand.' Overall, the sentiment reflects strong satisfaction with Innowise's ability to manage projects efficiently and maintain clear communication throughout the development process.-
Mobile App Design & Dev for HealthTech Company
5.0 Jun 7, 2024They delivered each milestone on time. They were well-organized and kept me informed about every finished functionality or issue.
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Web3 Interface & Solidity Contracts Dev for Blockchain Co
5.0 Jan 23, 2024Project management was very responsive and communicative. Industry standard project management methods were used and they were very easy to interact with.
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Mobile Application Development for Gaming Company
5.0 Sep 25, 2023We had weekly check-ins since the Innowise team worked in Weekly Scrum Sprints. They structured the entire project very well and easy for everybody to understand. It was easy to tell how far along they were and where hurdles or 'scrum cliffs' would arise.
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Web Dev & UI/UX Design for 3D Production Company
5.0 Jun 12, 2023They were well-organized and ensured the project was handled carefully and delivered on time. Mostly everything is good; business dev is so easy to talk with, the Project manager is well organized and the developers worked very fast.
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Custom Software Dev for Marketing & Tech Company
5.0 Apr 18, 2023We were delighted with Innowise Group's collaborative approach to completing projects. Using email, phone calls, and a ticketing system, Innowise leads an organized and communicative process.
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1 of 1 reviews is 5 starsUnknown avg. project costRead 1 Recent ReviewReviewed 1 time in the past 6 months
In the past six months, client feedback for Innowise has been overwhelmingly positive. One client, a private school president, praised their ability to create a custom database that improved workflow and reduced labor for reporting. They highlighted Innowise's effective project management and timely communication, noting that the company outperformed a previous vendor in cost and quality. Overall, clients express satisfaction with timely delivery and successful outcomes, with no significant areas for improvement identified.Was this helpful?
Average Project Cost Breakdown
Read All ReviewsWhat Clients Have Said
Clients consistently praised Innowise Group for their competitive pricing and excellent value for money. Feedback highlighted that their services fit various budgets while delivering high-quality results, as noted by multiple clients who emphasized good cost-to-value ratios. For instance, a CEO mentioned that Innowise's pricing fit their budget and provided great value, while another client appreciated the fair pricing during their ongoing engagement. Overall, the sentiment towards Innowise's cost-effectiveness is overwhelmingly positive, suggesting a strong alignment between quality and affordability.Was this helpful?
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United States (15) Germany (10) Italy (6) England (4) Switzerland (4) Israel (3) Estonia (3) Luxembourg (2) France (2) Ireland (2) Lithuania (1) Qatar (1) Armenia (1) Finland (1) New Zealand (1) Norway (1) Poland (1) Georgia (1) South Africa (1) Sweden (1) Denmark (1) Thailand (1) Belarus (1) Bosnia and Herzegovina (1)$75,000+$100 - $149 / hr50 - 249New York, NYServices provided
25% AI Consulting25% Generative AI20% AI Development +3 services10% Mobile App Development10% Product Design10% Web DesignSee all 67 projectsBlueLabel is a software development company specializing in AI-driven solutions, mobile app development, and product strategy. The company is noted for its professionalism, innovative approach, and strong project management skills, frequently delivering projects on time and within budget. Approximately 90% of reviews highlight their commitment to understanding client needs, while 80% commend their high-quality deliverables and customer support.
Reviews mention Well-organized projects
Clients consistently highlight BlueLabel's exceptional organization and project management capabilities. One client noted their use of Notion for project management, emphasizing that BlueLabel was 'highly organized' and adaptable to changing needs, delivering everything on time and within budget. Another client praised their ability to maintain clear communication and provide detailed updates, stating, 'They’re very organized and were great at giving updates.' Overall, the sentiment reflects a strong appreciation for BlueLabel's structured approach to project execution.-
AI Strategy & Design for Storytelling & Innovation Company
5.0 Mar 14, 2024We used Notion for project management, and BlueLabel was highly organized throughout the project. Their team was able to adapt to changing needs and roll with the punches. Everything was delivered on time and within budget.
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Mobile App Design, Dev & Testing for Orthopedic Software
5.0 Aug 3, 2023They have been organized, proactive, timely, and provided a seamless collaboration. The team is very responsive and provides feedback in a comprehensive, yet concise manner that is very digestible to understand. Blue Label worked seamlessly with our digital marketing partner, providing exceptionally easy collaboration across multiple aspects to further enhance the product and go-to-market strategy.
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iOS Development for Dating App
5.0 Aug 9, 2019They’re very organized and were great at giving updates. The team was detail-oriented, keeping track of everything throughout the project. We met in person a few times, and it was great to be able to sit down to collaborate.
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Mobile App Dev for Mobile Game Development Company
4.5 May 2, 2018It was always clear where things stood and what was being developed. We had weekly calls to discuss project status and consider new ideas along the way. The project took about two months longer than the initial schedule, but they provided feedback along the way to help me understand the delays.
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1 of 2 reviews are 5 stars$200,000 – $999,999 avg. project costRead 2 Recent ReviewsReviewed 2 times in the past 6 months
Recent reviews of BlueLabel highlight their exceptional capability in AI development and project management. Clients reported significant efficiency improvements, with one noting a reduction in task durations from 40–45 minutes to just 10–12 minutes. Feedback emphasized their professionalism and ability to meet deadlines, although some suggested enhancing communication with non-technical teams. Overall, client sentiment is overwhelmingly positive, with satisfaction regarding results and ongoing collaborations.Was this helpful?
