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 88 projectsSimform is a versatile software development company specializing in mobile app development, web application enhancements, and software modernization. The reviews reflect an overwhelmingly positive sentiment, with approximately 90% praising their project management, technical expertise, and responsiveness. Clients appreciate Simform's ability to integrate with in-house teams and their commitment to long-term quality, though some suggest improvements in project requirement clarity and documentation.
$50,000+$100 - $149 / hr10 - 49Vancouver, CanadaServices provided
See all 7 projectsWizard Labs is a technology consultancy specializing in AI and machine learning solutions. The overall feedback from their reviews is overwhelmingly positive, with 100% of clients praising their project management and technical expertise. Approximately 90% of reviewers highlight the professionalism and depth of knowledge demonstrated by Maz, the founder, in guiding projects efficiently. Clients appreciate their capacity to deliver high-quality, scalable products on time and within budget, with no significant areas for improvement noted.
$50,000+$150 - $199 / hr50 - 249Los Angeles, CAServices provided
See all 91 projectsGoji Labs is a versatile software development company specializing in mobile and web applications, known for its strategic approach and strong project management. Reviews highlight their impressive communication and accountability, with 90% of clients praising their responsiveness and collaborative nature. While some desire faster issue resolutions, the company's focus on client needs and strategic decision-making is consistently appreciated.
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$5,000+$25 - $49 / hr10 - 49Islamabad, Pakistan
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Nebulova is a cloud consulting & SI company founded in 2018. The firm offers cloud consulting & SI and Artificial Intelligence.
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$1,000+< $25 / hr10 - 49Kazipet, India
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EsaleMedia is a website development company. Their team is based in Kazipet, India and Secunderabad, India. The agency focuses on Web Development and Mobile App Development.
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Featured
What are Featured Providers?
$10,000+$25 - $49 / hr50 - 249San Francisco, CAServices provided
See all 27 projectsAzumo is a technology company specializing in custom software development and IT solutions, including web-based applications, AI implementations, and cloud migrations. The reviews highlight Azumo's strong project management, timely delivery, and excellent communication, with 100% positive feedback and frequent praise for their flexibility, responsiveness, and ability to adapt to changing project requirements.
$75,000+$100 - $149 / hr50 - 249New York, NYServices provided
See all 70 projectsBlueLabel is a versatile technology consultancy known for its expertise in AI development, app design, and workflow automation. Across their reviews, clients consistently praise their agility, strategic clarity, and technical execution. BlueLabel's responsiveness and ability to integrate with existing systems are commended by 100% of reviewers, while 60% highlight their exceptional project management. Their commitment to delivering results on time and their ability to align with client cultures and values are frequently noted. Overall, BlueLabel maintains high client satisfaction, with no significant areas for improvement reported.
$10,000+$25 - $49 / hr50 - 249Dubai, United Arab EmiratesServices provided
See all 28 projectsPhaedra Solutions, a software development firm, is highly regarded for delivering end-to-end web and mobile app solutions, UI/UX design, and AI integrations. The company is praised for its professionalism, timely project delivery, and strong communication skills, with 100% of reviews highlighting their reliability and dedication. Clients consistently commend their project management capabilities and responsiveness, although there were minor suggestions for improving internet connectivity during meetings. Overall, 90% of the reviews express satisfaction with Phaedra Solutions' services.
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$10,000+$25 - $49 / hr10 - 49Swords, Ireland
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Cozmotec, a small website development firm, is based in Swords, Ireland. Their services include Web Development and Mobile App Development.
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$5,000+$100 - $149 / hr10 - 49Las Condes, Chile
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Established in 2012, GUX Technologies is a small artificial intelligence firm. Their team offers Artificial Intelligence and Custom Software Development.
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$5,000+Undisclosed10 - 49New York, NY
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Founded in 2020, Codelps Inc. Is a mobile app development firm. The team provides Mobile App Development and Artificial Intelligence.
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$1,000+Undisclosed10 - 49Palo Alto, CA
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Dataplatr is a big data company. They are located in Palo Alto, California and have small team of experts. Their services include BI & big data consulting & SI and AI Consulting.
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$25,000+$200 - $300 / hr10 - 49
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Valerian is a Menifee, California-based custom software development company. They offer Custom Software Development and Enterprise App Modernization and were launched in 2018.
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Featured
What are Featured Providers?
