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 creating mobile apps, web apps, and integrating advanced technologies for diverse industries. Across reviews, Simform is praised for delivering projects on time and within budget, with a strong emphasis on communication, responsiveness, and technical expertise. Approximately 90% of reviewers highlighted their proactive project management and alignment with client values, making them a reliable partner for technology solutions.
$10,000+$50 - $99 / hr250 - 999Greenville, SCServices provided
See all 79 projectsDesignli is an app and web development company specializing in creating MVPs, prototypes, and UX/UI designs. Clients consistently praise Designli's adaptability and ability to understand complex visions, with 100% of reviews highlighting their excellent project management and collaborative approach. The company is commended for delivering high-quality products on time, with 90% of clients expressing satisfaction with their outcomes.
$75,000+$100 - $149 / hr50 - 249New York, NYServices provided
See all 69 projectsBlueLabel is an AI and digital product development company known for its expertise in mobile app development and AI-driven solutions. The company receives overwhelmingly positive feedback from clients, with approximately 90% of reviews highlighting excellent project management, timely delivery, and strong alignment with client objectives. BlueLabel's ability to integrate seamlessly with in-house teams and its commitment to understanding client needs are frequently praised by more than 80% of reviewers.
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UndisclosedUndisclosed10 - 49Edinburgh, Scotland
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Based in Edinburgh, Scotland, ZoneFox is an AI company. They specialize in Artificial Intelligence and Cybersecurity and were established in 2012.
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UndisclosedUndisclosed10 - 49Edinburgh , Scotland
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Blackford Analysis Ltd, an artificial intelligence firm, is in Edinburgh , Scotland. The team specializes in 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 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 technology solutions provider specializing in mobile app development, data engineering, and AI integration. With consistently high ratings, 100% of reviews highlight their timely delivery and responsiveness. Clients commend Qubika's professionalism, technical expertise, and ability to align with client needs, establishing them as reliable partners across diverse projects.
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UndisclosedUndisclosed50 - 249Montreal, Canada
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Midsize AI development company Element AI, is located in Montreal, Canada. The team provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Toronto, Canada
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Artificial intelligence company Atomic X is based in Toronto, Canada. Established in 2017, the team provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249
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CINCO is an artificial intelligence development company founded in 2000. The firm offers Artificial Intelligence and AR/VR development, and is midsize.
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UndisclosedUndisclosed10 - 49Edinburgh , Scotland
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In Edinburgh , Scotland, Global Surface Intelligence is an artificial intelligence development company. The team provides Artificial Intelligence and BI & big data consulting & SI.
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UndisclosedUndisclosed10 - 49Queensway Birmingham, England
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Founded in 2016, Grid Edge is an artificial intelligence development company. The small team specializes in Artificial Intelligence and AI Consulting.
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Featured
What are Featured Providers?
$10,000+$150 - $199 / hr10 - 49Webster Groves, MOServices provided
See all 21 projectsSketch Development is a versatile technology solutions company, known for custom software development and expertise in Agile methodologies. Garnering unanimous praise, 100% of reviewers highlight their exceptional project management, timely delivery, and high-quality outcomes. Clients appreciate their deep industry knowledge, proactive communication, and ability to exceed expectations, consistently emphasizing the value and cultural fit they bring to projects.
$5,000+$25 - $49 / hr50 - 249Dubai, United Arab EmiratesServices provided
See all 28 projectsPhaedra Solutions is a full-service development company offering web and mobile app development, UI/UX design, and AI integration services. The company is praised for professionalism, timely delivery, and effective communication, with 90% of reviews highlighting their project management skills. Clients appreciate their technical expertise and reliability, leading to measurable outcomes like improved system stability and faster feature deployment.
$1,000+< $25 / hr10 - 49Kolkata, IndiaServices provided
See all 52 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.
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UndisclosedUndisclosed10 - 49Chicago, IL
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SimMachines is an AI development company. They were founded in 2012, and their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Chicago, IL
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Nousot is an AI company. The small Chicago, Illinois-based team focuses on Artificial Intelligence and AI Consulting. The company was founded in 2016.
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Featured
What are Featured Providers?
$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 application development, with additional expertise in AI and UI/UX design. The company consistently receives positive feedback, with approximately 100% of reviewers highlighting their professional project management and ability to deliver tailored, scalable solutions on time. Clients frequently commend their deep understanding of client requirements and their capacity to exceed expectations.
$25,000+$50 - $99 / 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.
