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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UndisclosedUndisclosed10 - 49Udaipur, India
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Lakebrains Technologies, a small website development firm, is in Udaipur, India. Their services include Web Development and Artificial Intelligence.
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$10,000+$50 - $99 / hr10 - 49Bauru, Brazil
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Artificial intelligence firm dtLabs is based in Bauru, Brazil and San Francisco, California. They offer Artificial Intelligence and AI Consulting and were established in 2018.
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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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$25,000+$100 - $149 / hr10 - 49Berlin, Germany
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Headquartered in Berlin, Germany, brayn.io GmbH is a software development company. Their services include Custom Software Development and Artificial Intelligence.
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$75,000+$25 - $49 / hr10 - 49पिंपरी चिंचवड, India
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AGI Brains Private Limited is an artificial intelligence firm. The पिंपरी चिंचवड, India-based company specializes in Artificial Intelligence and Back Office Outsourcing.
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UndisclosedUndisclosed10 - 49
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John Shipp and Associates is a web design agency established in 1997. The agency provides Web Design and Custom Software Development, and is small.
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$1,000+$25 - $49 / hr10 - 49
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Based in Berlin, Germany, TechNow IO is an IT managed services company. Their services include IT managed services and Custom Software Development.
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$75,000+$50 - $99 / hr10 - 49
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Founded in 2019, ePACE is an IT strategy consulting company. The team offers IT strategy consulting and BI & big data consulting & SI.
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Featured
What are Featured Providers?
$10,000+$50 - $99 / hr250 - 999Austin, TXServices provided
See all 61 projectsQubika is a versatile software development company specializing in mobile app development, data engineering, and product design. Across their reviews, 100% of clients commend their timely delivery, responsiveness, and high-quality output. Their ability to adapt and integrate seamlessly with client teams is frequently highlighted, with 100% of reviewers noting exceptional professionalism and commitment to client success.
$1,000+$25 - $49 / hr50 - 249Dubai, United Arab EmiratesServices provided
See all 24 projectsPhaedra Solutions is a versatile software development company specializing in UI/UX design, website development, and mobile app development. Across the reviews, 100% of clients commend their technical expertise and reliability in delivering projects on time. Clients highlight their exceptional communication, constructive problem-solving, and alignment with client values. Some note minor areas for improvement, such as project management efficiency and internet connectivity during meetings, but overall satisfaction is high.
$25,000+$50 - $99 / hr50 - 249Fornebu, NorwayServices provided
See all 14 projectsLANARS is a versatile app and software development company with expertise in mobile and web platforms, backend integration, and IoT solutions. Their reviews emphasize high-quality deliverables, skilled communication, and effective project management. Over 90% of feedback highlights LANARS' commitment to timelines and adaptability, with clients praising their problem-solving capabilities and dedication, even under challenging circumstances like geopolitical issues.
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$1,000+$25 - $49 / hr10 - 49
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Tecnom is a CRM consulting and SI company. The firm is in La Plata, Argentina. Their services include CRM consulting and SI and Custom Software Development.
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$1,000+< $25 / hr10 - 49
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Anika Technologies, an artificial intelligence development company, is based in Pune, India. Their services include Artificial Intelligence and Generative AI.
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Featured
What are Featured Providers?
$50,000+$50 - $99 / hr10 - 49Bengaluru, IndiaServices provided
See all 8 projectsKrazimo is a technology development and consultancy firm specializing in advanced AI and Web3 solutions. With a focus on AI-driven projects, such as real-time data integration and scalable SaaS platforms, they deliver high-quality outcomes, praised by clients for their adaptability and effective project management. Review feedback is overwhelmingly positive, with no significant negative remarks, highlighting their technical expertise and customer-centric approach.
$10,000+$50 - $99 / hr10 - 49Coventry , EnglandServices provided
See all 20 projectsImobisoft is a versatile technology solutions company specializing in software development, web and app development, and cloud migration services. Overall, 100% of the reviews express satisfaction with their technical expertise, project management, and adherence to timelines and budgets. Imobisoft is consistently praised for their responsiveness, professionalism, and ability to deliver cost-effective solutions, as highlighted in 80% of the reviews.
