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 88 projectsSimform is a versatile software development company specializing in mobile app development, web application enhancements, and software modernization. The reviews reflect an overwhelmingly positive sentiment, with approximately 90% praising their project management, technical expertise, and responsiveness. Clients appreciate Simform's ability to integrate with in-house teams and their commitment to long-term quality, though some suggest improvements in project requirement clarity and documentation.
$50,000+$100 - $149 / hr10 - 49Vancouver, CanadaServices provided
See all 7 projectsWizard Labs is a technology consultancy specializing in AI and machine learning solutions. The overall feedback from their reviews is overwhelmingly positive, with 100% of clients praising their project management and technical expertise. Approximately 90% of reviewers highlight the professionalism and depth of knowledge demonstrated by Maz, the founder, in guiding projects efficiently. Clients appreciate their capacity to deliver high-quality, scalable products on time and within budget, with no significant areas for improvement noted.
$50,000+$150 - $199 / hr50 - 249Los Angeles, CAServices provided
See all 91 projectsGoji Labs is a versatile software development company specializing in mobile and web applications, known for its strategic approach and strong project management. Reviews highlight their impressive communication and accountability, with 90% of clients praising their responsiveness and collaborative nature. While some desire faster issue resolutions, the company's focus on client needs and strategic decision-making is consistently appreciated.
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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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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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Featured
What are Featured Providers?
$10,000+$25 - $49 / hr50 - 249San Francisco, CAServices provided
See all 27 projectsAzumo is a technology company specializing in custom software development and IT solutions, including web-based applications, AI implementations, and cloud migrations. The reviews highlight Azumo's strong project management, timely delivery, and excellent communication, with 100% positive feedback and frequent praise for their flexibility, responsiveness, and ability to adapt to changing project requirements.
$75,000+$100 - $149 / hr50 - 249New York, NYServices provided
See all 70 projectsBlueLabel is a versatile technology consultancy known for its expertise in AI development, app design, and workflow automation. Across their reviews, clients consistently praise their agility, strategic clarity, and technical execution. BlueLabel's responsiveness and ability to integrate with existing systems are commended by 100% of reviewers, while 60% highlight their exceptional project management. Their commitment to delivering results on time and their ability to align with client cultures and values are frequently noted. Overall, BlueLabel maintains high client satisfaction, with no significant areas for improvement reported.
$10,000+$25 - $49 / hr50 - 249Dubai, United Arab EmiratesServices provided
See all 28 projectsPhaedra Solutions, a software development firm, is highly regarded for delivering end-to-end web and mobile app solutions, UI/UX design, and AI integrations. The company is praised for its professionalism, timely project delivery, and strong communication skills, with 100% of reviews highlighting their reliability and dedication. Clients consistently commend their project management capabilities and responsiveness, although there were minor suggestions for improving internet connectivity during meetings. Overall, 90% of the reviews express satisfaction with Phaedra Solutions' services.
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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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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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Featured
What are Featured Providers?
$10,000+$50 - $99 / hr250 - 999Austin, TXServices provided
See all 62 projectsQubika is a versatile software development and data consultancy company, excelling in mobile app development, data engineering, and AI integration. The overall feedback from their reviews is overwhelmingly positive, with clients praising their timely delivery, technical expertise, and adaptability. Notably, 100% of reviewers cited Qubika's professionalism and ability to meet project deadlines, with no areas for improvement mentioned by clients.
$10,000+$150 - $199 / hr10 - 49Webster Groves, MOServices provided
See all 23 projectsSketch Development is a versatile software development company providing comprehensive services such as UX/UI design, Agile coaching, and custom software solutions across various sectors. Reviews indicate overwhelmingly positive feedback, with 100% of clients appreciating their project management, responsiveness, and alignment with company culture. A notable 70% of reviewers highlight their impressive ability to adapt and deliver tailored solutions efficiently.
$10,000+$25 - $49 / hr250 - 999Rzeszów, PolandServices provided
See all 45 projectsEdvantis is a versatile software development company providing services in custom software development, e-commerce optimization, mobile app development, and data security content development. The company is highly praised for its reliability, professionalism, and ability to deliver projects on time and within budget, with 100% of reviews highlighting their strong project management and communication skills. Additionally, 70% of reviewers emphasize Edvantis' adaptability and partnership approach.
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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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Featured
What are Featured Providers?
$10,000+$50 - $99 / hr50 - 249Rīga, LatviaServices provided
See all 35 projectsSnotor is a versatile development company specializing in software and mobile app development, AI solutions, and technical audits. Their reviews on Clutch.co are overwhelmingly positive, with consistent praise for their technical expertise, communication, and project management. Approximately 100% of the reviews commend Snotor's responsiveness and reliability, emphasizing their collaborative approach and commitment to project success.
$10,000+$25 - $49 / hr50 - 249Lucknow, IndiaServices provided
See all 40 projectsKraftors AI & R is a versatile technology company specializing in AI solutions, app development, and digital platform modernization. Reviews highlight their effective project management, responsiveness, and solution-oriented approach, with 100% of customers praising their ability to understand and address client needs. The company is noted for delivering high-quality work within budget, often exceeding client expectations, making them a reliable partner for complex technological projects.
$25,000+$50 - $99 / hr50 - 249Fornebu, NorwayServices provided
See all 15 projectsLANARS is a versatile technology solutions company specializing in mobile app development, software development, and web services. The overall feedback from their clients on Clutch.co is overwhelmingly positive, with approximately 95% of reviewers appreciating their project management skills, technical expertise, and commitment to deadlines. Notably, 80% of reviews highlight their flexibility and reliable communication, making them a preferred partner for complex projects across various industries.
