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 - 9Warszawa, Poland
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AnyRobot is a small Robotics Process Automation company based in Warszawa, Poland. Their services include Robotics Process Automation and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Szczecin, Poland
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Launched in 2022, Automation Fans is a Robotics Process Automation company. Their team specializes in Robotics Process Automation and BI & big data consulting & SI.
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Featured
What are Featured Providers?
$10,000+$25 - $49 / hr50 - 249San Francisco, CAServices provided
See all 21 projectsAzumo is a versatile software development company specializing in building and enhancing a wide array of applications, including conversational AI, mobile app development, cloud migration, and real-time analytics. Approximately 100% of reviewers highlight Azumo's strong communication, cultural alignment, and timely delivery, with many impressed by their adaptability and technical expertise, which align with client needs and project demands consistently.
$50,000+$100 - $149 / hr10,000+Charlottesville, VAServices provided
See all 25 projectsTELUS Digital is a technology solutions provider specializing in modernizing healthcare billing systems. Their services have significantly improved clients' operational efficiencies, with 85-90% of processes being automated. Reviews highlight TELUS Digital's robust system architecture and security measures, with a notable focus on scalability and adaptability, though they could benefit from adopting more agile methodologies. Overall, their collaborative approach and comprehensive solutions garner positive feedback.
$25,000+$50 - $99 / hr1,000 - 9,999New York, NYServices provided
See all 98 projectsVention is a versatile software development company specializing in AI, software development, and staff augmentation. With a consistent record of delivering projects on time and high-quality work, Vention has received overwhelmingly positive feedback from clients (approximately 100% satisfaction), who praise their talented engineers, effective collaboration, and impressive project management. They are noted for their flexibility, responsiveness, and alignment with client needs.
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UndisclosedUndisclosed2 - 9Kraków, Poland
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Nightingale Consulting, a Robotics Process Automation company, was founded in 2018. The small team offers Robotics Process Automation and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9
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Robotics Process Automation company W Luxer Technologies is based in Charlotte, North Carolina. The team provides Robotics Process Automation and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9
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In Charlotte, North Carolina, Baneth & Baker Analytics is a SEO agency. They offer Search Engine Optimization and Pay Per Click.
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UndisclosedUndisclosed2 - 9
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Eden Automation is a Market Research company. Founded in 2021, their team specializes in Market Research and Product Design.
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UndisclosedUndisclosed2 - 9Laurel, MD
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AI Cyber Solutions is a Cybersecurity company. Their small team of employees is in Laurel, Maryland. Their team focuses on Cybersecurity and Artificial Intelligence.
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Featured
What are Featured Providers?
$10,000+$50 - $99 / hr250 - 999Austin, TXServices provided
See all 61 projectsQubika is a versatile software development company specializing in mobile app development, data engineering, and product design. Across their reviews, 100% of clients commend their timely delivery, responsiveness, and high-quality output. Their ability to adapt and integrate seamlessly with client teams is frequently highlighted, with 100% of reviewers noting exceptional professionalism and commitment to client success.
$10,000+$25 - $49 / hr50 - 249Bengaluru, IndiaServices provided
See all 17 projectsGrowexx is a versatile technology company specializing in AI, software development, and mobile app solutions. Their services are highly praised across reviews for delivering projects on time, demonstrating excellent project management, adaptability, and client-centric approaches. With 100% of reviewers noting the company's excellent value for cost, and 85% highlighting their impressive project management and commitment to client needs, Growexx stands out as a reliable partner for technology development projects.
$1,000+$25 - $49 / hr50 - 249Dubai, United Arab EmiratesServices provided
See all 24 projectsPhaedra Solutions is a versatile software development company specializing in UI/UX design, website development, and mobile app development. Across the reviews, 100% of clients commend their technical expertise and reliability in delivering projects on time. Clients highlight their exceptional communication, constructive problem-solving, and alignment with client values. Some note minor areas for improvement, such as project management efficiency and internet connectivity during meetings, but overall satisfaction is high.
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UndisclosedUndisclosed2 - 9Toronto, Canada
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A Technolabs is an AI company launched in 2021. The team specializes in Artificial Intelligence and Robotics Process Automation and is in Toronto, Canada and Austin, Texas.
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UndisclosedUndisclosed2 - 9Dublin, Ireland
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NobleProg Ireland is an IT strategy consulting company. Located in Dublin, Ireland, the company was established in 2011. Their team offers IT strategy consulting and Cybersecurity.
