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 83 projectsSimform is a software development company known for delivering custom solutions, including mobile and web app development, system integration, and DevOps. Their reviews highlight a 100% positive feedback rate, with clients praising their responsiveness, technical expertise, and effective project management. Approximately 80% of reviewers emphasize their proactive communication and alignment with company values.
$75,000+$100 - $149 / hr50 - 249New York, NYServices provided
See all 69 projectsBlueLabel is a versatile design and technology company specializing in AI and mobile app development, offering services such as workflow automation, mobile solution design, and AI integration. They receive high praise across multiple reviews for their strong project management, timely delivery, and exceptional customer service. Approximately 90% of reviews highlight their excellent culture fit and alignment with company values, while over 80% commend their innovative and strategic approach.
$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.
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$5,000+$25 - $49 / hr50 - 249
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Free Toosl Club is an artificial intelligence development company. Their team is based in Rochester, New York and focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249
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Digital Strategy company ChuQv AiSoft (Xi'an) Technology Co., Ltd was established in 2015. The company offers Digital Strategy and Custom Software Development, and is midsize.
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Featured
What are Featured Providers?
$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 / 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.
$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.
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$25,000+$200 - $300 / hr2 - 9
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Human Pilots AI is an Atlanta, Georgia-based AI Consulting company. The team provides AI Consulting and Generative AI.
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$1,000+$25 - $49 / hr50 - 249
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Clyear is an AI firm. The Wilmington, Delaware-based company was launched in 2023. Their services include Artificial Intelligence.
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$5,000+$50 - $99 / hr10 - 49دبي, United Arab Emirates
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Sekuen is an AI firm established in 2021. The firm specializes in Artificial Intelligence and AI Consulting.
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$1,000+$25 - $49 / hr10 - 49
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Founded in 2023, Caelimatic is a Generative AI company. The firm specializes in Generative AI and Artificial Intelligence.
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$1,000+$25 - $49 / hr50 - 249Noida, India
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In Noida, India and Los Angeles, California, Techdotbit-Leading AI & Software Company in India is an artificial intelligence firm. The team provides Artificial Intelligence and AI Consulting.
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Featured
What are Featured Providers?
$1,000+$25 - $49 / hr50 - 249Dubai, United Arab EmiratesServices provided
See all 28 projectsPhaedra Solutions is a development company that specializes in web and mobile app development, UI/UX design, and AI integrations. Reviews indicate a strong reputation for professionalism, timely delivery, and responsive communication, with 100% system uptime and successful project outcomes like increased user retention and reduced bugs. Approximately 80% of clients highlight their project management and communication skills as impressive, while some suggest minor improvements in project management and technical details.
$1,000+< $25 / hr10 - 49Kolkata, IndiaServices provided
See all 51 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.
$25,000+$25 - $49 / 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.
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$5,000+$100 - $149 / hr2 - 9
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VoiceForgeAI, an AI Consulting company, was launched in 2019. The agency focuses on AI Consulting, and is small.
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$25,000+$100 - $149 / hr10 - 49
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Artificial intelligence development company Xnod provides Artificial Intelligence and AI Consulting. They were founded in 2007.
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Featured
What are Featured Providers?
$25,000+$25 - $49 / hr250 - 999Dallas, TXServices provided
See all 52 projectsCodeNinja is a versatile technology company specializing in AI, web, and mobile application development, often serving as a strategic partner for diverse industries. The company consistently receives positive feedback for its responsive, innovative, and client-focused project management, with over 95% of reviews highlighting their timely delivery and adaptability. Clients frequently commend CodeNinja's ability to align technical expertise with strategic objectives, enhancing operational efficiency and expanding market presence.
$25,000+$50 - $99 / hr50 - 249Fornebu, NorwayServices provided
See all 15 projectsLANARS is a comprehensive technology solutions provider specializing in mobile and web app development, cloud services, and integration of advanced technologies such as AI and IoT. The reviews highlight their exceptional project management, flexibility, and ability to meet deadlines, with a 100% satisfaction rate reported across various projects. Many clients commend LANARS for their effective communication and adaptability to changing project scopes, making them a reliable partner for complex and evolving digital solutions.
$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 - 9london, England
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Located in london, England, Smartintervu.com is a Generative AI company. Their services include Generative AI and Computer Engineering.
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UndisclosedUndisclosed2 - 9Vancouver, Canada
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CodeMaker AI is a Vancouver, Canada-based AI company and Generative AI company. The team provides Artificial Intelligence and Generative AI.
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Featured
What are Featured Providers?
$25,000+$25 - $49 / hr50 - 249Warszawa, PolandServices provided
See all 49 projectsSolveIt is a versatile software development company offering services in mobile app development, web solutions, AI integration, and e-commerce design. With a focus on adaptability and technical expertise, SolveIt maintains a 100% positive feedback rate, with clients frequently praising their proactive communication, timely delivery, and the ability to meet or exceed project expectations.
$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.