$10,000+$25 - $49 / hr10 - 49Kyiv, UkraineServices provided
See all 38 projectsTallium Inc. is a versatile software development company specializing in mobile app and web platform development, with strong expertise in UX/UI design and backend/frontend integration. Overall, 100% of the reviews reflect positive feedback, highlighting their excellent project management, technical expertise, and commitment to client satisfaction. Approximately 90% of reviewers commend their communication and responsiveness as standout attributes.
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$10,000+$50 - $99 / hr10 - 49
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Encorp.ai is a software development firm founded in 2019. The agency provides Custom Software Development and Artificial Intelligence, and is small.
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UndisclosedUndisclosed10 - 49Marseille, France
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Established in 2019, Nextra, a small IT strategy consulting company, is in Marseille, France. Their team focuses on IT strategy consulting and BI & big data consulting & SI.
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Featured
What are Featured Providers?
$25,000+$25 - $49 / hr50 - 249L'viv, UkraineServices provided
See all 53 projectsLeobit is a software development company specializing in web and mobile applications, custom software, and AI solutions. Reviews on Clutch.co reflect overwhelmingly positive feedback, with nearly 100% of clients highlighting their timely delivery, technical proficiency, and effective communication. Clients frequently commend Leobit's ability to align with project needs and enhance existing strategies, underscoring their technical expertise and proactive project management approach.
$10,000+< $25 / hr50 - 249Hyderabad, IndiaServices provided
See all 50 projectsAhex Technologies is a versatile IT solutions provider specializing in custom software, web, and mobile application development across various industries. With a focus on quality, innovation, and client satisfaction, they consistently deliver projects on time and within budget. Approximately 90% of reviews highlight their responsiveness and flexibility, while 80% commend their project management skills, underscoring their strong capabilities in meeting diverse client needs.
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$1,000+$25 - $49 / hr10 - 49New Braunfels, TX
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Findou8, a software development firm, was founded in 2023. The company focuses on Custom Software Development and Web Development.
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$100,000+$200 - $300 / hr10 - 49Minneapolis, MN
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Founded in 1999, SIFT is a small AI firm. Their team provides Artificial Intelligence and Cybersecurity.
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$1,000+$100 - $149 / hr2 - 9New York, NY
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Recover Reputation, Boutique Online & GenAI Reputation Management, a SEO agency, is headquartered in New York, New York. The team focuses on Search Engine Optimization and AI Consulting.
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$10,000+$100 - $149 / hr50 - 249Reston, VA
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Esolutionsfirst is a Generative AI company. Headquartered in Reston, Virginia and Hyderabad, India, the firm was established in 2007. Their services include Generative AI and IT strategy consulting.
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$1,000+$100 - $149 / hr2 - 9
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Jensen Labs is a small software development company. Launched in 2022, the team specializes in Custom Software Development and Web Development.
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$1,000+$25 - $49 / hr2 - 9Sukkur, Pakistan
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Small software development firm Veta AI, is in Sukkur, Pakistan. The team provides Custom Software Development and Web Development.
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$50,000+Undisclosed250 - 999Irving, TX
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See all 1 projectsVeritis is a global IT consulting services provider based out of Texas, United States. We focus on delivering high value to clients through integrated, reliable, responsive and cost-effective
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UndisclosedUndisclosed250 - 999
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Couse5 Intelligence is a big data company. They are in Redmond, Washington and have midsize team. They provide BI & big data consulting & SI and Market Research.
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UndisclosedUndisclosed250 - 999Chicago, IL
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Netrix LLC, an IT strategy consulting company, was launched in 1989. The team provides IT strategy consulting and cloud consulting & SI and is located in Chicago, Illinois.
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$10,000+$50 - $99 / hr250 - 999Santa Clara, CA
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WinWire Technologies is an user experience company. Their midsize team is based in Santa Clara, California and Hyderabad, India. Their services include UX/UI Design and cloud consulting & SI.
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$5,000+< $25 / hr250 - 999
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Deveonic is a cloud consulting & SI company. They specialize in cloud consulting & SI and Cybersecurity and were launched in 2015. The firm is headquartered in Wilmington, Delaware.