Average Project Cost Breakdown
Read All ReviewsWhat Clients Have Said
Client feedback regarding BlueLabel's overall cost and value for money is predominantly positive. Clients frequently highlight that BlueLabel's pricing is reasonable, often noting their services fit well within budget constraints. For instance, one client mentioned they invested approximately $300,000 for substantial improvements in efficiency and automation. Another client appreciated the balance of cost and quality, stating that BlueLabel provided a good value proposition compared to competitors. Overall, clients express satisfaction with the return on investment, citing effective project management and timely delivery.Was this helpful?
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$1,000+$25 - $49 / hr2 - 9Rainham, England
Services provided
45% Custom Software Development15% AI Development15% Generative AI +2 services15% Web Development10% AI ConsultingSME Lighthouse is a software development company launched in 2023. The team provides Custom Software Development and Web Development.
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$10,000+$50 - $99 / hr2 - 9
Services provided
20% AI Consulting20% AI Development20% BI & Big Data Consulting & SI +2 services20% Custom Software Development20% Digital EngineeringBusiness intelligence company Upp Agency offers BI & big data consulting & SI and Custom Software Development. They are in Zagreb, Croatia.
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What are Featured Providers?
$10,000+$25 - $49 / hr50 - 249San Francisco, CAServices provided
30% AI Development30% Custom Software Development15% BI & Big Data Consulting & SI +2 services15% Mobile App Development10% IT Staff AugmentationSee all 21 projectsAzumo is a versatile software development company specializing in building and enhancing a wide array of applications, including conversational AI, mobile app development, cloud migration, and real-time analytics. Approximately 100% of reviewers highlight Azumo's strong communication, cultural alignment, and timely delivery, with many impressed by their adaptability and technical expertise, which align with client needs and project demands consistently.
Industry Experience
Azumo has demonstrated expertise across various industries, including Software, Social Networking, Financial Services, Healthcare, and Education. Reviewers consistently commend their responsiveness, quality of work, and ability to adapt to shifting project requirements. In the Software and IT Services sectors, they excel in development and project management, while in Healthcare and Financial Services, they improve system resilience and migration tasks. Overall sentiment across industries is highly positive, highlighting Azumo as a reliable partner for diverse technological needs.
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Software Social Networking Financial services Sports Healthcare Education IT Services Chemicals & Biotechnology Arts, entertainment & music Gaming Other Industry MediaWas this helpful?
Average Project Cost Breakdown
Read All ReviewsWhat Clients Have Said
Clients consistently highlight Azumo's competitive pricing and strong value for money. For example, the Director of nlx.ai noted that Azumo's pricing fit their budget while exceeding expectations regarding quality and speed. Similarly, a CEO emphasized Azumo's good value for cost, stating they delivered significant improvements within financial constraints. Overall, clients express satisfaction with the balance between cost and the high-quality services provided, reinforcing Azumo's reputation as a cost-effective partner.Was this helpful?
More responsive than most other service providers
Get in TouchAzumo is very responsive
They are a great candidate to start a conversation with. Send them a short message or project inquiry.Was this helpful?
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$50,000+$100 - $149 / hr10,000+Charlottesville, VAServices provided
25% Generative AI15% AI Development15% Mobile App Development +4 services15% Web Development10% AI Agents10% Marketing Strategy10% UX/UI DesignSee all 25 projectsTELUS Digital is a technology solutions provider specializing in modernizing healthcare billing systems. Their services have significantly improved clients' operational efficiencies, with 85-90% of processes being automated. Reviews highlight TELUS Digital's robust system architecture and security measures, with a notable focus on scalability and adaptability, though they could benefit from adopting more agile methodologies. Overall, their collaborative approach and comprehensive solutions garner positive feedback.
Reviews mention Exceeds expectations
Client feedback indicates that WillowTree consistently exceeds expectations, particularly in user experience design and project execution. The engineering director noted that the app's user experience surpassed internal and customer expectations, receiving accolades as the best exhibit at a major industry tradeshow. Additionally, WillowTree's commitment to timely delivery and their enthusiastic, dedicated team were highlighted as key strengths, reinforcing the overall positive sentiment regarding their innovative solutions and professional engagement.-
iOS Application for Large Energy Solutions Provider
5.0 Feb 12, 2017The user experience we've designed with WillowTree has far exceeded the expectations of my internal production and management team, as well as those of our customers. People have been amazed at the technological advances and user experience of the app. It's clean, professional, and refined. All use cases have been thought through and implemented well. WillowTree brought its A-game from a design and execution perspective.
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Average Project Cost Breakdown
Read All ReviewsWhat Clients Have Said
Client feedback on the company's cost and value indicates a generally positive sentiment regarding pricing relative to the quality of services provided. For instance, one client noted an investment of $400,000, highlighting that the extensive team involvement justified the expense. Another client mentioned a $50,000 initial investment for a university app, expressing satisfaction with the results and minimal budgetary surprises. Overall, clients appreciate the balance of cost and value, often citing the quality of work and strong project management as key factors.Was this helpful?
More responsive than most other service providers
Get in TouchTELUS Digital is very responsive
They are a great candidate to start a conversation with. Send them a short message or project inquiry.Was this helpful?
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$25,000+$50 - $99 / hr1,000 - 9,999New York, NYServices provided
30% Custom Software Development10% AI Agents10% AI Development +5 services10% AR/VR Development10% Blockchain10% IT Staff Augmentation10% Mobile App Development10% Web DevelopmentSee all 98 projectsVention is a versatile software development company specializing in AI, software development, and staff augmentation. With a consistent record of delivering projects on time and high-quality work, Vention has received overwhelmingly positive feedback from clients (approximately 100% satisfaction), who praise their talented engineers, effective collaboration, and impressive project management. They are noted for their flexibility, responsiveness, and alignment with client needs.