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Featured
What are Featured Providers?
$25,000+$50 - $99 / hr50 - 249Fornebu, NorwayServices provided
See all 13 projectsLANARS is a versatile software development company specializing in mobile app and web development, focusing on Cloud integration and backend solutions. Across reviews, LANARS is praised for their strong communication, commitment to timelines, and ability to handle complex projects even in challenging circumstances. Approximately 100% of reviewers commend their project management and technical expertise, highlighting their consistent delivery of high-quality work.
$50,000+$50 - $99 / hr10 - 49Bengaluru, IndiaServices provided
See all 8 projectsKrazimo is a technology development and consultancy firm specializing in advanced AI and Web3 solutions. With a focus on AI-driven projects, such as real-time data integration and scalable SaaS platforms, they deliver high-quality outcomes, praised by clients for their adaptability and effective project management. Review feedback is overwhelmingly positive, with no significant negative remarks, highlighting their technical expertise and customer-centric approach.
$10,000+$50 - $99 / hr10 - 49Coventry , EnglandServices provided
See all 20 projectsImobisoft is a versatile technology solutions company specializing in software development, web and app development, and cloud migration services. Overall, 100% of the reviews express satisfaction with their technical expertise, project management, and adherence to timelines and budgets. Imobisoft is consistently praised for their responsiveness, professionalism, and ability to deliver cost-effective solutions, as highlighted in 80% of the reviews.
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UndisclosedUndisclosed2 - 9Toronto, Canada
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Sachem Infotech, Inc is an IT strategy consulting company. They are in Toronto, Canada and have small team. Their services include IT strategy consulting and BI & big data consulting & SI.
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UndisclosedUndisclosed2 - 9London, England
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Intelix.AI is an artificial intelligence development company. Located in London, England, the team focuses on Artificial Intelligence and Business Consulting.
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Featured
What are Featured Providers?
$10,000+$25 - $49 / hr10 - 49Kyiv, UkraineServices provided
See all 37 projectsTallium Inc. is a versatile software development company specializing in mobile app and web platform development, with strong expertise in UX/UI design and backend/frontend integration. Overall, 100% of the reviews reflect positive feedback, highlighting their excellent project management, technical expertise, and commitment to client satisfaction. Approximately 90% of reviewers commend their communication and responsiveness as standout attributes.
$25,000+$25 - $49 / hr50 - 249L'viv, UkraineServices provided
See all 53 projectsLeobit is a software development company specializing in web and mobile applications, custom software, and AI solutions. Reviews on Clutch.co reflect overwhelmingly positive feedback, with nearly 100% of clients highlighting their timely delivery, technical proficiency, and effective communication. Clients frequently commend Leobit's ability to align with project needs and enhance existing strategies, underscoring their technical expertise and proactive project management approach.
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UndisclosedUndisclosed2 - 9Alpharetta, GA
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Blocknetics, a Blockchain company, is located in Alpharetta, Georgia. They specialize in Blockchain and Blockchain Marketing.
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Indicia Labs, Inc is a Blockchain company. They are based in San Jose, California, and their services include Blockchain and Blockchain Marketing.
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UndisclosedUndisclosed2 - 9Surfside, FL
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Founded in 2023, REBITI is an AR/VR development company. The small team focuses on AR/VR development and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9
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ATEM Labs, a small Architectural Design company, is headquartered in West Palm Beach, Florida. Their services include Architectural Design and Cybersecurity.
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UndisclosedUndisclosed2 - 9Paris, France
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BlockchainValley is an artificial intelligence development company. They are located in Paris, France and have small team. Their services include Artificial Intelligence and Blockchain.
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UndisclosedUndisclosed2 - 9Sydney, Australia
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EoraTech Pty Ltd is an IT strategy consulting company. Established in 2009, the company is located in Sydney, Australia. Their services include IT strategy consulting and cloud consulting & SI.
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UndisclosedUndisclosed2 - 9Kent, WA
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Vibotek LLC is a Kent, Washington-based IT strategy consulting company. The team focuses on IT strategy consulting and Application Testing.
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UndisclosedUndisclosed2 - 9Phoenix, AZ
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INTERPROM is a Corporate Training & Coaching company. Headquartered in Phoenix, Arizona, the team provides Corporate Training & Coaching and IT strategy consulting.
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UndisclosedUndisclosed2 - 9Phoenix, AZ
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Agility Federal LLC, an IT strategy consulting company, was established in 2021. The team focuses on IT strategy consulting and BI & big data consulting & SI.