$25,000+$25 - $49 / hr1,000 - 9,999Boca Raton, FLServices provided
See all 58 projectsAgileEngine is a technology development company that specializes in software engineering, platform modernization, and custom solutions. Reviewers consistently praise their project management skills, reliability, and responsiveness, with over 90% noting their high-quality output and commitment to client success. Additionally, AgileEngine's competitive pricing and ability to align with client values are frequently highlighted.
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$10,000+$50 - $99 / hr50 - 249Hanoi, Vietnam
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Launched in 2023, Verysell Applied AI Lab is an artificial intelligence company. Their team specializes in Artificial Intelligence and AI Consulting.
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$100,000+$25 - $49 / hr10 - 49
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Launched in 2023, LaunchX Labs is a small artificial intelligence development company headquartered in. Their team specializes in Artificial Intelligence and IT strategy consulting.
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$10,000+$50 - $99 / hr10 - 49
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Aipex.Technology is a big data company based in Warszawa, Poland. Their services include BI & big data consulting & SI and IT staff augmentation.
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Undisclosed$25 - $49 / hr10 - 49Prague, Czech Republic
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Launched in 2023, Chameleon AI is a Generative AI company. The team focuses on Generative AI and Web Development and is located in Prague, Czech Republic.
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UndisclosedUndisclosed50 - 249
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Netvorker is a New York, New York-based AI firm. Founded in 2024, the team offers Artificial Intelligence and AI Consulting.
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$5,000+$200 - $300 / hr2 - 9Chicago, IL
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Unchained is an AI firm and AI Consulting company. The Chicago, Illinois-based firm offers Artificial Intelligence and AI Consulting.
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$10,000+$100 - $149 / hr2 - 9College Park, MD
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AI firm and AI Consulting company Quantyfiable Consulting was launched in 2023. Headquartered in College Park, Maryland, the team specializes in Artificial Intelligence and AI Consulting.
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$1,000+< $25 / hr250 - 999
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ZKJ TECHNOLOGY PTE.LTD is an AI firm established in 2022. Their services include Artificial Intelligence and Custom Software Development.
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$50,000+Undisclosed10 - 49Auckland, New Zealand
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Greenstone Software Corporation is a Product Design company. The Auckland, New Zealand-based agency was founded in 2022. Their services include Product Design and Custom Software Development.
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$1,000+$25 - $49 / hr10 - 49Thiruvananthapuram, India
Services provided
Cheshire TechCorp., an AI Consulting company, was established in 2023. Located in Calgary, Canada and Thiruvananthapuram, India, the team focuses on AI Consulting and Artificial Intelligence.
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$250,000+$25 - $49 / hr2 - 9
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BIG VIEW AI is a Generative AI company. Launched in 2019, the agency is in Kyiv, Ukraine and Washington, District of Columbia. Their team specializes in Generative AI and Business Consulting.
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Undisclosed$150 - $199 / hr2 - 9
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Epifai is an Ankara, Türkiye-based AI firm. They provide Artificial Intelligence and AI Consulting and were established in 2023.
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$10,000+$300+ / hr2 - 9Sunny Isles Beach, FL
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Stainmind.com, an AI Consulting company, focuses on AI Consulting and Artificial Intelligence. The company is headquartered in Sunny Isles Beach, Florida and Sunny Isles Beach, Florida.
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$1,000+$100 - $149 / hr2 - 9Bengaluru, India
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Established in 2024, Eightgen AI Services is an AI company and AI Consulting company. The agency provides Artificial Intelligence and AI Consulting.
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$1,000+$25 - $49 / hr2 - 9
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Chatbot Development Company is a Multan, Pakistan-based artificial intelligence firm and AI Consulting company. The team specializes in Artificial Intelligence and AI Consulting.
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$5,000+Undisclosed2 - 9
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Able AI is a small artificial intelligence company and Generative AI company launched in 2024. Their services include Artificial Intelligence and Generative AI.
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$5,000+$200 - $300 / hrFreelancerPrelog, Croatia
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TextValue is a small artificial intelligence company launched in 2023. Their team offers Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249
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Anycode AI is an artificial intelligence company and AI Consulting company located in Reston, Virginia. They specialize in Artificial Intelligence and AI Consulting.
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$5,000+$200 - $300 / hr10 - 49
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The Diamantis Agency is an artificial intelligence company. The Greenville, South Carolina-based company was founded in 2021. Their services include Artificial Intelligence and Generative AI.
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$25,000+$100 - $149 / hr2 - 9
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Neoncorte is a Sheridan, Wyoming-based artificial intelligence development company. The team provides Artificial Intelligence and Generative AI.
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$1,000+$100 - $149 / hr2 - 9
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QuantumFind AI is an AI company. Launched in 2023, the team specializes in Artificial Intelligence.
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$1,000+$25 - $49 / hr10 - 49
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In Noida, India, Bytical Solutions Private Limited is a Generative AI company. Their services include Generative AI.
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UndisclosedUndisclosed10 - 49Reston, VA
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AI development company and AI Consulting company Peritum AI was launched in 2023. The firm provides Artificial Intelligence and AI Consulting.
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$5,000+$25 - $49 / hr10 - 49Lahore, Pakistan
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Launched in 2019, Nixense Vixion is an AI company. The firm focuses on Artificial Intelligence and Generative AI.
