Top Artificial Intelligence Companies
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Featured
What are Featured Providers?
$25,000+$25 - $49 / hr1,000 - 9,999Orlando, FLServices provided
See all 84 projectsSimform is a versatile software development company specializing in mobile and web app development, as well as custom software solutions. The company receives overwhelmingly positive feedback, with approximately 100% of clients highlighting their strong communication, technical expertise, and professionalism. Clients appreciate their ability to deliver projects on time and within budget, consistently exceeding expectations in aligning with company values and offering a personalized, responsive service.
$10,000+$50 - $99 / hr250 - 999Greenville, SCServices provided
See all 77 projectsDesignli is a UX/UI design and app development company specializing in creating interactive prototypes and technical roadmaps. With a strong emphasis on project management and responsiveness, 100% of the reviewers noted their ability to deliver high-quality, user-friendly designs on time. Clients also commend Designli's proactive approach and expertise in guiding project development through effective communication and stakeholder collaboration.
$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.
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$1,000+$50 - $99 / hr2 - 9Kennedale, TX
Services provided
Beisan Tech is an IT strategy consulting company. Their team is based in Kennedale, Texas. The firm focuses on IT strategy consulting and cloud consulting & SI.
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$1,000+$25 - $49 / hr2 - 9Mdina, Malta
Services provided
Located in Mdina, Malta, Oarc Digital is a social media marketing company. Their services include Social Media Marketing and Custom Software Development.
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Featured
What are Featured Providers?
$10,000+$25 - $49 / hr50 - 249San Francisco, CAServices provided
See all 22 projectsAzumo is a versatile software development company specializing in building and enhancing a wide array of applications, including conversational AI, mobile app development, cloud migration, and real-time analytics. Approximately 100% of reviewers highlight Azumo's strong communication, cultural alignment, and timely delivery, with many impressed by their adaptability and technical expertise, which align with client needs and project demands consistently.
$50,000+$100 - $149 / hr10,000+Charlottesville, VAServices provided
See all 25 projectsTELUS Digital is a technology solutions provider specializing in modernizing healthcare billing systems. Their services have significantly improved clients' operational efficiencies, with 85-90% of processes being automated. Reviews highlight TELUS Digital's robust system architecture and security measures, with a notable focus on scalability and adaptability, though they could benefit from adopting more agile methodologies. Overall, their collaborative approach and comprehensive solutions garner positive feedback.
$10,000+$50 - $99 / hr250 - 999Austin, TXServices provided
See all 61 projectsQubika is a versatile 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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$1,000+$100 - $149 / hr2 - 9
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Located in Lagos, Nigeria, Assayer.dev is a Cybersecurity company. They focus on Cybersecurity and AI Consulting and were established in 2026.
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$1,000+$50 - $99 / hr2 - 9
Services provided
Webrevive is a web design agency. Their team is based in Hokksund, Norway. The company specializes in Web Design and Web Development.
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$1,000+Undisclosed2 - 9Bengaluru, India
Services provided
WeYou X is a small UX design agency launched in 2023. Their team offers UX/UI Design and IT strategy consulting.
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UndisclosedUndisclosed2 - 9
Services provided
GHL Expert is a Product Marketing company established in 2023. Their team offers Product Marketing and Web Development.
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$5,000+$200 - $300 / hr2 - 9
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Leverage Automated is an AI Agents company launched in 2025. The small team offers AI Agents and IT managed services.
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Featured
What are Featured Providers?
$10,000+$150 - $199 / hr10 - 49Webster Groves, MOServices provided
See all 20 projectsSketch Development is a versatile technology solutions provider specializing in custom software development, Agile implementation, and project management tools such as Jira. They consistently receive commendations for their exceptional project execution, expertise, and client engagement, with 100% of reviewers expressing satisfaction and no suggested improvements. Reviewers highlight their ability to deliver timely, high-quality solutions tailored to client needs.
$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 52 projectsGrowth Loops Technology Private Limited is a versatile software development company specializing in mobile app development, UI/UX design, and AI systems. Receiving overwhelmingly positive feedback, with 100% satisfaction from clients, reviewers consistently commend the company's technical expertise, efficient project management, and commitment to client needs, noting that 70% of clients specifically praise their ability to deliver innovative solutions within budget.
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$5,000+$50 - $99 / hr2 - 9
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Bitsync is a custom software development firm founded in 2007. The company focuses on Custom Software Development and IT managed services, and is small.
