Top Artificial Intelligence Companies
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Featured
What are Featured Providers?
$25,000+$25 - $49 / hr1,000 - 9,999Orlando, FLServices provided
See 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.
$10,000+$50 - $99 / hr1,000 - 9,999Warszawa, PolandServices provided
See 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.
$75,000+$100 - $149 / hr50 - 249New York, NYServices provided
See 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.
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UndisclosedUndisclosed2 - 9Coeur d'Alene, ID
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Small Cybersecurity company Quantum Star Technologies Inc., is located in Coeur d'Alene, Idaho. Their services include Cybersecurity and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Chicago, IL
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A J RHEM & ASSOCIATES INC is a big data company. Based in Chicago, Illinois, the company was established in 1990. Their services include BI & big data consulting & SI and Artificial Intelligence.
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Featured
What are Featured Providers?
$10,000+$25 - $49 / hr50 - 249San Francisco, CAServices provided
See 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.
$50,000+$100 - $149 / hr10,000+Charlottesville, VAServices provided
See 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.
$25,000+$50 - $99 / hr1,000 - 9,999New York, NYServices provided
See 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.
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UndisclosedUndisclosed2 - 9Indianapolis, IN
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Founded in 2019, Data317 is a small big data company. Their services include BI & big data consulting & SI and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9
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NeuraXenetica LLC is a small Business Consulting company. Launched in 2014, the team focuses on Business Consulting and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9
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ESG Analytics Ai is a small data analytics company in. The team provides BI & big data consulting & SI and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9East Lansing, MI
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Supported Intelligence is a big data analytics company based in East Lansing, Michigan. They specialize in BI & big data consulting & SI and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Edina, MN
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MinneAnalytics is a big data analytics company. Launched in 1998, the team offers BI & big data consulting & SI and Artificial Intelligence.
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Featured
What are Featured Providers?
$10,000+$50 - $99 / hr250 - 999Austin, TXServices provided
See 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.
$10,000+$25 - $49 / hr50 - 249Bengaluru, IndiaServices provided
See all 17 projectsGrowexx is a versatile technology company specializing in AI, software development, and mobile app solutions. Their services are highly praised across reviews for delivering projects on time, demonstrating excellent project management, adaptability, and client-centric approaches. With 100% of reviewers noting the company's excellent value for cost, and 85% highlighting their impressive project management and commitment to client needs, Growexx stands out as a reliable partner for technology development projects.
$1,000+$25 - $49 / hr50 - 249Dubai, United Arab EmiratesServices provided
See 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.
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UndisclosedUndisclosed2 - 9Florissant, MO
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TREE Industries is a small AR/VR development company. They offer AR/VR development and IoT development and were founded in 2017.
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UndisclosedUndisclosed2 - 9Chesterfield, MO
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Tamaton is a business intelligence company. They are in Chesterfield, Missouri, and their services include BI & big data consulting & SI and Artificial Intelligence.
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Featured
What are Featured Providers?
$25,000+$50 - $99 / hr50 - 249Fornebu, NorwayServices provided
See 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.
$50,000+$50 - $99 / hr10 - 49Bengaluru, IndiaServices provided
See 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.
$10,000+$50 - $99 / hr10 - 49Coventry , EnglandServices provided
See 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.
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UndisclosedUndisclosed2 - 9Navan, Ireland
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Launched in 2002, Bective Automation is a small software development firm and artificial intelligence company. Their services include Custom Software Development and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Bellevue, WA
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Established in 2011, AI Data Innovations is a small Charlottesville, Virginia-based social media marketing firm. Their services include Social Media Marketing and AR/VR development.
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Featured
What are Featured Providers?
$10,000+$25 - $49 / hr10 - 49Kyiv, UkraineServices provided
See 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.
$25,000+$25 - $49 / hr50 - 249L'viv, UkraineServices provided
See 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.
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UndisclosedUndisclosed2 - 9Gdańsk, Poland
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Artificial intelligence development company CTA.ai is located in Gdańsk, Poland. The team offers Artificial Intelligence and AR/VR development.