$25,000+$25 - $49 / hr250 - 999Dallas, TXServices provided
See all 53 projectsCodeNinja is a versatile software development company offering services including AI integration, custom SaaS solutions, enterprise web development, and staff augmentation. Their client feedback is overwhelmingly positive, with approximately 95% of reviews praising their project management, responsiveness, and alignment with business needs. Clients appreciate their ability to deliver innovative, user-friendly solutions on time and within budget, making them a reliable development partner.
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UndisclosedUndisclosed10 - 49Chicago, IL
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AI firm SwiftIQ was launched in 2011. The team focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249Toronto, Canada
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Datawatch Angoss is an AI firm. They are in Toronto, Canada. Their team provides Artificial Intelligence and AI Consulting.
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Featured
What are Featured Providers?
$10,000+$25 - $49 / hr50 - 249Sahibzada Ajit Singh Nagar, IndiaServices provided
See all 132 projectsTrigma is a versatile technology solutions provider specializing in AI integration, software development, and digital transformation services. The company is highly regarded for its technical expertise and project management skills, with 100% of reviewers highlighting their timely delivery and effective communication. Positive feedback frequently mentions their innovative approach and ability to tailor solutions to specific business needs, making them a reliable partner for complex projects.
$25,000+$50 - $99 / hr50 - 249Fornebu, NorwayServices provided
See all 15 projectsLANARS is a full-service technology company specializing in software development, mobile app creation, and web solutions. Based on the reviews, LANARS is praised for its reliability, flexibility, and high-quality outputs, with 100% of reviewers expressing satisfaction in project management and communication. Several clients highlighted their impressive ability to adapt to changing scopes and maintain timelines, along with exceptional technical expertise and dedication to client needs, even during challenging circumstances.
$25,000+$25 - $49 / hr50 - 249L'viv, UkraineServices provided
See all 54 projectsLeobit is a software development company specializing in web and mobile applications, custom software solutions, and digital transformation projects. Reviews indicate a 100% satisfaction rate, highlighting their technical expertise, proactive project management, and strong communication skills. Clients commend Leobit for consistently delivering high-quality work on time and within budget, with an emphasis on innovation and value alignment.
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UndisclosedUndisclosed10 - 49Edmonton, Canada
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AI development company Testfire Labs offers Artificial Intelligence and Custom Software Development. They are located in Edmonton, Canada.
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UndisclosedUndisclosed10 - 49Dublin 2, Ireland
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Artificial intelligence firm AYLIEN is in Dublin 2, Ireland. The team offers Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Dublin 8, Ireland
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SoapBox Labs is an artificial intelligence company established in 2013. The agency focuses on Artificial Intelligence and AI Consulting, and is small.
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UndisclosedUndisclosed10 - 49Dubai, United Arab Emirates
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Affaan Technologies is an artificial intelligence company. Founded in 2010, their team offers Artificial Intelligence and Blockchain.
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UndisclosedUndisclosed50 - 249Manchester , England
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Peak is an AI development company. The firm is based in Manchester , England. Their team specializes in Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249Montréal, Canada
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Launched in 2005, Stradigi AI is a midsize AI firm. Their services include Artificial Intelligence and Custom Software Development.
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UndisclosedUndisclosed2 - 9Montréal, Canada
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Founded in 2001, KnowledgeOne is a small Montréal, Canada-based AI development company. Their team offers Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Montréal, Canada
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Automat.ai is an artificial intelligence firm. They are located in Montréal, Canada, and their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Montréal, Canada
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Based in Montréal, Canada, CyberPublicity is an AI development company. They specialize in Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249Montréal, Canada
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SPORTLOGiQ is a midsize Montréal, Canada-based AI firm. The team offers Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Montréal, Canada
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Algolux is an AI development company based in Montréal, Canada. Established in 2014, the team provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249Austin, TX
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Mythic, Inc. Is an AI company. Launched in 2012, the firm provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249Austin, TX
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Established in 2013, CognitiveScale is an AI firm. The team focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249Austin, TX
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Artificial intelligence firm SparkCognition, Inc. Was launched in 2013. The team focuses on Artificial Intelligence and AI Consulting and is in Austin, Texas.
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UndisclosedUndisclosed250 - 999Huntsville, AL
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AI Signal Research Inc. (ASRI), an artificial intelligence firm, is located in Huntsville, Alabama. Launched in 1990, the team specializes in Artificial Intelligence and Application Testing.
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$5,000+$100 - $149 / hr10 - 49Beijing, China
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Trio.ai is an artificial intelligence company. Based in Beijing, China, their small team offers Artificial Intelligence and Call Center Services. The company was established in 2016.
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$5,000+$50 - $99 / hr50 - 249Beijing, China
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Midsize AI development company Pachira Information Technology, is based in Beijing, China. Their services include Artificial Intelligence and BI & big data consulting & SI.