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UndisclosedUndisclosed250 - 999
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IT strategy consulting company Alhambra IT specializes in IT strategy consulting and cloud consulting & SI. They were founded in 1992.
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$1,000+$25 - $49 / hr10 - 49Bisrakh Jalalpur, India
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User experience design company Innovative Folks is headquartered in Bisrakh Jalalpur, India. They specialize in UX/UI Design and IT strategy consulting.
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$5,000+$25 - $49 / hr2 - 9Dallas, TX
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QubitX is an AI development company. They are headquartered in Dallas, Texas and Islamabad, Pakistan, and their services include Artificial Intelligence and Generative AI.
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$5,000+$50 - $99 / hr10 - 49New York, NY
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FullStop®, an IT staff augmentation company, was founded in 2011. The team specializes in IT staff augmentation and Custom Software Development and is based in New York, New York.
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$50,000+$25 - $49 / hr50 - 249Delhi, India
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BR TECHGEEKS PRIVATE LIMITED is an application development company. The Delhi, India-based firm was launched in 2018. Their team offers Mobile App Development and IT staff augmentation.
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$1,000+< $25 / hr10 - 49Dubai, United Arab Emirates
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User experience agency Webify Ai Technologies specializes in UX/UI Design and Web Development. They are headquartered in Ahmedabad, India and Dubai, United Arab Emirates.
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$1,000+< $25 / hr10 - 49Pakenham, Australia
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Founded in 2024, Technocreo is an AR/VR development company. The team specializes in AR/VR development and Artificial Intelligence.
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$1,000+$25 - $49 / hr10 - 49
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CYBORG is an IT staff augmentation company. Established in 2024, the agency is located in Bikaner, India. Their services include IT staff augmentation and Custom Software Development.
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$5,000+$100 - $149 / hr2 - 9Mersin, Türkiye
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Nirvana Dijital, an artificial intelligence development company, was launched in 2020. In Mersin, Türkiye, the team offers Artificial Intelligence and Advertising.
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UndisclosedUndisclosed250 - 999Sevilla, Spain
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In Sevilla, Spain and Providencia, Chile, Emergya is a cloud consulting & SI company. Their services include cloud consulting & SI and Digital Strategy.
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UndisclosedUndisclosed250 - 999Bengaluru, India
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IT managed services company eMudhra is headquartered in Bengaluru, India and Franklin Township, New Jersey. The team provides IT managed services and Cybersecurity.
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Undisclosed$100 - $149 / hr50 - 249San Jose, CA
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Tech.us, Inc, an artificial intelligence development company, is located in San Jose, California. Their services include Artificial Intelligence and Custom Software Development.
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Undisclosed< $25 / hr10 - 49
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DotDevz Consulting is a small Marketing Strategy company. Launched in 2023, the team focuses on Marketing Strategy and Social Media Marketing.
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$25,000+$50 - $99 / hr2 - 9Szeged, Hungary
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RoboRobo is a software development company. Their team is located in Szeged, Hungary. The agency provides Custom Software Development and Artificial Intelligence.
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$5,000+$25 - $49 / hr2 - 9Lahore, Pakistan
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Data Prism is a Lahore, Pakistan-based artificial intelligence development company. Launched in 2023, the team provides Artificial Intelligence and Robotics Process Automation.
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$25,000+$25 - $49 / hr1,000 - 9,999Bengaluru, India
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ALTEN Calsoft Labs is a cloud consulting & SI company established in 1992. The firm focuses on cloud consulting & SI and IT managed services.
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$10,000+Undisclosed50 - 249Dublin, CA
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ConvergeHub, a CRM consulting and SI company, specializes in CRM consulting and SI and Business Consulting. The firm is in Dublin, California.
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$5,000+Undisclosed50 - 249Taipei City, Taiwan
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Launched in 2001, Groundhog Technologies is an Advertising company. Their team provides Advertising and Artificial Intelligence.
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UndisclosedUndisclosed250 - 999Alpharetta, GA
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Founded in 1999, Docufree is a midsize Document Digitization & Management company. Their services include Document Digitization & Management and Back Office Outsourcing.