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UndisclosedUndisclosed2 - 9Surry Hills, Australia
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Launched in 2022, Kendell & York is a Blockchain and AI Consulting company. The agency provides Blockchain and AI Consulting, and is small.
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UndisclosedUndisclosed2 - 9Toronto, Canada
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Established in 2016, AI Incorporated is a small Toronto, Canada-based Generative AI company. Their team focuses on Generative AI and Web Development.
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UndisclosedUndisclosed2 - 9
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SilverlineAPI is an artificial intelligence company and API Development company. Their small team is in Harrisburg, Pennsylvania. Their services include Artificial Intelligence and API Development.
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UndisclosedUndisclosed2 - 9Atlanta, GA
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Data Explorers, LLC, a small big data company and AI firm, is based in Atlanta, Georgia. The team provides BI & big data consulting & SI and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9
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IKB.ai, a business intelligence company and artificial intelligence company, was founded in 2016. They focuses on BI & big data consulting & SI and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Wilmington, DE
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Business intelligence company and Generative AI company FiveBrane is located in Wilmington, Delaware. Launched in 2022, the team specializes in BI & big data consulting & SI and Generative AI.
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UndisclosedUndisclosed2 - 9
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YumiDocs is an artificial intelligence development company and Blockchain company. They are in London, England and have small team. Their team offers Artificial Intelligence and Blockchain.
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UndisclosedUndisclosed2 - 9Sydney, Australia
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Fractonium is an AI development company and Blockchain company launched in 2019. The company focuses on Artificial Intelligence and Blockchain, and is small.
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UndisclosedUndisclosed2 - 9Miami, FL
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Finrock Inc is a Blockchain and Generative AI company. Their small team is located in Miami, Florida. Their services include Blockchain and Generative AI.
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UndisclosedUndisclosed2 - 9Boca Raton, FL
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Application Testing and Generative AI company Esther.ai was founded in 2023. The firm specializes in Application Testing and Generative AI.
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UndisclosedUndisclosed2 - 9Warszawa, Poland
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In Warszawa, Poland, GovernedAI is an IT strategy consulting and AI firm. Established in 2023, the team offers IT strategy consulting and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Fredericksburg, VA
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Business intelligence company and AI firm Amruta Inc focuses on BI & big data consulting & SI and Artificial Intelligence. They were founded in 2014.
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UndisclosedUndisclosed2 - 9
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Data analytics company and AI company NodeRelate was founded in 2018. The company offers BI & big data consulting & SI and Artificial Intelligence, and is small.
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UndisclosedUndisclosed2 - 9Miami, FL
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Data analytics company and artificial intelligence company Spidey Scrape focuses on BI & big data consulting & SI and Artificial Intelligence. They were launched in 2020.
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UndisclosedUndisclosed2 - 9Los Angeles, CA
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Atellio is a Los Angeles, California-based Business Consulting and Generative AI company. They focus on Business Consulting and Generative AI.
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UndisclosedUndisclosed2 - 9
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Launched in 2023, Machina Marketing is a small Dublin, Ireland-based artificial intelligence development company. Their services include Artificial Intelligence and Market Research.
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UndisclosedUndisclosed2 - 9Toronto, Canada
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Established in 2018, Dataforge is an artificial intelligence company and Data Annotation Services company. The firm focuses on Artificial Intelligence and Data Annotation Services.
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UndisclosedUndisclosed2 - 9Worsley, England
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Based in Worsley, England, R U Robots Limited is an AI company. Established in 2003, the team specializes in Artificial Intelligence and Product Design.
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UndisclosedUndisclosed2 - 9Vancouver, Canada
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PH1 Research Inc. Is a Market Research company established in 2009. Their team focuses on Market Research and UX/UI Design.
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UndisclosedUndisclosed2 - 9Indianapolis, IN
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Tapia Valley Software Company is an AI firm. The Indianapolis, Indiana-based company was founded in 2003. Their services include Artificial Intelligence and ERP consulting and SI.