1 of 3 reviews are 5 starsUnknown avg. project costRead 3 Recent ReviewsReviewed 3 times in the past 6 months
Recent reviews of Vention reflect a highly positive sentiment, highlighting their exceptional engineering talent and responsiveness. Clients appreciated the quality of work delivered, with one noting a significant bug fix that improved retention by 2-3%. Another praised their effective account management, establishing trusted relationships. Consistently, clients reported timely delivery and effective communication, with no identified areas for improvement. Overall, Vention is recognized as a reliable partner for software development and staff augmentation.Was this helpful?
Industry Experience
Vention has demonstrated expertise across diverse industries, including Fintech, IT, Education, Marketing, and Healthcare. In Fintech, they excel in software development and team augmentation, receiving praise for responsiveness and timely deliveries. In IT, clients commend their problem-solving skills and technical proficiency, while in Education, their collaborative approach has improved project outcomes. Overall sentiment is positive, with a consistent emphasis on quality, flexibility, and effective communication across all sectors.
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Advertising & marketing Education Business services Financial services Food & Beverage Software eCommerce Healthcare Logistics & Supply Chain Hospitality & leisure Consulting Social Networking Energy & natural resources Wellness & Fitness Transportation IT Services Real estate Media Arts, entertainment & music Utilities Chemicals & Biotechnology Consumer Products Information technology Other IndustryWas this helpful?
Average Project Cost Breakdown
Read All ReviewsWhat Clients Have Said
Clients consistently report that Vention offers excellent value for money, with pricing fitting within their budgets while delivering high-quality results. For instance, one client highlighted that Vention's pricing was a significant factor in their decision to partner with the company, while another noted a 50% reduction in Salesforce license costs due to Vention's optimizations. Overall, feedback indicates strong satisfaction with Vention’s cost-effectiveness and the quality of service provided.Was this helpful?
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$1,000+$100 - $149 / hr2 - 9
Services provided
15% AI Consulting15% Generative AI10% AI Development +6 services10% Conversion Optimization10% Low/No Code Development10% Marketing Strategy10% UX/UI Design10% Web Design10% Web DevelopmentSaas Building is a website development firm. The small Beaverton, Oregon-based team provides Web Development and Artificial Intelligence. The firm was established in 2024.
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Undisclosed$25 - $49 / hr2 - 9
Services provided
20% AI Development20% API Development20% Generative AI +2 services20% Mobile App Development20% Web DevelopmentAxthTechnologies is a website development firm. The Attock, Pakistan-based agency was launched in 2023. Their services include Web Development and Mobile App Development.
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$1,000+$50 - $99 / hr2 - 9Marrakech, Morocco
Services provided
20% AI Development20% Generative AI20% Mobile App Development +2 services20% UX/UI Design20% Web DevelopmentSmall user experience agency Anzaforge, is located in Marrakech, Morocco. Their services include UX/UI Design and Web Development.
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$1,000+$25 - $49 / hr2 - 9
Services provided
20% AI Development20% Custom Software Development20% Generative AI +2 services20% Mobile App Development20% Web DevelopmentCustom software development firm Aristos Alliance focuses on Custom Software Development and Web Development. They are located in Washington, Delaware.
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$1,000+$200 - $300 / hr2 - 9
Services provided
20% AI Consulting20% AI Development20% Application Management & Support +2 services20% Cloud Consulting & SI20% Custom Software DevelopmentCraftwork is a cloud consulting & SI company. Established in 2024, the team provides cloud consulting & SI and Custom Software Development.
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$10,000+$50 - $99 / hr250 - 999Austin, TXServices provided
40% AI Development30% Cloud Consulting & SI15% Mobile App Development +1 service15% UX/UI DesignSee all 61 projectsQubika is a versatile software development company specializing in mobile app development, data engineering, and product design. Across their reviews, 100% of clients commend their timely delivery, responsiveness, and high-quality output. Their ability to adapt and integrate seamlessly with client teams is frequently highlighted, with 100% of reviewers noting exceptional professionalism and commitment to client success.
Reviews mention Passionate about their work
Clients consistently express that DecemberLabs demonstrates a strong passion for their work. One client noted, "You can tell that they are passionate about what they do," emphasizing their selective project choices and commitment to high-growth potential. The team’s proactive approach, including sharing relevant articles and attending tech events, further highlights their dedication. Overall, the sentiment reflects a positive experience, with clients feeling valued and supported throughout the development process.-
App Development Services for Medical Device Company
5.0 May 11, 2022Moreover, they go above and beyond their responsibilities; their resources are passionate about what they’re doing. Whenever there’s a problem, they’re transparent in not only asking for our feedback but also returning feedback back and forth. Our company is in startup mode, so whenever we have needs, the team is quick to help us in any way they can.
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iOS App Dev for Media Jobs Company
5.0 Jul 11, 2017DecemberLabs only chooses projects and companies that they believe in. You can tell that they are passionate about what they do. They’ve been amazing to work with. They did what they could for me at every single moment, even if I had to figure out funding or something.
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1 of 2 reviews are 5 stars$50,000 – $199,999 avg. project costRead 2 Recent ReviewsReviewed 2 times in the past 6 months
In the past six months, Qubika has received positive feedback for their responsiveness and technical expertise. Clients highlighted their ability to deliver projects on time, such as establishing a scalable data warehouse that drastically improved data accessibility. One client praised Qubika for their collaborative approach and the fresh perspectives brought by their product designers. Overall sentiment is highly favorable, with clients appreciating their alignment with company values and the quality of their deliverables.Was this helpful?
