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 84 projectsSimform is a software development company known for delivering custom solutions, including mobile and web app development, system integration, and DevOps. Their reviews highlight a 100% positive feedback rate, with clients praising their responsiveness, technical expertise, and effective project management. Approximately 80% of reviewers emphasize their proactive communication and alignment with company values.
$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 69 projectsBlueLabel is a versatile design and technology company specializing in AI and mobile app development, offering services such as workflow automation, mobile solution design, and AI integration. They receive high praise across multiple reviews for their strong project management, timely delivery, and exceptional customer service. Approximately 90% of reviews highlight their excellent culture fit and alignment with company values, while over 80% commend their innovative and strategic approach.
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UndisclosedUndisclosed2 - 9London, England
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Mogees Ltd is a London, England-based AI company. The team provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49London, England
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Sparrho is an artificial intelligence company. Launched in 2013, the agency is in London, England. Their team specializes in Artificial Intelligence and Content Marketing.
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Featured
What are Featured Providers?
$10,000+$25 - $49 / hr50 - 249San Francisco, CAServices provided
See all 22 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.
$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.
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UndisclosedUndisclosed50 - 249Bristol, England
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AI company Graphcore was established in 2016. The agency offers Artificial Intelligence and AI Consulting, and is midsize.
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UndisclosedUndisclosed50 - 249Cambridge, England
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PROWLER.io is an artificial intelligence firm located in Cambridge, England. They offer Artificial Intelligence and AI Consulting and were founded in 2016.
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UndisclosedUndisclosed50 - 249Bristol, England
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FiveAI is an artificial intelligence development company. They specialize in Artificial Intelligence and AI Consulting and were established in 2015.
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UndisclosedUndisclosed50 - 249London, England
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ASI Data Science, an AI development company and data analytics company, was founded in 2014. The team offers Artificial Intelligence and BI & big data consulting & SI and is based in London,
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UndisclosedUndisclosed2 - 9London, England
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Causaly is an artificial intelligence development company. Their team is based in London, England. The agency specializes in Artificial Intelligence and AI Consulting.
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Featured
What are Featured Providers?
$1,000+$25 - $49 / hr50 - 249Dubai, United Arab EmiratesServices provided
See all 28 projectsPhaedra Solutions is a development company that specializes in web and mobile app development, UI/UX design, and AI integrations. Reviews indicate a strong reputation for professionalism, timely delivery, and responsive communication, with 100% system uptime and successful project outcomes like increased user retention and reduced bugs. Approximately 80% of clients highlight their project management and communication skills as impressive, while some suggest minor improvements in project management and technical details.
$1,000+< $25 / hr10 - 49Kolkata, IndiaServices provided
See all 51 projectsGrowth Loops Technology Private Limited is a versatile software development company specializing in mobile app development, UI/UX design, and AI systems. Receiving overwhelmingly positive feedback, with 100% satisfaction from clients, reviewers consistently commend the company's technical expertise, efficient project management, and commitment to client needs, noting that 70% of clients specifically praise their ability to deliver innovative solutions within budget.
$25,000+$25 - $49 / hr50 - 249L'viv, UkraineServices provided
See all 46 projectsS-PRO is a software development company specializing in custom software solutions, mobile and web applications, and integration of modern technologies like blockchain and fintech platforms. Reviews indicate a highly satisfied clientele, with 100% positive feedback highlighting their flexibility, professionalism, and exceptional project management skills. Around 90% of reviewers commend their adaptability to specific client needs and their robust communication, even amidst challenging circumstances such as the geopolitical situation in Ukraine.
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UndisclosedUndisclosed10 - 49London, England
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Artificial intelligence firm Desktop Genetics is based in London, England. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249London, England
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AI development company DigitalGenius was founded in 2013. The team offers Artificial Intelligence and AI Consulting and is headquartered in London, England.
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Featured
What are Featured Providers?
$25,000+$25 - $49 / hr250 - 999Dallas, TXServices provided
See all 53 projectsCodeNinja is a versatile technology company specializing in AI, web, and mobile application development, often serving as a strategic partner for diverse industries. The company consistently receives positive feedback for its responsive, innovative, and client-focused project management, with over 95% of reviews highlighting their timely delivery and adaptability. Clients frequently commend CodeNinja's ability to align technical expertise with strategic objectives, enhancing operational efficiency and expanding market presence.
$25,000+$50 - $99 / hr50 - 249Fornebu, NorwayServices provided
See all 15 projectsLANARS is a comprehensive technology solutions provider specializing in mobile and web app development, cloud services, and integration of advanced technologies such as AI and IoT. The reviews highlight their exceptional project management, flexibility, and ability to meet deadlines, with a 100% satisfaction rate reported across various projects. Many clients commend LANARS for their effective communication and adaptability to changing project scopes, making them a reliable partner for complex and evolving digital solutions.
$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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UndisclosedUndisclosed50 - 249London, England
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Eigen Technologies, an artificial intelligence company, is headquartered in London, England. Established in 2014, the team provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249Cambridge, England
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Featurespace is an artificial intelligence company. Launched in 2008, the firm is based in Cambridge, England and London, England. Their services include Artificial Intelligence and Cybersecurity.