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$5,000+$50 - $99 / hr50 - 249Beijing, China
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In Beijing, China and Shenzhen Shi, China, WATRIX is a midsize AI development company. Their services include Artificial Intelligence and BI & big data consulting & SI.
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UndisclosedUndisclosed50 - 249London, England
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AI development company BenevolentAI was founded in 2013. The team focuses on Artificial Intelligence and BI & big data consulting & SI and is headquartered in London, England.
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UndisclosedUndisclosed10 - 49London, England
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Traydstream is an AI development company. Founded in 2015, their team specializes in Artificial Intelligence and BI & big data consulting & SI.
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UndisclosedUndisclosed2 - 9London, England
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AI development company Intelistyle was founded in 2017. The team provides Artificial Intelligence and AI Consulting and is headquartered in London, England.
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UndisclosedUndisclosed10 - 49London, England
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AI firm FintechOS was launched in 2017. The small team focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9London, England
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Wluper is an artificial intelligence company established in 2016. In London, England, the team focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49London, England
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AimBrain is an AI company. Established in 2014, the firm is in London, England. Their services include Artificial Intelligence and Cybersecurity.
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UndisclosedUndisclosed50 - 249London, England
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Established in 2011, Blippar, a midsize AI company, is in London, England. Their team focuses on Artificial Intelligence and Advertising.
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UndisclosedUndisclosed50 - 249London, England
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Onfido is an artificial intelligence company. Established in 2012, their team provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49London, England
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Adbrain is an AI company. Founded in 2012, the team offers Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49London, England
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Aire Labs is an artificial intelligence firm. The small London, England-based team focuses on Artificial Intelligence and Public Relations. The agency was founded in 2014.
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UndisclosedUndisclosed50 - 249
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Founded in 2016, Borealis AI, a midsize artificial intelligence development company, is located in. Their team focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49
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Layer 6 AI is an AI firm. The agency is based in Toronto, ON, Canada. Their team offers Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249Montreal, Canada
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Founded in 2002, Nu Echo Inc. Is an AI company. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49London, England
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BioBeats is an AI firm. They were established in 2012, and their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Buckinghamshire, England
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Celaton, an AI firm, focuses on Artificial Intelligence and AI Consulting. The agency is in Buckinghamshire, England.
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UndisclosedUndisclosed10 - 49London, England
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Cheerfy, a small artificial intelligence company, is in London, England. Their services include Artificial Intelligence and CRM consulting and SI.
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UndisclosedUndisclosed2 - 9
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Established in 2016, @AdamaRobotics is a small artificial intelligence development company. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9London, England
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Established in 2013, CrowdEmotion is an AI firm. The team provides Artificial Intelligence and BI & big data consulting & SI and is based in London, England.
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UndisclosedUndisclosed10 - 49London, England
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DataSine is an AI firm. Based in London, England, the team focuses on Artificial Intelligence and BI & big data consulting & SI.
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UndisclosedUndisclosed250 - 999London, England
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DeepMind is an artificial intelligence development company. They are based in London, England and have midsize team. They specialize in Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9London, England
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Kluster Intelligence is an artificial intelligence company. Based in London, England, the firm was founded in 2016. Their team specializes in Artificial Intelligence and CRM consulting and SI.
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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 -
$100,000+$100 - $149 / hr50 - 249Danvers, MA
Ability to deliver
39.6/40.020/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
80% AI Development20% 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
60% AI Development40% Other -
$1,000+$25 - $49 / hr50 - 249Ahmedabad, India
Ability to deliver
39.3/40.020/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
70% AI Development30% Other -
$10,000+$50 - $99 / hr50 - 249Gdańsk, Poland
Ability to deliver
39.3/40.019.6/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
80% AI Development20% Other -
$50,000+$50 - $99 / hr250 - 999Poznań, Poland
Ability to deliver
39.1/40.019.2/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
75% AI Development25% Other -
$5,000+$25 - $49 / hr10 - 49
Ability to deliver
39.1/40.019.6/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
60% AI Development40% Other -