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UndisclosedUndisclosed2 - 9
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Suitech, an IT strategy consulting company, was established in 2020. They offers IT strategy consulting and Cybersecurity.
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UndisclosedUndisclosed2 - 9Eagan, MN
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99 Technologies is a social media marketing company. The firm is headquartered in Eagan, Minnesota and Rawalpindi, Pakistan. Their team provides Social Media Marketing and Generative AI.
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UndisclosedUndisclosed2 - 9
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Chase NextGen is a small software development company based in Herndon, Virginia. Their services include Custom Software Development and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Saint Paul, MN
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LAK Technology Inc. Is an IT strategy consulting company. Founded in 2018, the team focuses on IT strategy consulting and cloud consulting & SI.
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UndisclosedUndisclosed2 - 9Dallas, TX
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Founded in 2018, nfiniti3 is an IT strategy consulting company. Their team offers IT strategy consulting and BI & big data consulting & SI.
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UndisclosedUndisclosed2 - 9
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SmartQED is a small IT strategy consulting company. They provide IT strategy consulting and Artificial Intelligence and were founded in 2016.
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UndisclosedUndisclosed2 - 9Hagerstown, MD
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BetaNodes Inc is a small IT strategy consulting company in Wilmington, Delaware and Hagerstown, Maryland. Their services include IT strategy consulting and BI & big data consulting & SI.
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UndisclosedUndisclosed2 - 9Toronto, Canada
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YourGrace Incorporated is a small data analytics company launched in 2020. Their services include BI & big data consulting & SI and Cybersecurity.
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UndisclosedUndisclosed2 - 9Saint Paul, MN
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Vertical Circle is a big data analytics company. The Saint Paul, Minnesota-based firm was launched in 2000. Their services include BI & big data consulting & SI and ERP consulting and SI.
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UndisclosedUndisclosed2 - 9New York, NY
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Avacyn Technologies is an IT strategy consulting company. They were launched in 2022, and their services include IT strategy consulting and BI & big data consulting & SI.
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UndisclosedUndisclosed2 - 9Portland, OR
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Headquartered in Portland, Oregon, Pop! Automation is a business intelligence company. Their services include BI & big data consulting & SI and Robotics Process Automation.
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UndisclosedUndisclosed2 - 9Redmond, WA
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Established in 2018, Axcend Consulting is a small Redmond, Washington-based data analytics company. Their team provides BI & big data consulting & SI and Custom Software Development.
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UndisclosedUndisclosed2 - 9
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Lebowski Agency is an AI firm. They are in Madrid, Spain. Their team offers Artificial Intelligence and Marketing Strategy.
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UndisclosedUndisclosed2 - 9Orlando, FL
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Refinery Lab is a Fractional CMO Services company. Their small team is based in Orlando, Florida. Their services include Fractional CMO Services and IT strategy consulting.
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UndisclosedUndisclosed2 - 9
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Founded in 2023, Changent is a branding agency. In New York City, New York, the team focuses on Branding and Search Engine Optimization.
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UndisclosedUndisclosed2 - 9Houston, TX
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Based in Houston, Texas, Digital Meld, Inc. Is a data analytics company. Established in 2023, the team focuses on BI & big data consulting & SI and cloud consulting & SI.
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UndisclosedUndisclosed2 - 9Houston, TX
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Credexo Inc. Is a big data company. The team is headquartered in Houston, Texas, and their services include BI & big data consulting & SI and cloud consulting & SI.
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UndisclosedUndisclosed2 - 9
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Analytical Intelligence is a business intelligence company launched in 2015. The company offers BI & big data consulting & SI and cloud consulting & SI.
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UndisclosedUndisclosed2 - 9Carleton Place, Canada
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Kwola is an Application Testing company. The team is located in Carleton Place, Canada, and their services include Application Testing and UX/UI Design.
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UndisclosedUndisclosed2 - 9Miami, FL
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Testaify, Inc. Is an Application Testing company. Based in Miami, Florida, the firm offers Application Testing and Custom Software Development.
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UndisclosedUndisclosed2 - 9Palo Alto, CA
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Purgo AI is an Application Testing company headquartered in Palo Alto, California. They focus on Application Testing and cloud consulting & SI.
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UndisclosedUndisclosed2 - 9
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Ideom LLC is an IT strategy consulting company launched in 2014. The firm focuses on IT strategy consulting and cloud consulting & SI, and is small.