Average Project Cost Breakdown
Read All ReviewsWhat Clients Have Said
Client feedback consistently highlights Qubika's competitive pricing and strong value for money. Clients appreciate that the pricing fits their budgets while ensuring high-quality service and deliverables. For instance, one client noted, "Pricing fit our budget" and highlighted Qubika as a "good value for cost." Overall, the sentiment reflects satisfaction with the cost-effectiveness and quality of work provided, making Qubika a recommended partner for various projects.Was this helpful?
More responsive than most other service providers
Get in TouchQubika is very responsive
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$1,000+$25 - $49 / hr50 - 249Dubai, United Arab EmiratesServices provided
25% AI Development25% Custom Software Development20% Generative AI +3 services10% AI Consulting10% IT Staff Augmentation10% UX/UI DesignSee all 24 projectsPhaedra Solutions is a versatile software development company specializing in UI/UX design, website development, and mobile app development. Across the reviews, 100% of clients commend their technical expertise and reliability in delivering projects on time. Clients highlight their exceptional communication, constructive problem-solving, and alignment with client values. Some note minor areas for improvement, such as project management efficiency and internet connectivity during meetings, but overall satisfaction is high.
Reviews mention High-quality work
Clients consistently commend Phaedra Solutions for their high-quality work and exceptional project management. One CEO noted their ability to deliver an enterprise-level project within ten months, exceeding expectations with a comprehensive plan tailored to unique needs. Another client praised their adaptability and responsiveness, highlighting their strong development capabilities and effective communication. Overall, the sentiment reflects a high level of satisfaction with the quality of deliverables and the commitment to understanding client requirements.-
UI/UX Web Design for Publishing Company
5.0 Jun 17, 2022I am absolutely stunned by the final design and I cannot wait until the development phase! I am very certain and convinced that once the design is published and in action, it will have a major effect on the traffic on my website.
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Development Support for Web Development Company
5.0 Feb 1, 2022Phaedra Solutions is excellent and transparent in their work. Whenever we go to them with a new feature, they'll make suggestions to improve the solution. Phaedra Solutions' team doesn't just do the work required, they provide feedback and suggestions to improve the entire platform.
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Custom Software Dev for Energy Software Company
5.0 Sep 17, 2020The quality of their work is very high. I needed a technical partner to adhere to our needs from a development perspective without making assumptions about our needs on their own. Our industry and needs are niche, and they understood that in their work.
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Industry Experience
Phaedra Solutions has demonstrated expertise across various industries, including Software, Nonprofit, Legal, Retail, Advertising & Marketing, IT Services, and Energy. Feedback highlights their strengths in UI/UX design, project management, and technical execution. Clients appreciate their proactive communication, timely delivery, and deep technical knowledge. Overall sentiment is positive, particularly in the Software and Nonprofit sectors, indicating strong alignment for projects requiring robust digital solutions and creative design.
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Publishing Non-profit Software Nonprofit Legal Retail IT Services Advertising & marketing Other Industry Energy & natural resources Food & BeveragesWas this helpful?
Average Project Cost Breakdown
Read All ReviewsWhat Clients Have Said
Clients have consistently praised Phaedra Solutions for their affordability and value for money. One client noted they were 'very affordable,' while another highlighted their commitment to delivering high-quality work on time and within budget. The team is recognized for their responsiveness and ability to go above and beyond to meet project needs. Overall, feedback reflects a strong sentiment of satisfaction with the company's pricing relative to the quality of services provided.Was this helpful?
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$25,000+$50 - $99 / hr50 - 249Fornebu, NorwayServices provided
25% Mobile App Development25% Web Development20% Custom Software Development +2 services20% IoT Development10% AI DevelopmentSee all 14 projectsLANARS is a versatile app and software development company with expertise in mobile and web platforms, backend integration, and IoT solutions. Their reviews emphasize high-quality deliverables, skilled communication, and effective project management. Over 90% of feedback highlights LANARS' commitment to timelines and adaptability, with clients praising their problem-solving capabilities and dedication, even under challenging circumstances like geopolitical issues.
1 of 1 reviews is 5 starsUnknown avg. project costRead 1 Recent ReviewReviewed 1 time in the past 6 months
In recent reviews, clients have expressed positive sentiments towards LANARS, highlighting their skilled team and effective project management. A general manager from Lomundal Oslo AS noted that the app developed by LANARS significantly improved inspection control and project pricing. While the need for Norwegian language support was mentioned as a minor improvement area, the overall feedback indicates satisfaction with the quality of work and professional execution provided by LANARS.Was this helpful?
Industry Experience
LANARS has demonstrated expertise across various industries, including Manufacturing, Financial Services, Information Technology, Construction, and Business Services. Clients commend their adaptability, strong project management, and technical proficiency, especially in app development and cloud integration. Overall sentiment is positive, with notable strengths in communication and timely deliverables, making them a suitable partner for projects in tech-driven environments and service-oriented sectors.
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Manufacturing IT Services Information technology Financial services Business services ConstructionWas this helpful?
Average Project Cost Breakdown
Read All ReviewsWhat Clients Have Said
Clients generally perceive LANARS as offering strong value for money, often highlighting their competitive pricing and quality of work. One client noted that LANARS 'exceeded expectations' and provided 'high quality work' despite challenging circumstances. Another emphasized their 'honesty' in pricing, stating there were no unexpected cost increases. Overall, feedback reflects satisfaction with both cost-effectiveness and the quality of deliverables, reinforcing LANARS's reputation as a reliable partner for various projects.Was this helpful?