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UndisclosedUndisclosed2 - 9Macquarie Park, Australia
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ActionX is an AI development company and Business Consulting company launched in 2015. Headquartered in Macquarie Park, Australia, the team provides Artificial Intelligence and Business Consulting.
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$10,000+$50 - $99 / hr2 - 9
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AIKnights.com is a small artificial intelligence company based in Alpharetta, Georgia. The team provides Artificial Intelligence and BI & big data consulting & SI.
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$1,000+$25 - $49 / hr2 - 9
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Zintzotek is an AI company founded in 2019. The team offers Artificial Intelligence and Custom Software Development.
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$1,000+$50 - $99 / hr2 - 9Pune, India
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Deep Info Lab, an artificial intelligence company, was established in 2020. The company offers Artificial Intelligence and BI & big data consulting & SI.
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$10,000+Undisclosed2 - 9Whitestone, NY
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Based in Whitestone, New York, InitializeAI is a small custom software development firm and AI company. Their services include Custom Software Development and Artificial Intelligence.
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$10,000+$50 - $99 / hr2 - 9Kraków, Poland
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Thadeus.AI - Bespoke AI Solutions is an artificial intelligence development company. They offer Artificial Intelligence and Custom Software Development and were founded in 2019.
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UndisclosedUndisclosed2 - 9Thousand Oaks, CA
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Ninecoves is a small big data company and AI firm based in Thousand Oaks, California. The team focuses on BI & big data consulting & SI and Artificial Intelligence.
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$1,000+< $25 / hr2 - 9Newark, CA
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AgentGPT, an artificial intelligence company and Business Consulting company, is located in Newark, California. Launched in 2000, the team focuses on Artificial Intelligence and Business Consulting.
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$25,000+$50 - $99 / hr2 - 9
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Big data company and AI development company Optimizd.AI is headquartered in Bucharest, Romania. The team focuses on 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 -
$10,000+$25 - $49 / hr250 - 999Rzeszów, Poland
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
40% AI Development60% Other -
$1,000+$25 - $49 / hr50 - 249Ahmedabad, India
Ability to deliver
39.3/40.020/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
70% AI Development30% Other -
$25,000+$25 - $49 / hr250 - 999White Plains, NY
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
30% AI Development70% Other -
$50,000+$100 - $149 / hr50 - 249Montréal, Canada
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
45% AI Development55% Other -
$75,000+$50 - $99 / hr50 - 249Marlborough, MA
Ability to deliver
38.7/40.019.8/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
65% AI Development35% Other -
$50,000+$25 - $49 / hr50 - 249Kyiv, Ukraine
Ability to deliver
38.7/40.020/20 Reviews9.1/10 Clients & Experience9.6/10 Market PresenceService focus
50% AI Development50% Other -
$25,000+$50 - $99 / hr250 - 999Atlanta, GA
Ability to deliver
38.5/40.018.8/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
90% AI Development10% Other -
$25,000+$50 - $99 / hr250 - 999Wrocław, Poland
Ability to deliver
38.3/40.018.6/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
80% AI Development20% Other -
$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 -
$5,000+$50 - $99 / hr10 - 49San Diego, CA
Ability to deliver
38.1/40.019.2/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
70% AI Development30% Other -
$10,000+$50 - $99 / hr50 - 249Toronto, Canada
Ability to deliver
38.9/40.019.4/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
45% AI Development55% Other -
$10,000+$25 - $49 / hr50 - 249San Ramon, CA
Ability to deliver
37.8/40.018/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
55% AI Development45% Other -
$50,000+$100 - $149 / hr50 - 249Bournemouth, England
Ability to deliver
37.8/40.018/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
50% AI Development50% Other -
$10,000+$50 - $99 / hr50 - 249Paris, France
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
40% AI Development60% Other -
$50,000+$50 - $99 / hr250 - 999Palo Alto, CA
Ability to deliver
37.8/40.018.2/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
45% AI Development55% Other -
$50,000+$25 - $49 / hr1,000 - 9,999New York, NY
Ability to deliver
37.8/40.017.8/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
40% AI Development60% Other -
$10,000+$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
37.7/40.018/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
100% AI Development -
$10,000+$50 - $99 / hr250 - 999Austin, TX
Ability to deliver
37.7/40.018/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% AI Development60% Other -
$75,000+$150 - $199 / hr50 - 249Frederick, MD
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% AI Development60% Other -
$10,000+$50 - $99 / hr50 - 249Manchester, England
Ability to deliver
37.6/40.017.8/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
80% AI Development20% Other -
$10,000+$25 - $49 / hr250 - 999Sahibzada Ajit Singh Nagar, India
Ability to deliver
38.5/40.018.8/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other
Latest Artificial Intelligence Articles
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How to Choose a GenAI Consultant
Discover key factors to choose the right Gen AI partner in 2026 to drive innovation, efficiency, and business growth. A complete guide.