$10,000+$50 - $99 / hr250 - 999Austin, TXServices provided
See all 62 projectsQubika is a versatile software development and data consultancy company, excelling in mobile app development, data engineering, and AI integration. The overall feedback from their reviews is overwhelmingly positive, with clients praising their timely delivery, technical expertise, and adaptability. Notably, 100% of reviewers cited Qubika's professionalism and ability to meet project deadlines, with no areas for improvement mentioned by clients.
$10,000+$150 - $199 / hr10 - 49Webster Groves, MOServices provided
See all 23 projectsSketch Development is a versatile software development company providing comprehensive services such as UX/UI design, Agile coaching, and custom software solutions across various sectors. Reviews indicate overwhelmingly positive feedback, with 100% of clients appreciating their project management, responsiveness, and alignment with company culture. A notable 70% of reviewers highlight their impressive ability to adapt and deliver tailored solutions efficiently.
$10,000+$25 - $49 / hr250 - 999Rzeszów, PolandServices provided
See all 45 projectsEdvantis is a versatile software development company providing services in custom software development, e-commerce optimization, mobile app development, and data security content development. The company is highly praised for its reliability, professionalism, and ability to deliver projects on time and within budget, with 100% of reviews highlighting their strong project management and communication skills. Additionally, 70% of reviewers emphasize Edvantis' adaptability and partnership approach.
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$50,000+$150 - $199 / hr10 - 49Zürich, Switzerland
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Uliasti is a small Zürich, Switzerland-based custom software development firm. The team offers Custom Software Development and Artificial Intelligence.
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UndisclosedUndisclosed10 - 49Tampa, FL
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Blitz AI, a custom software development company, is based in Tampa, Florida. Their services include Custom Software Development and Artificial Intelligence.
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Featured
What are Featured Providers?
$10,000+$50 - $99 / hr50 - 249Rīga, LatviaServices provided
See all 35 projectsSnotor is a versatile development company specializing in software and mobile app development, AI solutions, and technical audits. Their reviews on Clutch.co are overwhelmingly positive, with consistent praise for their technical expertise, communication, and project management. Approximately 100% of the reviews commend Snotor's responsiveness and reliability, emphasizing their collaborative approach and commitment to project success.
$10,000+$25 - $49 / hr50 - 249Lucknow, IndiaServices provided
See all 40 projectsKraftors AI & R is a versatile technology company specializing in AI solutions, app development, and digital platform modernization. Reviews highlight their effective project management, responsiveness, and solution-oriented approach, with 100% of customers praising their ability to understand and address client needs. The company is noted for delivering high-quality work within budget, often exceeding client expectations, making them a reliable partner for complex technological projects.
$25,000+$50 - $99 / hr50 - 249Fornebu, NorwayServices provided
See all 15 projectsLANARS is a versatile technology solutions company specializing in mobile app development, software development, and web services. The overall feedback from their clients on Clutch.co is overwhelmingly positive, with approximately 95% of reviewers appreciating their project management skills, technical expertise, and commitment to deadlines. Notably, 80% of reviews highlight their flexibility and reliable communication, making them a preferred partner for complex projects across various industries.
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$50,000+$50 - $99 / hr10 - 49
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Mobility Eye fzc, a software development firm, was founded in 2008. The team provides Custom Software Development and Web Development and is in Sharjah, United Arab Emirates.
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$10,000+$25 - $49 / hr10 - 49Mawson, Australia
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Cipher Projects is a Blockchain company established in 2023. Their services include Blockchain and Digital Engineering.
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Featured
What are Featured Providers?
$25,000+$25 - $49 / hr50 - 249L'viv, UkraineServices provided
See all 62 projectsLeobit is a software development company offering services in custom software development, AI solutions, and IT consultancy. Based on the reviews provided, 100% of clients praised Leobit's technical expertise, timely delivery, and reliable project management. Approximately 90% highlighted their strong collaboration and communication, with no significant areas for improvement noted by clients.
$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 applications, AI integration, and UX/UI design. Across numerous reviews, clients consistently praise their ability to deliver projects on time, align with company values, and provide excellent project management and communication. Notably, 100% of reviewers mention TechnoYuga's commitment to exceeding expectations and enhancing user experience, making them a reliable choice for complex tech solutions.
$10,000+< $25 / hr50 - 249Hyderabad, IndiaServices provided
See all 52 projectsAhex Technologies is a versatile software development company offering services in web, mobile, and application development. With over 90% positive feedback across multiple reviews, clients consistently commend their proactive project management, technical expertise, and commitment to customer satisfaction. While most clients praised their adherence to deadlines, a few suggested improvements in DevOps expertise and initial project scoping.