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$10,000+$25 - $49 / hr2 - 9Jaipur, India
Services provided
20% AI Development20% Generative AI20% IT Staff Augmentation +3 services20% IT Strategy Consulting10% BI & Big Data Consulting & SI10% Low/No Code DevelopmentIT strategy consulting company Passageway Tech Private Limited provides IT strategy consulting and BI & big data consulting & SI. They are headquartered in Jaipur, India.
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$1,000+$50 - $99 / hr2 - 9Bruxelles, Belgium
Services provided
50% Other IT Consulting and SI20% AI Consulting10% AI Development +2 services10% Generative AI10% Low/No Code DevelopmentFounded in 2024, Brussels AI Agency is an other IT consulting and SI company. The small team provides other IT consulting and SI and Artificial Intelligence.
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$50,000+$50 - $99 / hr10 - 49Bengaluru, IndiaServices provided
35% AI Development25% Generative AI10% AI Consulting +3 services10% API Development10% Microservices Architecture Services10% Web DevelopmentSee all 8 projectsKrazimo is a technology development and consultancy firm specializing in advanced AI and Web3 solutions. With a focus on AI-driven projects, such as real-time data integration and scalable SaaS platforms, they deliver high-quality outcomes, praised by clients for their adaptability and effective project management. Review feedback is overwhelmingly positive, with no significant negative remarks, highlighting their technical expertise and customer-centric approach.
Reviews mention Communicative
Clients have consistently praised Krazimo for their effective communication, noting their responsiveness and adaptability despite time zone challenges. One client highlighted their transparency and willingness to learn, describing Krazimo as 'very communicative' and likening the collaboration to working with full-time employees. Overall, the sentiment regarding Krazimo's communication skills is highly positive, emphasizing their clarity and reliability throughout the project.-
Feature Development for Stealth AI Company
5.0 Feb 3, 2025Well done, very communicative despite time zones. Krazimo has been one of the best consulting firms we have worked with. They also try to be as accommodating with time zones as possible, still being responsive in the mornings and sometimes during the day despite being in India.
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Industry Experience
Krazimo demonstrates strong expertise in the Information Technology, Education, Research, and Software industries, delivering impactful solutions such as AI-driven systems and secure platforms. Clients commend their adaptability, project management, and technical precision, particularly in developing innovative AI applications and integrating complex data sources. Overall sentiment is highly positive, with clients noting effective communication and a deep understanding of user experience and domain-specific needs, making Krazimo a suitable partner for projects in tech and education sectors.
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Information technology Education Research SoftwareWas this helpful?
More responsive than most other service providers
Get in TouchKrazimo is very responsive
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$10,000+$50 - $99 / hr10 - 49Coventry , EnglandServices provided
30% AI Development15% Custom Software Development15% Generative AI +4 services10% AI Consulting10% Application Management & Support10% Mobile App Development10% Web DevelopmentSee all 20 projectsImobisoft is a versatile technology solutions company specializing in software development, web and app development, and cloud migration services. Overall, 100% of the reviews express satisfaction with their technical expertise, project management, and adherence to timelines and budgets. Imobisoft is consistently praised for their responsiveness, professionalism, and ability to deliver cost-effective solutions, as highlighted in 80% of the reviews.
Reviews mention Experienced
Imobisoft has received positive feedback for their effective project management and ability to enhance operational efficiency. Clients noted significant improvements, such as reducing query turnaround times from two days to 15–20 minutes and streamlining onboarding processes. One client highlighted that Imobisoft's focus on understanding business needs over technicalities was particularly impressive. Overall, the sentiment is overwhelmingly positive, with no noted areas for improvement, indicating strong client satisfaction with their services.-
Custom Software Development for Real Estate Company
5.0 Mar 30, 2022We’ve also had new people come on board, and training them is easier. Before, we’d sit down and go through all the different pieces of paper. Now we walk them through the system because it defines our processes. We can see all the signed contracts, the contracts out for approval, the vendors we work with, etc. It used to take a couple of days to onboard staff. When they start with us, the morning session is the full onboarding, increasing our professionalism because people see it as having everything under control. Overall, the system has made our jobs more efficient.
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2 of 2 reviews are 5 stars$50,000 – $199,999 avg. project costRead 2 Recent ReviewsReviewed 2 times in the past 6 months
In the past six months, Imobisoft has received positive feedback for their expertise in software development and project management. Clients praised their responsiveness and ability to meet deadlines while staying within budget. One client noted, "Imobisoft is very fast-reacting and will come back to me within a day or two," highlighting their effective communication. Another remarked on their deep industry knowledge and guidance throughout the project. Overall, clients express high satisfaction and recommend coming prepared with project concepts.Was this helpful?
Industry Experience
Imobisoft has demonstrated expertise across various industries, including Information Technology, Food & Beverage, Healthcare, and Legal. Clients commend their project management, technical knowledge, and ability to deliver tailored solutions. The strong sentiment is particularly noted in Healthcare and IT Services, where their technical capabilities positively impacted operational efficiencies. In Food & Beverage, they enhanced stock management systems, while in Legal, they successfully redesigned complex websites. Overall, their impact is favorable, making them a strong candidate for clients in these sectors.
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Information technology Food & Beverage Legal Nonprofit IT Services Business services Design Real estate Healthcare Manufacturing Education Transportation Energy & natural resourcesWas this helpful?
Average Project Cost Breakdown
Read All ReviewsWhat Clients Have Said
Overall, client feedback indicates that Imobisoft provides excellent value for money, with many clients noting their competitive pricing and high-quality deliverables. For instance, one client highlighted that despite spending around $250,000, they achieved more than expected, while another emphasized that Imobisoft's rates were reasonable compared to hiring internally. The sentiment is overwhelmingly positive regarding cost-effectiveness, with clients expressing satisfaction in meeting budgets and timelines throughout various projects.Was this helpful?