Artificial Intelligence Development Company FAQs
Looking for an artificial intelligence company but not sure where to start? We've put together answers to the most common questions businesses ask when searching for a trusted partner. This FAQ covers what you need to know before hiring an artificial intelligence company, from pricing and services to results and red flags.
Clutch showcases companies using AI to automate processes, personalize experiences, and solve complex problems twice a year based on a proprietary methodology. The top artificial intelligence companies for Fall 2025 include:
AI development agencies specialize in researching, designing, and deploying machine-learning models, data pipelines, and intelligent applications that solve real-world business problems. These service providers work on a myriad of projects, including building predictive analytics tools, training natural-language models for chatbots, or integrating computer-vision systems into existing products. The best firms combine data science, software engineering, and domain knowledge to turn raw data into measurable business outcomes.
Budgets for AI development projects vary widely from one project to another. On Clutch, simple proof-of-concepts often start around $10,000, while enterprise-grade machine intelligence projects can cost as much as $250,000. Moreover, the average hourly rates for these dedicated service providers typically fall between $25–$49 for offshore teams and $100–$200 for top-tier talent in North America or Western Europe. Ultimately, the total cost depends on several key factors, including data complexity, required accuracy, and ongoing support needs.
Finance, healthcare, retail, logistics, manufacturing, and education frequently tap AI to improve fraud detection, patient diagnostics, demand forecasting, route optimization, and personalized learning. However, any data-rich sector can gain value with the right partner.
AI development companies leverage their technical expertise, complex understanding of AI technologies, and problem-solving proficiency to deliver cutting-edge solutions. Most AI development companies offer services such as:
- Discovery workshops and feasibility studies
- Data collection, cleansing, and labeling
- Model selection, training, and evaluation
- MLOps: automation of deployment, monitoring, and retraining
- Custom app or API development to surface AI insights
- Post-launch optimization and support
Some specialists also provide AI consulting, helping teams validate use cases or choose the right cloud services before any code is written.
- Match with essential expertise and experience – Look for in-depth case studies in your industry and tech stack (e.g., TensorFlow, PyTorch).
- Check for verified reviews – Clutch ratings reveal communication style, reliability, and ROI.
- Assess their process – Agile, transparent workflows with clear milestones reduce risk.
- Validate team makeup – Data scientists, ML engineers, and domain experts should be involved—not just “AI generalists.”
- Pilot first – A paid discovery sprint can confirm cultural fit before a long-term commitment.
- Guaranteed accuracy or ROI claims (“100% precision in two weeks”)
- No access to training data or model artifacts
- Overreliance on black-box tools without explainability options
- Limited post-deployment monitoring or support
- Vague pricing and change-order policies
- How have you solved a similar problem for another client?
- Which metrics will define project success, and how will we measure them?
- Who owns the trained models and underlying data?
- What is your approach to data privacy and compliance (e.g., GDPR, HIPAA)?
- How often will models be retrained or updated?
- Which cloud or on-prem platforms do you recommend, and why?
Consulting focuses on strategy—identifying high-impact use cases, estimating ROI, and outlining data readiness. Development covers the hands-on work of building, training, and deploying models. Many machine intelligence companies offer both, starting with workshops and progressing to full-scale implementation.