$1,000+$25 - $49 / hr1,000 - 9,999London, England
Ability to deliver
39/40.019.6/20 Reviews9.6/10 Clients & Experience9.8/10 Market PresenceService focus
35% AI Development65% 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
60% AI Development40% Other -
$25,000+$25 - $49 / hr250 - 999White Plains, NY
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% 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
30% AI Development70% Other -
$75,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
38.5/40.018.6/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
70% AI Development30% Other -
$5,000+$50 - $99 / hr10 - 49San Diego, CA
Ability to deliver
38.5/40.019.6/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
70% AI Development30% Other -
$10,000+$50 - $99 / hr250 - 999Marlborough, MA
Ability to deliver
39.3/40.019.6/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other -
$50,000+$25 - $49 / hr50 - 249Kyiv, Ukraine
Ability to deliver
38.3/40.019.6/20 Reviews9.1/10 Clients & Experience9.6/10 Market PresenceService focus
50% AI Development50% Other -
$25,000+$25 - $49 / hr250 - 999Dallas, TX
Ability to deliver
38.2/40.019.8/20 Reviews10/10 Clients & Experience8.4/10 Market PresenceService focus
50% AI Development50% Other -
$50,000+$50 - $99 / hr250 - 999London, England
Ability to deliver
38.1/40.018.8/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
50% AI Development50% Other -
$10,000+$50 - $99 / hr50 - 249Toronto, Canada
Ability to deliver
39.1/40.019.6/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
45% AI Development55% Other -
$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 -
$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 / hr10 - 49Kyiv, Ukraine
Ability to deliver
37.8/40.018.2/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
60% AI Development40% 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 -
$50,000+$150 - $199 / hr50 - 249Montréal, Canada
Ability to deliver
39.7/40.020/20 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 - 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 -
$50,000+$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
39.6/40.019.8/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
40% AI Development60% 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 -
$10,000+$25 - $49 / hr250 - 999L'viv, Ukraine
Ability to deliver
37.6/40.018/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
40% AI Development60% Other
Latest Artificial Intelligence Articles
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Artificial Intelligence Development Company FAQs
Looking for an artificial intelligence company but not sure where to start? We've put together answers to the most common questions businesses ask when searching for a trusted partner. This FAQ covers what you need to know before hiring an artificial intelligence company, from pricing and services to results and red flags.
Clutch showcases companies using AI to automate processes, personalize experiences, and solve complex problems twice a year based on a proprietary methodology. The top artificial intelligence companies for Fall 2025 include:
AI development agencies specialize in researching, designing, and deploying machine-learning models, data pipelines, and intelligent applications that solve real-world business problems. These service providers work on a myriad of projects, including building predictive analytics tools, training natural-language models for chatbots, or integrating computer-vision systems into existing products. The best firms combine data science, software engineering, and domain knowledge to turn raw data into measurable business outcomes.
Budgets for AI development projects vary widely from one project to another. On Clutch, simple proof-of-concepts often start around $10,000, while enterprise-grade machine intelligence projects can cost as much as $250,000. Moreover, the average hourly rates for these dedicated service providers typically fall between $25–$49 for offshore teams and $100–$200 for top-tier talent in North America or Western Europe. Ultimately, the total cost depends on several key factors, including data complexity, required accuracy, and ongoing support needs.
Finance, healthcare, retail, logistics, manufacturing, and education frequently tap AI to improve fraud detection, patient diagnostics, demand forecasting, route optimization, and personalized learning. However, any data-rich sector can gain value with the right partner.
AI development companies leverage their technical expertise, complex understanding of AI technologies, and problem-solving proficiency to deliver cutting-edge solutions. Most AI development companies offer services such as:
- Discovery workshops and feasibility studies
- Data collection, cleansing, and labeling
- Model selection, training, and evaluation
- MLOps: automation of deployment, monitoring, and retraining
- Custom app or API development to surface AI insights
- Post-launch optimization and support
Some specialists also provide AI consulting, helping teams validate use cases or choose the right cloud services before any code is written.
- Match with essential expertise and experience – Look for in-depth case studies in your industry and tech stack (e.g., TensorFlow, PyTorch).
- Check for verified reviews – Clutch ratings reveal communication style, reliability, and ROI.
- Assess their process – Agile, transparent workflows with clear milestones reduce risk.
- Validate team makeup – Data scientists, ML engineers, and domain experts should be involved—not just “AI generalists.”
- Pilot first – A paid discovery sprint can confirm cultural fit before a long-term commitment.
- Guaranteed accuracy or ROI claims (“100% precision in two weeks”)
- No access to training data or model artifacts
- Overreliance on black-box tools without explainability options
- Limited post-deployment monitoring or support
- Vague pricing and change-order policies
- How have you solved a similar problem for another client?
- Which metrics will define project success, and how will we measure them?
- Who owns the trained models and underlying data?
- What is your approach to data privacy and compliance (e.g., GDPR, HIPAA)?
- How often will models be retrained or updated?
- Which cloud or on-prem platforms do you recommend, and why?
Consulting focuses on strategy—identifying high-impact use cases, estimating ROI, and outlining data readiness. Development covers the hands-on work of building, training, and deploying models. Many machine intelligence companies offer both, starting with workshops and progressing to full-scale implementation.