$10,000+$25 - $49 / hr10 - 49Kyiv, UkraineServices provided
35% Custom Software Development20% UX/UI Design15% Mobile App Development +5 services10% Web Development5% AI Development5% BI & Big Data Consulting & SI5% Blockchain5% IT Staff AugmentationSee all 38 projectsTallium Inc. is a versatile software development company specializing in mobile app and web platform development, with strong expertise in UX/UI design and backend/frontend integration. Overall, 100% of the reviews reflect positive feedback, highlighting their excellent project management, technical expertise, and commitment to client satisfaction. Approximately 90% of reviewers commend their communication and responsiveness as standout attributes.
Reviews mention Unique expertise
The feedback regarding Tallium Inc.'s unique expertise is overwhelmingly positive. Clients highlight the company's deep technical and industry knowledge, particularly in software solutions and UX/UI design. One client noted Tallium's flexibility and problem-solving capabilities in complex situations, while another emphasized their proactive approach and commitment to the Agile methodology. Overall, the sentiment reflects a strong appreciation for Tallium's ability to deliver high-quality results and exceed client expectations.-
Web & Mobile App Dev for System Integrator
5.0 May 16, 2022What impressed us the most was the flexibility of the Tallium team and the ability to find solutions to even the most complex issues with a high degree of uncertainty. Separately, we would like to note the team's high UX/UI expertise, the ability to conduct researches and user testing, as well as the willingness to go the extra mile to ensure customer satisfaction.
Read Full Review -
Mobile App Development & UI/UX Design for Bank
5.0 Mar 14, 2021The most impressive thing is that Tallium managed to combine strong technological and Agile expertise, team spirit, and flexibility in communication. That allowed distributed teams in several countries to establish effective cooperation from the first days of work and successfully implement a large-scale project in the short terms.
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4 of 4 reviews are 5 stars$10,000 – $49,000 avg. project costRead 4 Recent ReviewsReviewed 4 times in the past 6 months
In the last six months, client feedback on Tallium Inc. has been overwhelmingly positive, highlighting exceptional project management and strong technical expertise. Clients noted timely deliveries and effective communication, with one CEO stating, "Tallium became our strongest and most reliable collaboration." Another client emphasized their deep technical understanding, while a PR Director praised their partnership approach and quality of output. Overall, clients expressed satisfaction with outcomes and reported no significant areas for improvement.Was this helpful?
Industry Experience
Tallium Inc. has demonstrated its expertise across various industries, including Gaming, Information Technology, Financial Services, Retail, and Education. Clients have praised their technical proficiency, project management skills, and ability to integrate complex functionalities. The overall sentiment reflects strong satisfaction, particularly in Gaming (notable success with loyalty apps), Financial Services (effective banking solutions), and Education (robust learning platforms). Their consistent delivery and collaboration make them an excellent fit for technology-driven projects and sectors focused on user engagement and experience.
Read All ReviewsSelect Industry to see insights
Advertising & marketing Information technology Financial services Retail Publishing Nonprofit Education Hospitality & leisure Software Other Industry Design Gambling Healthcare Consumer Products Environmental Services Arts, entertainment & music Business services Automotive IT Services GamingWas this helpful?
Average Project Cost Breakdown
Read All ReviewsWhat Clients Have Said
Clients consistently highlight Tallium Inc.'s value for money, noting their competitive pricing and high-quality deliverables. One client remarked on their 'good value for cost,' while another appreciated that their pricing 'fit our budget.' Overall sentiment indicates that clients feel they receive exceptional service and expertise relative to the investment made, reinforcing Tallium's reputation as a cost-effective partner for complex projects.Was this helpful?
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UndisclosedUndisclosed2 - 9
Services provided
20% AI Consulting20% AI Development20% Advertising +2 services20% Branding20% Business ConsultingViking Ai Solutions is an Advertising company. Founded in 2024, the team specializes in Advertising and Branding.
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$1,000+$50 - $99 / hr2 - 9Frankfurt am Main, Germany
Services provided
20% AI Consulting20% AI Development20% Account-Based Marketing +2 services20% Demand Generation Marketing20% Sales OutsourcingTECH IN ACTION is a small artificial intelligence firm launched in 2024. Their team specializes in Artificial Intelligence and Sales Outsourcing.
Read more -
Featured
What are Featured Providers?
$25,000+$25 - $49 / hr50 - 249L'viv, UkraineServices provided
50% Custom Software Development20% Web Development10% AI Development +2 services10% Cloud Consulting & SI10% Mobile App DevelopmentSee all 53 projectsLeobit is a software development company specializing in web and mobile applications, custom software, and AI solutions. Reviews on Clutch.co reflect overwhelmingly positive feedback, with nearly 100% of clients highlighting their timely delivery, technical proficiency, and effective communication. Clients frequently commend Leobit's ability to align with project needs and enhance existing strategies, underscoring their technical expertise and proactive project management approach.
Reviews mention Results-oriented
Clients have expressed a strong sentiment of being results-oriented in their feedback about Leobit. One client noted Leobit's 'real desire to work with us in the way that we wanted to deliver the desired outcomes,' highlighting their commitment to achieving project goals. Additionally, the integration of Leobit staff into existing teams and their timely communication were praised, contributing to a positive overall project experience. The client's feedback from user acceptance testing was also favorable, indicating successful results.-
Development of Applicant Tracking System
5.0 Jun 24, 2019The project has been massively successful. We’ve grown twofold and reached our capacity for managing our business model because Leobit automated so much of our process. Every two weeks, Leobit delivers their work, my team goes through user acceptance testing (UAT), and then we push to production.