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$100,000+$300+ / hr10 - 49
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Established in 2024, Veso AI is a Generative AI company. Their services include Generative AI.
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$1,000+$25 - $49 / hr2 - 9
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Aimate, an artificial intelligence firm, is located in Moscow, Russia. The team provides Artificial Intelligence.
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$1,000+$50 - $99 / hr2 - 9
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Headquartered in , Kienerich GmbH is an AI company. Launched in 2016, the team offers Artificial Intelligence and AI Consulting.
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$1,000+$25 - $49 / hr2 - 9Laval, Canada
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Guruu-AI is a small artificial intelligence firm founded in 2023. Their services include Artificial Intelligence and AI Consulting.
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$1,000+$100 - $149 / hr2 - 9
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Superlinear, an AI firm, provides Artificial Intelligence and AI Consulting. The agency is in Auckland, New Zealand.
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$1,000+$25 - $49 / hr10 - 49Bootle, England
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RAIBS LTD is a custom software development company. The company is based in Bootle, England. Their services include Custom Software Development and Mobile App Development.
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$1,000+$25 - $49 / hr10 - 49
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Headquartered in Bengaluru, India, AI Dev Simplified is an artificial intelligence company. Their services include Artificial Intelligence.
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UndisclosedUndisclosed50 - 249
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Headquartered in Hanoi, Vietnam, Vikoisoft is a website development company. The team focuses on Web Development and Mobile App Development.
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$1,000+Undisclosed2 - 9
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Based in El Dorado Hills, California, Aiternus is a small AI development company. Their services include Artificial Intelligence and AI Consulting.
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$5,000+< $25 / hr50 - 249Thiruvananthapuram, India
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Abron Technologies Private Limited is a Thiruvananthapuram, India-based software development firm and AI development company. They provide Custom Software Development and Artificial Intelligence.
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$1,000+$100 - $149 / hr50 - 249
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InOrg is a Generative AI company launched in 2024. Their services include Generative AI and AI Consulting.
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$1,000+< $25 / hr2 - 9
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THE TENSORS is an artificial intelligence firm. The small Ahmedabad, India-based team focuses on Artificial Intelligence and Generative AI. The company was founded in 2023.
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UndisclosedUndisclosed2 - 9
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AI Consulting company CIVAI offers AI Consulting and Artificial Intelligence. They were founded in 2022.
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$1,000+$50 - $99 / hr2 - 9
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Generative AI company Nexa IA specializes in Generative AI and AI Consulting. They are headquartered in Paris, France.
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$1,000+$25 - $49 / hr10 - 49London, England
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Established in 2024, Startup Studio is a small AI firm and AI Consulting company. Their services include Artificial Intelligence and AI Consulting.
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List of the Best Artificial Intelligence Companies
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$75,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
39.9/40.020/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
70% AI Development30% Other -
$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 -
$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 -
$50,000+$50 - $99 / hr250 - 999Poznań, Poland
Ability to deliver
39.7/40.019.8/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
65% AI Development35% 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 -
$10,000+$25 - $49 / hr250 - 999Rzeszów, Poland
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
35% AI Development65% Other -
$100,000+$100 - $149 / hr50 - 249Danvers, MA
Ability to deliver
39.4/40.019.8/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
80% AI Development20% 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 -
$5,000+$25 - $49 / hr50 - 249Miami, FL
Ability to deliver
39.3/40.019.6/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
50% AI Development50% Other -
$10,000+$25 - $49 / hr250 - 999Reston, VA
Ability to deliver
38.9/40.019.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
65% AI Development35% 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 -
$75,000+$50 - $99 / hr50 - 249Marlborough, MA
Ability to deliver
38.9/40.020/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
75% AI Development25% Other -
$5,000+< $25 / hr250 - 999Ahmedabad, India
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other -
$50,000+$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 -
$50,000+$50 - $99 / hr250 - 999London, England
Ability to deliver
38.5/40.019.2/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
40% AI Development60% Other -
$10,000+$50 - $99 / hr50 - 249Toronto, Canada
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
45% AI Development55% Other -
$10,000+$50 - $99 / hr10 - 49Kyiv, Ukraine
Ability to deliver
38.4/40.018.8/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
60% AI Development40% Other -
$25,000+$50 - $99 / hr250 - 999Jaipur, India
Ability to deliver
39.2/40.019.4/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
30% AI Development70% Other -
$5,000+$50 - $99 / hr10 - 49San Diego, CA
Ability to deliver
38.3/40.019.4/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
70% AI Development30% Other -
$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 -
$10,000+$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
38.1/40.018.4/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
100% AI Development -
$10,000+$25 - $49 / hr50 - 249San Ramon, CA
Ability to deliver
38/40.018.2/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
60% AI Development40% 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 -
$10,000+$25 - $49 / hr250 - 999L'viv, Ukraine
Ability to deliver
38/40.018.4/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
40% AI Development60% 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 -
$50,000+$25 - $49 / hr1,000 - 9,999Noida, India
Ability to deliver
37.8/40.017.8/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
40% AI Development60% 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 -
$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
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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.