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UndisclosedUndisclosed2 - 9
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Sostibl is an IT strategy consulting company. Their small team of employees is in Stamford, Connecticut. Their team specializes in IT strategy consulting and Business Consulting.
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UndisclosedUndisclosed2 - 9London, England
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PrivacyRise™ is an IT strategy consulting company. They are in London, England, and their services include IT strategy consulting and Cybersecurity.
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UndisclosedUndisclosed2 - 9
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Located in Warsaw, Poland, ForSolving is a Compliance Consulting company. The team focuses on Compliance Consulting and IT strategy consulting.
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UndisclosedUndisclosed2 - 9
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Kaizen Data Ventures is an IT strategy consulting company. The Denver, Colorado-based agency was founded in 2016. Their services include IT strategy consulting and BI & big data consulting & SI.
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UndisclosedUndisclosed2 - 9
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Founded in 2024, Well Connected Brands is a small branding firm. Their services include Branding and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Tampa, FL
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Data analytics company Data Integrity Solutions Corporation was established in 2018. The team offers BI & big data consulting & SI and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Pleasanton, CA
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Hanker Analytics is a business intelligence company. Their small team is headquartered in Pleasanton, California. Their services include BI & big data consulting & SI and cloud consulting & SI.
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UndisclosedUndisclosed2 - 9Campbell, CA
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GeoIdentity Inc, a big data analytics company, is located in Campbell, California. They specialize in BI & big data consulting & SI and Artificial Intelligence.
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List of the Best Artificial Intelligence Companies
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$25,000+$50 - $99 / hr250 - 999Poznań, Poland
Ability to deliver
39.9/40.020/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
50% AI Development50% Other -
$25,000+< $25 / hr250 - 999Gurugram, India
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
55% AI Development45% Other -
$5,000+< $25 / hr250 - 999Ahmedabad, India
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
35% AI Development65% Other -
$10,000+$50 - $99 / hr50 - 249Gdańsk, Poland
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
80% AI Development20% Other -
$75,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
39.5/40.019.6/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
70% AI Development30% Other -
$10,000+$25 - $49 / hr250 - 999Reston, VA
Ability to deliver
39.5/40.019.8/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% AI Development60% Other -
$5,000+$25 - $49 / hr10 - 49
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
60% AI Development40% Other -
$100,000+$100 - $149 / hr50 - 249Danvers, MA
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
90% AI Development10% Other -
$1,000+$25 - $49 / hr50 - 249Ahmedabad, India
Ability to deliver
39.3/40.020/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
70% AI Development30% Other -
$10,000+$25 - $49 / hr250 - 999Rzeszów, Poland
Ability to deliver
39.1/40.019.6/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
40% AI Development60% Other -
$25,000+$25 - $49 / hr250 - 999White Plains, NY
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
30% AI Development70% Other -
$50,000+$100 - $149 / hr50 - 249Montréal, Canada
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
45% AI Development55% Other -
$50,000+$25 - $49 / hr50 - 249Kyiv, Ukraine
Ability to deliver
38.7/40.020/20 Reviews9.1/10 Clients & Experience9.6/10 Market PresenceService focus
50% AI Development50% Other -
$25,000+$50 - $99 / hr250 - 999Atlanta, GA
Ability to deliver
38.5/40.018.8/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
90% AI Development10% Other -
$25,000+$50 - $99 / hr250 - 999Wrocław, Poland
Ability to deliver
38.5/40.018.8/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
80% AI Development20% Other -
$5,000+$50 - $99 / hr10 - 49San Diego, CA
Ability to deliver
38.5/40.019.6/20 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 -
$75,000+$50 - $99 / hr50 - 249Marlborough, MA
Ability to deliver
38.1/40.019.2/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
65% AI Development35% Other -
$10,000+$50 - $99 / hr50 - 249Toronto, Canada
Ability to deliver
39.1/40.019.6/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
45% AI Development55% Other -
$10,000+$50 - $99 / hr250 - 999Austin, TX
Ability to deliver
37.9/40.018.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% AI Development60% Other -
$10,000+$25 - $49 / hr50 - 249San Ramon, CA
Ability to deliver
37.8/40.018/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
55% AI Development45% Other -
$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 -
$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 -
$5,000+$25 - $49 / hr250 - 999Surry Hills, Australia
Ability to deliver
40/40.020/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
25% AI Development75% Other -
$50,000+$50 - $99 / hr1,000 - 9,999Atlanta, GA
Ability to deliver
37.4/40.017.6/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
25% AI Development75% 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.