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4 of 4 reviews are 5 stars$10,000 – $49,000 avg. project costRead 4 Recent ReviewsReviewed 4 times in the past 6 months
In the past six months, Leobit has received positive feedback from multiple clients, highlighting their strong project management and technical expertise. A CEO noted their ability to deliver projects ahead of schedule and appreciated their innovative ideas. The Development Director of Asprey Management Solutions praised their flexibility and thorough documentation during a software migration. Overall, clients expressed satisfaction with timely deliverables and effective communication, indicating that Leobit consistently meets or exceeds expectations.Was this helpful?
Average Project Cost Breakdown
Read All ReviewsWhat Clients Have Said
Clients consistently highlight Leobit's competitive pricing and exceptional value for money. Feedback indicates that their pricing fits various budgets while delivering high-quality results. One client noted, 'Good value for cost' and another emphasized their flexibility in optimizing project costs for a non-profit organization. Overall, the sentiment reflects satisfaction with the balance between cost and the quality of service provided, affirming Leobit as a reliable partner for software development.Was this helpful?
$10,000+< $25 / hr50 - 249Hyderabad, IndiaServices provided
20% Custom Software Development15% Mobile App Development15% Web Development +5 services10% AI Consulting10% AI Development10% ERP Consulting and SI10% Generative AI10% IT Staff AugmentationSee all 50 projectsAhex Technologies is a versatile IT solutions provider specializing in custom software, web, and mobile application development across various industries. With a focus on quality, innovation, and client satisfaction, they consistently deliver projects on time and within budget. Approximately 90% of reviews highlight their responsiveness and flexibility, while 80% commend their project management skills, underscoring their strong capabilities in meeting diverse client needs.
Reviews mention Creative
Clients have consistently praised Ahex Technologies for their innovative and creative approach to project development. For instance, one CEO highlighted their 'innovative solutions' and 'commitment to quality,' while another noted their ability to deliver 'creative and efficient solutions tailored to meet client needs.' Overall, the sentiment reflects a strong appreciation for the company's creativity, adaptability, and collaborative spirit, making them a favorable choice for clients seeking unique and effective solutions.-
CMS Development Services for SEO & CMS Company
5.0 Aug 2, 2024Ownership of tasks enabled creativity. Compromise kept innovation high. The Ahex Team, coordinated by Saurabh and Shivam, ensured that weekly goals and objectives were consistently met, which I attribute to our consistent and honest communication.
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Website Development & Design for Online Real Estate Platform
5.0 Jul 8, 2021Ahex Technologies does research and learns the client’s business. They don’t just work based on the requirements. They’re a good choice for someone looking for a creative team.
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Web & Mobile App Development for IT Services Company
5.0 Jun 27, 2025Their innovative approach to web development consistently results in creative and efficient solutions tailored to meet client needs. The expertise and diverse skill sets of their team members create a well-rounded environment that fosters collaboration and high-quality outcomes. Additionally, their emphasis on user-centered design ensures that every project not only meets functional requirements but also provides an exceptional user experience.
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2 of 2 reviews are 5 stars$10,000 – $49,000 avg. project costRead 2 Recent ReviewsReviewed 2 times in the past 6 months
In the past six months, Ahex Technologies has received positive feedback for their responsiveness, project management, and innovative solutions. Clients highlighted their ability to meet deadlines and adapt to changing requirements, with one noting the team's effective use of Agile methodologies. However, a suggestion for improvement included enhancing their DevOps expertise to better handle complex system architectures. Overall, clients expressed high satisfaction with the quality of work and the team's commitment to delivering successful outcomes.Was this helpful?
More responsive than most other service providers
Get in TouchAhex Technologies is responsive
They are a great candidate to start a conversation with. Send them a short message or project inquiry.Was this helpful?
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List of the Best Artificial Intelligence Companies
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$25,000+$50 - $99 / hr250 - 999Poznań, Poland
Ability to deliver
39.9/40.020/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
50% AI Development50% Other -
$25,000+< $25 / hr250 - 999Gurugram, India
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
55% AI Development45% Other -
$5,000+< $25 / hr250 - 999Ahmedabad, India
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
35% AI Development65% Other -
$10,000+$50 - $99 / hr50 - 249Gdańsk, Poland
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
80% AI Development20% Other -
$75,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
39.5/40.019.6/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
70% AI Development30% Other -
$10,000+$25 - $49 / hr250 - 999Reston, VA
Ability to deliver
39.5/40.019.8/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% AI Development60% Other -
$5,000+$25 - $49 / hr10 - 49
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
60% AI Development40% Other -
$100,000+$100 - $149 / hr50 - 249Danvers, MA
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
90% AI Development10% Other -
$10,000+$25 - $49 / hr250 - 999Rzeszów, Poland
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
40% AI Development60% Other -
$1,000+$25 - $49 / hr50 - 249Ahmedabad, India
Ability to deliver
39.3/40.020/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
70% AI Development30% Other -
$25,000+$25 - $49 / hr250 - 999White Plains, NY
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
30% AI Development70% Other -
$50,000+$100 - $149 / hr50 - 249Montréal, Canada
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
45% AI Development55% Other -
$75,000+$50 - $99 / hr50 - 249Marlborough, MA
Ability to deliver
38.7/40.019.8/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
65% AI Development35% Other -
$50,000+$25 - $49 / hr50 - 249Kyiv, Ukraine
Ability to deliver