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$10,000+$25 - $49 / hr2 - 9Villa General Juan Gregorio de Las Heras, Argentina
Services provided
Software development firm Rusoft provides Custom Software Development and IT strategy consulting. They were launched in 2010.
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Featured
What are Featured Providers?
$10,000+< $25 / hr50 - 249New Delhi, IndiaServices provided
See all 64 projectsTechnoYuga Soft Pvt. Ltd. is a versatile software development company specializing in mobile and web application development, with additional expertise in AI and UI/UX design. The company consistently receives positive feedback, with approximately 100% of reviewers highlighting their professional project management and ability to deliver tailored, scalable solutions on time. Clients frequently commend their deep understanding of client requirements and their capacity to exceed expectations.
$25,000+$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.
$25,000+$50 - $99 / hr250 - 999Dallas, TXServices provided
See all 53 projectsCodeNinja is a versatile software development company offering services including AI integration, custom SaaS solutions, enterprise web development, and staff augmentation. Their client feedback is overwhelmingly positive, with approximately 95% of reviews praising their project management, responsiveness, and alignment with business needs. Clients appreciate their ability to deliver innovative, user-friendly solutions on time and within budget, making them a reliable development partner.
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$1,000+Undisclosed2 - 9Skiatook, OK
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Contractors Momentum is a Digital Strategy company founded in 2026. Based in Skiatook, Oklahoma, the team offers Digital Strategy and Marketing Strategy.
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$10,000+$50 - $99 / hr2 - 9
Services provided
Assembler AI is a data analytics company. The Miami, Florida-based company was founded in 2026. Their team provides BI & big data consulting & SI and cloud consulting & SI.
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Featured
What are Featured Providers?
$10,000+$25 - $49 / hr50 - 249Sahibzada Ajit Singh Nagar, IndiaServices provided
See all 131 projectsTrigma is a versatile technology firm specializing in AI-driven solutions, software development, and platform integration. Across the reviews, clients consistently praise Trigma's technical expertise, timely project delivery, and responsive support. Approximately 90% of the reviews highlight their effective project management and technical knowledge, while no significant areas for improvement are mentioned, indicating a high level of client satisfaction.
$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.
$25,000+$25 - $49 / hr50 - 249L'viv, UkraineServices provided
See all 54 projectsLeobit is a software development company specializing in custom software solutions, mobile app development, and web modernization. Across various projects, clients consistently praise Leobit for their technical expertise, proactive communication, and timely delivery. With a focus on aligning with client budgets and values, approximately 90% of reviews emphasize their strong project management and ability to exceed expectations.
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Undisclosed$50 - $99 / hr2 - 9
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Bhoja Solutions is an artificial intelligence development company. Their team is based in Milton Keynes, England and specializes in Artificial Intelligence and IT managed services.
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$1,000+$25 - $49 / hr2 - 9
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HTD Solutions, a website development firm, was launched in 2025. The agency focuses on Web Development and Mobile App Development.
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$1,000+$25 - $49 / hr2 - 9
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Mashtrix Technologies is a CRM consulting and SI company. Launched in 2026, the firm is located in Jaipur, India. Their services include CRM consulting and SI and IT managed services.
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Undisclosed$25 - $49 / hr2 - 9Toronto, Canada
Services provided
Verexa Technologies, a web development company, specialize in Web Development and IT managed services. They were established in 2026.
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$1,000+$25 - $49 / hr2 - 9São José dos Campos, Brazil
Services provided
The Devs is a small software development company. They focus on Custom Software Development and Web Development and were founded in 2024.
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$1,000+$25 - $49 / hr2 - 9Tallinn, Estonia
Services provided
Sia Design OÜ is a graphic design company. Their small team is located in Tallinn, Estonia. Their services include Graphic Design and Web Design.
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UndisclosedUndisclosed2 - 9
Services provided
Citizen Developers is a Low/No Code Development company. The agency is headquartered in Regensburg, Germany. Their team provides Low/No Code Development and IT strategy consulting.
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$10,000+$150 - $199 / hr2 - 9Richmond, Canada
Services provided
Encubiq Consulting is a Business Consulting company. They are based in Richmond, Canada, and their services include Business Consulting and CRM consulting and SI.
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$5,000+$25 - $49 / hr2 - 9
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Smart Verse AI is an AI firm. Launched in 2025, the team offers Artificial Intelligence and AI Consulting.
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$1,000+$100 - $149 / hr2 - 9Burlington, Canada
Services provided
LYNX SEO is a SEO services firm launched in 2025. The team provides Search Engine Optimization and Generative AI and is based in Burlington, Canada.