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Featured
What are Featured Providers?
$25,000+$25 - $49 / hr50 - 249Warszawa, PolandServices provided
See all 50 projectsSolveIt is a versatile software development company offering services in mobile app development, web solutions, AI integration, and e-commerce design. With a focus on adaptability and technical expertise, SolveIt maintains a 100% positive feedback rate, with clients frequently praising their proactive communication, timely delivery, and the ability to meet or exceed project expectations.
$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.
$25,000+$25 - $49 / hr1,000 - 9,999Boca Raton, FLServices provided
See all 58 projectsAgileEngine is a technology development company that specializes in software engineering, platform modernization, and custom solutions. Reviewers consistently praise their project management skills, reliability, and responsiveness, with over 90% noting their high-quality output and commitment to client success. Additionally, AgileEngine's competitive pricing and ability to align with client values are frequently highlighted.
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UndisclosedUndisclosed10 - 49London, England
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Small artificial intelligence development company LabGenius, is located in London, England. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49London, England
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Popsa is an artificial intelligence development company. They are located in London, England and have small team of experts. Their services include Artificial Intelligence and E-Commerce
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UndisclosedUndisclosed10 - 49London, England
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ProFinda, an AI firm, is in London, England. They focus on Artificial Intelligence and Staffing and were established in 2011.
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UndisclosedUndisclosed50 - 249London, England
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Ravelin Technology is an AI company and Cybersecurity company. They were launched in 2014, and their services include Artificial Intelligence and Cybersecurity.
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UndisclosedUndisclosed50 - 249
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Tractable is an AI development company. The -based company focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49London, England
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Wefarm is a London, England-based artificial intelligence development company. Established in 2015, the team offers Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249London, England
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Artificial intelligence company WIREWAX is headquartered in London, England. The team provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49London, England
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GTN LTD is an AI development company in London, England. They specialize in Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249London, England
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Digital Catapult is an artificial intelligence development company and IoT development company founded in 2013. In London, England, the team offers Artificial Intelligence and IoT development.
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UndisclosedUndisclosed50 - 249Edinburgh , Scotland
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Seebyte is a software development firm and artificial intelligence company headquartered in Edinburgh , Scotland. The team offers Custom Software Development and Artificial Intelligence.
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UndisclosedUndisclosed10 - 49Charlotte, NC
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Stratifyd is a Charlotte, North Carolina-based artificial intelligence firm. They offer Artificial Intelligence and Call Center Services.
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UndisclosedUndisclosed50 - 249Westford, MA
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Seceon Inc. Is a midsize artificial intelligence firm and Cybersecurity company. Launched in 2014, the team focuses on Artificial Intelligence and Cybersecurity.
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UndisclosedUndisclosed1,000 - 9,999Waltham, MA
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Dynatrace is an AI firm. They were launched in 2005 and specialize in Artificial Intelligence and cloud consulting & SI.
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UndisclosedUndisclosed50 - 249
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Synchrogenix is a midsize AI development company headquartered in. The team specializes in Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249Atlanta, GA
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Midsize artificial intelligence firm Cybraics, is located in Atlanta, Georgia. Their services include Artificial Intelligence and Cybersecurity.
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UndisclosedUndisclosed2 - 9Alpharetta, GA
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Atlanta Applied Artificial Intelligence, an artificial intelligence firm, is located in Alpharetta, Georgia. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed1,000 - 9,999
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Established in 1996, Lionbridge is a Translation company. The firm specializes in Translation and Artificial Intelligence.
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UndisclosedUndisclosed250 - 999Ashland, MA
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OnProcess Technology, an AI company, was launched in 1998. The team specializes in Artificial Intelligence and Business Consulting and is in Ashland, Massachusetts and Belfast, Maine.
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UndisclosedUndisclosed50 - 249Austin, TX
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Cycorp is an AI development company. Their team is headquartered in Austin, Texas. The company offers Artificial Intelligence and Custom Software Development.
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UndisclosedUndisclosed10 - 49Atlanta, GA
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TQIntelligence, Inc. Is an AI firm established in 2016. In Atlanta, Georgia, the team focuses on Artificial Intelligence and BI & big data consulting & SI.
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UndisclosedUndisclosed50 - 249Duluth, GA
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Jvion, an AI development company, was launched in 2011. The firm provides Artificial Intelligence and AI Consulting, and is midsize.
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UndisclosedUndisclosed250 - 999London, England
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BBOXX is an artificial intelligence development company and Product Design company established in 2010. The agency offers Artificial Intelligence and Product Design.
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UndisclosedUndisclosed50 - 249London, England
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Signal AI, an AI firm and Marketing Strategy company, was founded in 2013. The agency focuses on Artificial Intelligence and Marketing Strategy, and is midsize.
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UndisclosedUndisclosed10 - 49London, England
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Established in 2015, action.ai is a small AI development company in London, England. Their team specializes in Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosedFreelancerLondon, England
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Applied AI Ltd is an AI firm. They focus on Artificial Intelligence and AI Consulting and were established in 2013.