38.7/40.020/20 Reviews9.1/10 Clients & Experience9.6/10 Market PresenceService focus
50% AI Development50% Other -
$25,000+$50 - $99 / hr250 - 999Atlanta, GA
Ability to deliver
38.5/40.018.8/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
90% AI Development10% Other -
$25,000+$50 - $99 / hr250 - 999Wrocław, Poland
Ability to deliver
38.3/40.018.6/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
80% AI Development20% Other -
$5,000+$50 - $99 / hr10 - 49San Diego, CA
Ability to deliver
38.3/40.019.4/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
70% AI Development30% Other -
$10,000+$50 - $99 / hr10 - 49Kyiv, Ukraine
Ability to deliver
38.2/40.018.6/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
60% AI Development40% Other -
$50,000+$50 - $99 / hr1,000 - 9,999Minneapolis, MN
Ability to deliver
38.2/40.019.2/20 Reviews9.2/10 Clients & Experience9.8/10 Market PresenceService focus
40% AI Development60% Other -
$10,000+$50 - $99 / hr50 - 249Toronto, Canada
Ability to deliver
38.9/40.019.4/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
45% AI Development55% Other -
$10,000+$25 - $49 / hr50 - 249San Ramon, CA
Ability to deliver
37.8/40.018/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
55% AI Development45% Other -
$50,000+$100 - $149 / hr50 - 249Bournemouth, England
Ability to deliver
37.8/40.018/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
50% AI Development50% Other -
$10,000+$50 - $99 / hr50 - 249Paris, France
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
40% AI Development60% Other -
$50,000+$50 - $99 / hr250 - 999Palo Alto, CA
Ability to deliver
37.8/40.018.2/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
45% AI Development55% Other -
$50,000+$25 - $49 / hr1,000 - 9,999New York, NY
Ability to deliver
37.8/40.017.8/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
40% AI Development60% Other -
$10,000+$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
37.7/40.018/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
100% AI Development -
$10,000+$50 - $99 / hr250 - 999Austin, TX
Ability to deliver
37.7/40.018/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% AI Development60% Other -
$75,000+$150 - $199 / hr50 - 249Frederick, MD
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% AI Development60% Other -
$10,000+$50 - $99 / hr50 - 249Manchester, England
Ability to deliver
37.6/40.017.8/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
80% AI Development20% Other -
$10,000+$25 - $49 / hr250 - 999Sahibzada Ajit Singh Nagar, India
Ability to deliver
38.5/40.018.8/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other
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Artificial Intelligence Development Company FAQs
Looking for an artificial intelligence company but not sure where to start? We've put together answers to the most common questions businesses ask when searching for a trusted partner. This FAQ covers what you need to know before hiring an artificial intelligence company, from pricing and services to results and red flags.
Clutch showcases companies using AI to automate processes, personalize experiences, and solve complex problems twice a year based on a proprietary methodology. The top artificial intelligence companies for Fall 2025 include:
AI development agencies specialize in researching, designing, and deploying machine-learning models, data pipelines, and intelligent applications that solve real-world business problems. These service providers work on a myriad of projects, including building predictive analytics tools, training natural-language models for chatbots, or integrating computer-vision systems into existing products. The best firms combine data science, software engineering, and domain knowledge to turn raw data into measurable business outcomes.
Budgets for AI development projects vary widely from one project to another. On Clutch, simple proof-of-concepts often start around $10,000, while enterprise-grade machine intelligence projects can cost as much as $250,000. Moreover, the average hourly rates for these dedicated service providers typically fall between $25–$49 for offshore teams and $100–$200 for top-tier talent in North America or Western Europe. Ultimately, the total cost depends on several key factors, including data complexity, required accuracy, and ongoing support needs.
Finance, healthcare, retail, logistics, manufacturing, and education frequently tap AI to improve fraud detection, patient diagnostics, demand forecasting, route optimization, and personalized learning. However, any data-rich sector can gain value with the right partner.
AI development companies leverage their technical expertise, complex understanding of AI technologies, and problem-solving proficiency to deliver cutting-edge solutions. Most AI development companies offer services such as:
- Discovery workshops and feasibility studies
- Data collection, cleansing, and labeling
- Model selection, training, and evaluation
- MLOps: automation of deployment, monitoring, and retraining
- Custom app or API development to surface AI insights
- Post-launch optimization and support
Some specialists also provide AI consulting, helping teams validate use cases or choose the right cloud services before any code is written.
- Match with essential expertise and experience – Look for in-depth case studies in your industry and tech stack (e.g., TensorFlow, PyTorch).
- Check for verified reviews – Clutch ratings reveal communication style, reliability, and ROI.
- Assess their process – Agile, transparent workflows with clear milestones reduce risk.
- Validate team makeup – Data scientists, ML engineers, and domain experts should be involved—not just “AI generalists.”
- Pilot first – A paid discovery sprint can confirm cultural fit before a long-term commitment.
- Guaranteed accuracy or ROI claims (“100% precision in two weeks”)
- No access to training data or model artifacts
- Overreliance on black-box tools without explainability options
- Limited post-deployment monitoring or support
- Vague pricing and change-order policies
- How have you solved a similar problem for another client?
- Which metrics will define project success, and how will we measure them?
- Who owns the trained models and underlying data?
- What is your approach to data privacy and compliance (e.g., GDPR, HIPAA)?
- How often will models be retrained or updated?
- Which cloud or on-prem platforms do you recommend, and why?
Consulting focuses on strategy—identifying high-impact use cases, estimating ROI, and outlining data readiness. Development covers the hands-on work of building, training, and deploying models. Many machine intelligence companies offer both, starting with workshops and progressing to full-scale implementation.
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