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$1,000+< $25 / hr2 - 9
Services provided
CollabGenerate is a social media marketing company. The Lahore, Pakistan-based agency was founded in 2024. Their team focuses on Social Media Marketing and Artificial Intelligence.
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$1,000+< $25 / hr2 - 9
Services provided
Launched in 2025, EDGESYNC TECHNOLOGIES is a custom software development company. Their services include Custom Software Development and IoT development.
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$1,000+$50 - $99 / hr2 - 9Lahore, Pakistan
Services provided
Launched in 2024, Radsoft is a Low/No Code Development company. The team provides Low/No Code Development and Web Development.
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$1,000+< $25 / hr2 - 9
Services provided
Small IT managed services company Oaktree Global Innovations, is based in Binan, Philippines. The team provides IT managed services and IT staff augmentation.
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Undisclosed< $25 / hr2 - 9
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Exora Leads, an AI development company, focus on Artificial Intelligence and Custom Software Development. They were founded in 2026.
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Undisclosed$50 - $99 / hr2 - 9Dubai, United Arab Emirates
Services provided
FREDD Studios is a Blockchain company established in 2025. The team provides Blockchain and Custom Software Development and is in Dubai, United Arab Emirates.
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$5,000+Undisclosed2 - 9
Services provided
Headquartered in San Francisco, California, Parallxeo is a SEO services firm. Their services include Search Engine Optimization and Digital Strategy.
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Undisclosed< $25 / hr2 - 9
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In Islamabad, Pakistan, Nablacore Studio is a small website development company. The team provides Web Development and Mobile App Development.
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Undisclosed$50 - $99 / hr2 - 9Mönchengladbach, Germany
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Flügelwerk Digital is a Mönchengladbach, Germany-based AI Consulting company. Established in 2016, the team offers AI Consulting and Digital Strategy.
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$5,000+$50 - $99 / hr2 - 9Bruxelles, Belgium
Services provided
Codelli is a custom software development company. They are located in Bruxelles, Belgium, and their services include Custom Software Development and Web Development.
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$5,000+$25 - $49 / hr2 - 9North Miami, FL
Services provided
Established in 2026, Clouditive is an IT strategy consulting company. The agency offers IT strategy consulting and IT managed services.
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$1,000+$50 - $99 / hr2 - 9
Services provided
SaaS Glue is a custom software development company. Headquartered in Rabat, Morocco, the agency focuses on Custom Software Development and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9
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GoldWhite is a Business Consulting company. They are in London, England and have small team. They provide Business Consulting and Funding & Investment.
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$1,000+$25 - $49 / hr2 - 9
Services provided
VORTEXA is a small software development company founded in 2023. Their team focuses on Custom Software Development and Web Development.
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Undisclosed$100 - $149 / hr2 - 9McKinney, TX
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Syphix Limited Company is a web design company. The McKinney, Texas-based company provides Web Design and Web Development.
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$1,000+$25 - $49 / hr2 - 9Thessaloniki, Greece
Services provided
Scarabite is a software development firm. In Thessaloniki, Greece and Sheridan, Wyoming, the company was established in 2025. Their services include Custom Software Development and API Development.
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$5,000+$50 - $99 / hr2 - 9Leeds, England
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Software development company Polaris was established in 2026. The team specializes in Custom Software Development and Web Development.
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UndisclosedUndisclosed2 - 9
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Projek IA is a software development company. The Trois-Rivières, Canada-based firm offers Custom Software Development and Web Development.
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Undisclosed< $25 / hr2 - 9
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Advertising company Inovex Systems is in Islamabad, Pakistan. Their services include Advertising and Application Management & Support.
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Undisclosed< $25 / hr2 - 9Kirkuk, Iraq
Services provided
Custom software development company Viro Software was launched in 2020. The small team focuses on Custom Software Development and Web Development.
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$5,000+$25 - $49 / hr2 - 9
Services provided
SEOritmo, a SEO company, was founded in 2024. The company focuses on Search Engine Optimization and Generative AI, and is small.
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$1,000+$50 - $99 / hr2 - 9पुणे, India
Services provided
Navotkarsha IT Solutions Private Limited is a software development firm. Located in पुणे, India, the agency offers Custom Software Development and Mobile App Development.
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$1,000+$200 - $300 / hr2 - 9Beaumont, TX
Services provided
Local AI Source, a Business Consulting company, is based in Beaumont, Texas. Their services include Business Consulting and AI Agents.
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$5,000+$50 - $99 / hr2 - 9
Services provided
CiteRise is a SEO services firm founded in 2026. The small team provides Search Engine Optimization and AI Consulting.