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UndisclosedUndisclosed2 - 9Bozeman, MT
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PulseCHECKER, a Digital Strategy and artificial intelligence firm, was launched in 2003. They provides Digital Strategy and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9
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QAI is an AI Consulting and Digital Engineering company. In Montana, the firm was established in 2024. Their services include AI Consulting and Digital Engineering.
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UndisclosedUndisclosed2 - 9
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C2 Enterprises is a Cybersecurity and artificial intelligence firm headquartered in Nashville, Tennessee. The team focuses on Cybersecurity and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9City of London, England
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Based in City of London, England, Startupmill Ltd is an AI development company and Low/No Code Development company. The team focuses on Artificial Intelligence and Low/No Code Development.
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UndisclosedUndisclosed2 - 9Albertslund, Denmark
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ScanSolutions ApS, an AI firm and Document Digitization & Management company, is based in Albertslund, Denmark. They specialize in Artificial Intelligence and Document Digitization & Management.
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UndisclosedUndisclosed2 - 9Köln, Germany
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One Place. Them All., a custom software development company and Generative AI company, focus on Custom Software Development and Generative AI. They were launched in 2022.
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UndisclosedUndisclosed2 - 9
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Web3 Research Ltd. Is an artificial intelligence company and Blockchain company. The team is based in Hong Kong, and their services include Artificial Intelligence and Blockchain.
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UndisclosedUndisclosed2 - 9Warszawa, Poland
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AIgent Data is an AI Consulting and AI Agents company. Founded in 2024, their team specializes in AI Consulting and AI Agents.
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UndisclosedUndisclosed2 - 9Shinfield, England
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Generative AI and AI Agents company LaunchLemonade offers Generative AI and AI Agents. They are headquartered in Shinfield, England.
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UndisclosedUndisclosed2 - 9
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Ouro is an AI Agents company established in 2024. Based in Chicago, Illinois, the team provides AI Agents and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9
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Eidral AI is an AI Agents company. Their small team of employees is based in Chicago, Illinois. Their team offers AI Agents and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Chicago, IL
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Fusion AI Marketing is an AI Agents company. Established in 2025, the firm is in Chicago, Illinois. Their team specializes in AI Agents and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9
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Ace4 AI is an AI Agents company based in Boston, Massachusetts. Established in 2024, the team provides AI Agents and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Toronto, Canada
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In Toronto, Canada, AI Forward is a small AI firm and AI Agents company. Their services include Artificial Intelligence and AI Agents.
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UndisclosedUndisclosed2 - 9
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Teammates.ai is a small Generative AI and AI Agents company based in Dubai, United Arab Emirates. Their services include Generative AI and AI Agents.
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UndisclosedUndisclosed2 - 9Vancouver, Canada
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Launched in 2017, Perceptron Solutions is an AI Consulting and AI Agents company. The team provides AI Consulting and AI Agents and is located in Vancouver, Canada and Toronto, Canada.
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UndisclosedUndisclosed2 - 9
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Black Matter VC is a CRM consulting and SI company. They are located in and have small team. Their team provides CRM consulting and SI and Artificial Intelligence.
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$10,000+$150 - $199 / hr10 - 49London, England
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Graph is a small web development firm launched in 2010. Their services include Web Development and UX/UI Design.
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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 -
$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 -
$10,000+$25 - $49 / hr250 - 999Rzeszów, Poland
Ability to deliver
39.1/40.019.6/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
40% AI Development60% 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 -
$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 -
$75,000+$50 - $99 / hr50 - 249Marlborough, MA
Ability to deliver
38.5/40.019.6/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
65% AI Development35% Other -
$5,000+$50 - $99 / hr10 - 49San Diego, CA
Ability to deliver
38.5/40.019.6/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
70% AI Development30% 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 -
$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
39.1/40.019.6/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
45% AI Development55% Other -
$10,000+$50 - $99 / hr250 - 999Austin, TX
Ability to deliver
37.9/40.018.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% AI Development60% 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 -
$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
Latest Artificial Intelligence Articles
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How to Choose a GenAI Consultant
Discover key factors to choose the right Gen AI partner in 2026 to drive innovation, efficiency, and business growth. A complete guide.
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.