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UndisclosedUndisclosed10 - 49London, England
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Constellation AI is an artificial intelligence development company. The company is located in London, England. Their team focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9London, England
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Launched in 2017, HUMN.ai is an artificial intelligence company. The agency specializes in Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9London, England
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Founded in 2015, Ai Build is a small artificial intelligence firm. Their team focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Kensington, England
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AI company Genie AI is in Kensington, England. Launched in 2017, the team offers Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9London , England
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Us Ai Ltd, an AI company, was established in 2017. The team focuses on Artificial Intelligence and AI Consulting and is headquartered in London , England.
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UndisclosedUndisclosed10 - 49London, England
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Kami.ai is an artificial intelligence company. They are headquartered in London, England, and their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9London, England
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Launched in 2017, Headlight AI is an artificial intelligence firm. Their team specializes in Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49London, England
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Xihelm is an artificial intelligence company. They were launched in 2016 and specialize in Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Oxford, England
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Mind Foundry is an Oxford, England-based AI company. They provide Artificial Intelligence and AI Consulting and were launched in 2016.
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UndisclosedUndisclosed2 - 9London, England
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FeedForward AI is an AI company. Based in London, England, the team provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249Cambridge, England
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Based in Cambridge, England, Linguamatics is a midsize AI development company. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49London, England
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AI firm Spirit AI was launched in 2015. The team provides Artificial Intelligence and AI Consulting and is based in London, England.
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UndisclosedUndisclosed2 - 9London, England
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SPIXII is an artificial intelligence development company established in 2016. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49London, England
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Established in 2010, Chatterbox Labs, a small AI firm, is located in London, England. Their team specializes in Artificial Intelligence and AI Consulting.
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List of the Best Artificial Intelligence Companies
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$25,000+< $25 / hr250 - 999Gurugram, India
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
50% AI Development50% 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
39.7/40.019.8/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
70% AI Development30% Other -
$50,000+$50 - $99 / hr250 - 999Poznań, Poland
Ability to deliver
39.5/40.019.6/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
65% AI Development35% 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 -
$10,000+$25 - $49 / hr250 - 999Rzeszów, Poland
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
35% AI Development65% Other -
$100,000+$100 - $149 / hr50 - 249Danvers, MA
Ability to deliver
39.4/40.019.8/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
80% AI Development20% 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 -
$5,000+$25 - $49 / hr50 - 249Miami, FL
Ability to deliver
39.3/40.019.6/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
50% AI Development50% Other -
$10,000+$25 - $49 / hr250 - 999Reston, VA
Ability to deliver
38.9/40.019.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
65% AI Development35% 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 -
$75,000+$50 - $99 / hr50 - 249Marlborough, MA
Ability to deliver
38.9/40.020/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
75% AI Development25% Other -
$5,000+< $25 / hr250 - 999Ahmedabad, India
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 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 -
$50,000+$50 - $99 / hr250 - 999London, England
Ability to deliver
38.5/40.019.2/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
35% AI Development65% Other -
$10,000+$50 - $99 / hr50 - 249Toronto, Canada
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
45% AI Development55% Other -
$25,000+$25 - $49 / hr250 - 999Dallas, TX
Ability to deliver
38.4/40.020/20 Reviews10/10 Clients & Experience8.4/10 Market PresenceService focus
50% AI Development50% Other -
$10,000+$50 - $99 / hr10 - 49Kyiv, Ukraine
Ability to deliver
38.4/40.018.8/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
60% AI Development40% Other -
$25,000+$50 - $99 / hr250 - 999Jaipur, India
Ability to deliver
39.2/40.019.4/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
30% AI Development70% 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 / hr50 - 249San Francisco, CA
Ability to deliver
38.1/40.018.4/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
100% AI Development -
$10,000+$25 - $49 / hr50 - 249San Ramon, CA
Ability to deliver
38/40.018.2/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
60% AI Development40% Other -
$25,000+$25 - $49 / hr1,000 - 9,999Orlando, FL
Ability to deliver
40/40.020/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
20% AI Development80% Other -
$10,000+$25 - $49 / hr250 - 999L'viv, Ukraine
Ability to deliver
38/40.018.4/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
40% AI Development60% Other -
$25,000+$50 - $99 / hr250 - 999Wrocław, Poland
Ability to deliver
37.9/40.018.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
80% AI Development20% Other -
$5,000+$25 - $49 / hr250 - 999Frisco, TX
Ability to deliver
37.9/40.018.4/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
50% AI Development50% Other -
$10,000+$50 - $99 / hr250 - 999Marlborough, MA
Ability to deliver
38.7/40.019/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other -
$50,000+$25 - $49 / hr1,000 - 9,999Noida, India
Ability to deliver
37.8/40.017.8/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
40% AI Development60% Other -
$25,000+$25 - $49 / hr50 - 249Sarasota, FL
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% AI Development60% Other
Latest Artificial Intelligence Articles
See all articles
When AI Determines Strategy: Turning Algorithms Into Real Decisions
How teams actually use AI in strategy, moving from dashboards to decisions, spotting early signals, and turning models into measurable outcomes without...
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.