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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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Featured
What are Featured Providers?
$25,000+$25 - $49 / hr50 - 249L'viv, UkraineServices provided
See all 62 projectsLeobit is a software development company offering services in custom software development, AI solutions, and IT consultancy. Based on the reviews provided, 100% of clients praised Leobit's technical expertise, timely delivery, and reliable project management. Approximately 90% highlighted their strong collaboration and communication, with no significant areas for improvement noted by clients.
$10,000+< $25 / hr50 - 249New Delhi, IndiaServices provided
See all 64 projectsTechnoYuga Soft Pvt. Ltd. is a versatile software development company specializing in mobile and web applications, AI integration, and UX/UI design. Across numerous reviews, clients consistently praise their ability to deliver projects on time, align with company values, and provide excellent project management and communication. Notably, 100% of reviewers mention TechnoYuga's commitment to exceeding expectations and enhancing user experience, making them a reliable choice for complex tech solutions.
$10,000+< $25 / hr50 - 249Hyderabad, IndiaServices provided
See all 52 projectsAhex Technologies is a versatile software development company offering services in web, mobile, and application development. With over 90% positive feedback across multiple reviews, clients consistently commend their proactive project management, technical expertise, and commitment to customer satisfaction. While most clients praised their adherence to deadlines, a few suggested improvements in DevOps expertise and initial project scoping.
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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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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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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 - 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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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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UndisclosedUndisclosed10 - 49London, England
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Lifebit is a small artificial intelligence firm launched in 2017. Their services include Artificial Intelligence and AI Consulting.
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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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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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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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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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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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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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List of the Best Artificial Intelligence Companies
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$25,000+$50 - $99 / hr50 - 249Poznań, 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 - $49 / hr1,000 - 9,999Boca Raton, FL
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
25% AI Development75% Other -
$50,000+$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
60% AI Development40% Other -
$50,000+$50 - $99 / hr250 - 999Poznań, Poland
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
80% AI Development20% 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 -
$10,000+$25 - $49 / hr50 - 249Gurugram, India
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
50% AI Development50% Other -
$5,000+$25 - $49 / hr250 - 999Jaipur, India
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
32% AI Development68% Other -
$75,000+Undisclosed250 - 999Charlotte, NC
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
35% AI Development65% 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
60% AI Development40% Other -
$50,000+$25 - $49 / hr50 - 249L'viv, Ukraine
Ability to deliver
39/40.019.4/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
60% AI Development40% Other -
$25,000+$25 - $49 / hr250 - 999Kropyvnytskyi, Ukraine
Ability to deliver
38.9/40.019.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
35% AI Development65% Other -
$10,000+$50 - $99 / hr50 - 249Gdańsk, Poland
Ability to deliver
38.9/40.019.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
80% AI Development20% Other -
$25,000+< $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 -
$10,000+< $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+$50 - $99 / hr50 - 249Boston, MA
Ability to deliver
38.7/40.019.8/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
50% AI Development50% Other -
$25,000+$25 - $49 / hr250 - 999White Plains, NY
Ability to deliver
39.5/40.019.8/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other -
$100,000+$100 - $149 / hr50 - 249Danvers, MA
Ability to deliver
38.6/40.019/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
80% AI Development20% Other -
$100,000+$50 - $99 / hr250 - 999Cluj-Napoca, Romania
Ability to deliver
38.6/40.019/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
65% AI Development35% Other -
$10,000+$25 - $49 / hr50 - 249San Francisco, CA
Ability to deliver
38.5/40.019/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
65% AI Development35% Other -
$10,000+$50 - $99 / hr10 - 49Lewes, DE
Ability to deliver
38.5/40.019/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
80% AI Development20% Other -
$5,000+$50 - $99 / hr250 - 999McKinney, TX
Ability to deliver
38.4/40.018.4/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
80% AI Development20% Other -
$50,000+$25 - $49 / hr50 - 249Buenos Aires, Argentina
Ability to deliver
39.4/40.020/20 Reviews9.8/10 Clients & Experience9.6/10 Market PresenceService focus
45% AI Development55% Other -
$10,000+$25 - $49 / hr250 - 999Reston, VA
Ability to deliver
38.3/40.018.6/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
60% AI Development40% Other -
$5,000+$50 - $99 / hr10 - 49Los Angeles, 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+$100 - $149 / hr10 - 49Bengaluru, India
Ability to deliver
38.2/40.019/20 Reviews10/10 Clients & Experience9.2/10 Market PresenceService focus
60% AI Development40% 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 -
$75,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
38.1/40.018.2/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
70% AI Development30% Other -
$10,000+$25 - $49 / hr250 - 999Rzeszów, Poland
Ability to deliver
38.9/40.019.4/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
30% AI Development70% Other -
$25,000+$25 - $49 / hr1,000 - 9,999Orlando, FL
Ability to deliver
39.9/40.020/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
20% AI Development80% Other -
$5,000+$50 - $99 / hr50 - 249Miami, FL
Ability to deliver
38.9/40.019.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
45% AI Development55% Other
Latest Artificial Intelligence Articles
See all articles
Generative AI vs. Agentic AI: What's the Difference?
What's the difference between generative AI vs. agentic AI? Clutch explains both types, their impact on your work, and what to consider before using them.
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 based on a proprietary methodology. The top artificial intelligence companies for 2026 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.