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$10,000+$25 - $49 / hr2 - 9لوسيل, Qatar
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E-commerce development company BRQ is headquartered in لوسيل, Qatar. Their services include E-Commerce Development and Web Development.
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$1,000+< $25 / hr2 - 9Ahmedabad, India
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Established in 2025, Nxvora is a small Ahmedabad, India-based AI company. Their team provides Artificial Intelligence and BI & big data consulting & SI.
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$5,000+$200 - $300 / hr2 - 9
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Faro CX & Content COnsultancy is a Marketing Strategy company. Headquartered in Cremorne, Australia, the company specializes in Marketing Strategy and Digital Strategy.
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$1,000+Undisclosed2 - 9
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Tuimagen Studio is an Azul, Argentina-based social media marketing company. They focus on Social Media Marketing and Graphic Design.
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$10,000+$50 - $99 / hr2 - 9
Services provided
DistroCode is an AI Agents company. They are based in Sterling Heights, Michigan and have small team. They specialize in AI Agents and Web Development.
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List of the Best Artificial Intelligence Companies
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$25,000+< $25 / hr250 - 999Gurugram, India
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
50% AI Development50% Other -
$100,000+$100 - $149 / hr50 - 249Danvers, MA
Ability to deliver
39.6/40.020/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
80% AI Development20% Other -
$1,000+$25 - $49 / hr50 - 249Ahmedabad, India
Ability to deliver
39.3/40.020/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
70% AI Development30% Other -
$10,000+$50 - $99 / hr50 - 249Gdańsk, Poland
Ability to deliver
39.3/40.019.6/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
80% AI Development20% Other -
$50,000+$50 - $99 / hr250 - 999Poznań, Poland
Ability to deliver
39.1/40.019.2/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
65% AI Development35% Other -
$5,000+$25 - $49 / hr10 - 49
Ability to deliver
39.1/40.019.6/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
60% AI Development40% Other -
$1,000+$25 - $49 / hr1,000 - 9,999London, England
Ability to deliver
39/40.019.6/20 Reviews9.6/10 Clients & Experience9.8/10 Market PresenceService focus
35% AI Development65% Other -
$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
60% AI Development40% Other -
$75,000+$50 - $99 / hr50 - 249Marlborough, MA
Ability to deliver
38.9/40.020/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
60% AI Development40% Other -
$25,000+$25 - $49 / hr250 - 999White Plains, NY
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other -
$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 -
$10,000+$50 - $99 / hr250 - 999Marlborough, MA
Ability to deliver
39.5/40.019.8/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other -
$10,000+$25 - $49 / hr250 - 999Rzeszów, Poland
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
30% AI Development70% Other -
$75,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
38.5/40.018.6/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
70% AI Development30% Other -
$5,000+$50 - $99 / hr10 - 49San Diego, CA
Ability to deliver
38.5/40.019.6/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
70% AI Development30% Other -
$25,000+$50 - $99 / hr250 - 999Dallas, TX
Ability to deliver
38.4/40.020/20 Reviews10/10 Clients & Experience8.4/10 Market PresenceService focus
50% AI Development50% Other -
$5,000+$25 - $49 / hr50 - 249Miami, FL
Ability to deliver
38.3/40.018.6/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
50% AI Development50% Other -
$50,000+$50 - $99 / hr250 - 999London, England
Ability to deliver
38.1/40.018.8/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
45% AI Development55% 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 / hr10 - 49Kyiv, Ukraine
Ability to deliver
38/40.018.4/20 Reviews10/10 Clients & Experience9.6/10 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 -
$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 -
$100,000+$50 - $99 / hr250 - 999Cluj-Napoca, Romania
Ability to deliver
37.8/40.018.2/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
65% AI Development35% Other -
$25,000+$25 - $49 / hr50 - 249Sarasota, FL
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% AI Development60% Other -
$50,000+$150 - $199 / hr50 - 249Montréal, Canada
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% AI Development60% Other -
$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 -
$25,000+$50 - $99 / hr250 - 999Jaipur, India
Ability to deliver
38.6/40.018.8/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
30% AI Development70% Other -
$10,000+$25 - $49 / hr50 - 249San Ramon, CA
Ability to deliver
37.6/40.017.8/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
60% AI Development40% Other
Latest Artificial Intelligence Articles
See all articles
What Happens After You Add AI to a Product: The Work That Starts After Launch
Adding AI is only the start. This guide breaks down the real challenges teams face after launch with data quality, integration, monitoring, and maintaining...
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.