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 - 9
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Academy of Robotics is an artificial intelligence firm located in. The team provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49London, England
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AI firm Moley Robotics focuses on Artificial Intelligence and AI Consulting. They are in London, England.
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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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UndisclosedUndisclosed10 - 49London, England
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Emotech LTD is an AI company based in London, England. They offer Artificial Intelligence and AI Consulting and were established in 2014.
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UndisclosedUndisclosed2 - 9
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Perceptual Robotics is an artificial intelligence development company. Founded in 2016, the team provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9
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EcoSUB Robotics Ltd is a Bracebridge, England-based AI firm. The team specializes in Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Welwyn Garden City, England
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Founded in 2009, TM Robotics is an AI firm. The team provides Artificial Intelligence and AI Consulting and is located in Welwyn Garden City, England.
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UndisclosedUndisclosed10 - 49Alpharetta, GA
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Founded in 2007, FARMWAVE is an AI company. The company offers Artificial Intelligence and cloud consulting & SI.
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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.
$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.
$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.
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UndisclosedUndisclosed50 - 249London, England
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PredictX is a London, England-based AI development company and data analytics company. Founded in 2014, the team specializes in Artificial Intelligence and BI & big data consulting & SI.
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UndisclosedUndisclosed50 - 249Alpharetta, GA
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Jacada is an artificial intelligence firm and answering service. The Alpharetta, Georgia-based team focuses on Artificial Intelligence and Call Center Services.
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Featured
What are Featured Providers?
$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.
$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.
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UndisclosedUndisclosed250 - 999Cambridge, MA
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CSAIL - MIT is an artificial intelligence development company. Their midsize team is in Cambridge, Massachusetts. Their team focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249Atlanta, GA
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Nexidia, an artificial intelligence company and big data company, was founded in 2000. The team provides Artificial Intelligence and BI & big data consulting & SI.
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Featured
What are Featured Providers?
$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.
$10,000+< $25 / hr50 - 249Hyderabad, IndiaServices provided
See 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.
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UndisclosedUndisclosed2 - 9
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Working Knowledge LLC, an artificial intelligence firm, was established in 2018. The small team specializes in Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Pyrmont, Australia
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Hyper Anna is an AI company. Based in Pyrmont, Australia, the firm was founded in 2016. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Sydney, Australia
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Launched in 2014, Oovvuu is a small Sydney, Australia-based artificial intelligence firm. Their team provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Brisbane City, Australia
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Artificial intelligence development company Maxwell Plus was founded in 2016. The firm offers Artificial Intelligence and AI Consulting, and is small.
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UndisclosedUndisclosed2 - 9Sydney, Australia
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Metigy is an AI development company. The firm is in Sydney, Australia. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Adelaide, Australia
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Presagen is an artificial intelligence development company established in 2016. Their team specializes in Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Sydney, Australia
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Robonomics AI is an artificial intelligence development company. They are based in Sydney, Australia, and their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Melbourne, Australia
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InGenious AI is an AI company. The Melbourne, Australia-based company focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Surry Hills, Australia
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AI company Ambiata was founded in 2012. The firm offers Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Brisbane City, Australia
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Small AI firm AI Brisbane, is headquartered in Brisbane City, Australia. The team specializes in Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49
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Established in 2017, Faethm is a small artificial intelligence firm. Their services include Artificial Intelligence.
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UndisclosedUndisclosed10 - 49Sydney, Australia
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Intellify, a small AI development company, is based in Sydney, Australia. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Surry Hills, Australia
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Small AI development company HIVERY, is in Surry Hills, Australia. The team specializes in Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Sydney, Australia
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BetaShares ETFs, a small artificial intelligence development company, is based in Sydney, Australia. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Melbourne, Australia
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Launched in 1997, AOS is an artificial intelligence firm. The team provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Keilor Park, Australia
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RTA is an artificial intelligence firm. Their small team is based in Keilor Park, Australia. Their team provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Hallam, Australia
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Nachi is an AI firm. Founded in 1928, their team provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9
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HEO Robotics is an artificial intelligence company. They are located in Australia and have small team. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Kitchener, Canada
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Small AI company Clearpath Robotics., is headquartered in Kitchener, Canada. The team specializes in Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49West Perth, Australia
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Small AI development company Optika Solutions, is in West Perth, Australia. The team focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Singapore, Singapore
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Active.ai is a small artificial intelligence firm based in Singapore, Singapore. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Fortitude Valley, Australia
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Mawson is an AI firm. They are located in Fortitude Valley, Australia and have small team. Their team focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Surrey Hills, Australia
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Small artificial intelligence firm Flink Labs, is headquartered in Surrey Hills, Australia. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Sydney, Australia
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Located in Sydney, Australia, H2 ventures is a small artificial intelligence firm. The team offers Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49
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OpenDNA is an artificial intelligence development company. Their small team is based in Singapore, Australia and provides Artificial Intelligence and AI Consulting. The agency was established in
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UndisclosedUndisclosed10 - 49Parramatta, Australia
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EARTH AI is a Parramatta, Australia-based artificial intelligence firm. They focus on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49
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Eliiza is a small -based AI company. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Rockville, MD
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Small AI firm Insilico Medicine, Inc, is based in Rockville, Maryland. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed250 - 999Baltimore, MD
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Catalyte is an artificial intelligence company. In Baltimore, Maryland, their midsize team specializes in Artificial Intelligence and AI Consulting. The firm was launched in 2000.
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UndisclosedUndisclosed10 - 49Baltimore, MD
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Vizual.ai, a small artificial intelligence development company, is based in Baltimore, Maryland. The team provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Baltimore, MD
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Cortx is an artificial intelligence firm. Their small team is in Baltimore, Maryland. Their team offers Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49
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Juvenescence.AI is an AI company. Founded in 2017, the agency offers Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Beltsville, MD
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AiNET is an AI development company. Their small team is located in Beltsville, Maryland. Their team provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Pasadena, CA
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ObEN is an artificial intelligence development company. Their small team is headquartered in Pasadena, California. Their team specializes in Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Palo Alto, CA
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LYTICS is an AI development company. They are based in Palo Alto, California and have small team. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49New York, NY
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Founded in 2017, Skyline AI is a small artificial intelligence company. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249Baltimore, MD
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Protenus is an AI firm. Established in 2014, the company focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249New York, NY
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Enigma Technologies, Inc. Is an AI company. They are based in New York, New York and have midsize team of experts. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed250 - 999Pittsburgh, PA
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Argo AI is an artificial intelligence development company established in 2016. The team provides Artificial Intelligence and AI Consulting.
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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
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.