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$5,000+$25 - $49 / hr10 - 49Bengaluru, India
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Founded in 2017, Creant Technologies Private Limited is a small AI firm. Their services include Artificial Intelligence and IT strategy consulting.
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$5,000+Undisclosed10 - 49Berlin, Germany
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Radyant is a SEO company. Established in 2019, the company is headquartered in Berlin, Germany. Their services include Search Engine Optimization and Generative AI.
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$25,000+$100 - $149 / hr10 - 49
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VOLLARDIAN, a Business Consulting company, was founded in 2017. They focuses on Business Consulting and AI Consulting.
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$75,000+$50 - $99 / hr10 - 49
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Website development firm Cupcode was founded in 2017. The team focuses on Web Development and E-Commerce Development and is based in Boa Vista, Brazil.
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Undisclosed$50 - $99 / hr10 - 49
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East Rock Software, a software development firm, was launched in 2012. The team specializes in Custom Software Development and AI Consulting.
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$1,000+$100 - $149 / hr10 - 49
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Maathra Technology and Consultancy Pvt. Ltd. Is a small Kakkanad, India-based cloud consulting & SI company. Their services include cloud consulting & SI and AI Consulting.
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UndisclosedUndisclosed10 - 49Las Vegas, NV
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Based in Las Vegas, Nevada, 4SpotConsulting is an AI Consulting company. They offer AI Consulting and Business Consulting.
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$5,000+$25 - $49 / hr10 - 49Sahibzada Ajit Singh Nagar, India
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Established in 2025, Chronexa, a small AI Agents company, is located in Sahibzada Ajit Singh Nagar, India. Their team specializes in AI Agents and Custom Software Development.
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UndisclosedUndisclosed10 - 49
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Engineering company iCube Logics is based in Hyderabad, India. They focus on Engineering and Artificial Intelligence and were established in 2008.
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$5,000+$50 - $99 / hr10 - 49Navi Mumbai, India
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Takira Solutions Pvt Ltd is a small software development firm. They offer Custom Software Development and Web Development and were established in 2008.
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$25,000+$25 - $49 / hr10 - 49
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Established in 2018, Artic Consulting is an IT strategy consulting company. The company focuses on IT strategy consulting and cloud consulting & SI.
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$1,000+$25 - $49 / hr10 - 49Miami, FL
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Established in 2025, Rise Peak Digital is a small SEO services firm based in Miami, Florida. Their team specializes in Search Engine Optimization and Content Marketing.
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$1,000+$25 - $49 / hr10 - 49
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Devlly is an El Khroub, Algeria-based web development company. They offer Web Development and Artificial Intelligence.
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UndisclosedUndisclosed10 - 49Gurugram, India
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DIGISURFACE, an artificial intelligence company, was launched in 2019. The company offers Artificial Intelligence and ERP consulting and SI, and is small.
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$10,000+$25 - $49 / hr10 - 49
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Launched in 2020, Vaagmodo is a small Udaipur, India-based custom software development company. Their services include Custom Software Development and Artificial Intelligence.
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$10,000+$150 - $199 / hr10 - 49
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TechGuys is a small artificial intelligence company. Established in 2020, the team focuses on Artificial Intelligence and Custom Software Development.
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UndisclosedUndisclosed10 - 49New Delhi, India
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Located in New Delhi, India, BULDRR AI is an AI Agents company. The team provides AI Agents and AI Consulting.
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$1,000+$25 - $49 / hr10 - 49Ikeja, Nigeria
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Glidex Technologies, a software development firm, was launched in 2020. The company specializes in Custom Software Development and Product Design, and is small.
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$5,000+$100 - $149 / hr10 - 49Sofia, Bulgaria
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Aspa Invest is an ERP consulting and SI company. Their team is located in Sofia, Bulgaria. The firm provides ERP consulting and SI and Artificial Intelligence.
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$1,000+$25 - $49 / hrFreelancerHyderabad, India
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AI company and Application Management & Support company findfacts was founded in 2010. Located in Hyderabad, India, the team offers Artificial Intelligence and Application Management & Support.
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UndisclosedUndisclosed50 - 249Frisco, TX
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StraViso is an artificial intelligence company. Headquartered in Frisco, Texas, the team provides Artificial Intelligence and BI & big data consulting & SI.
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$5,000+$25 - $49 / hr50 - 249Ciudad de México, Mexico
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Cognify is a Digital Strategy company. They were launched in 2019, and their services include Digital Strategy and AI Consulting.
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$1,000+< $25 / hr50 - 249Chennai, India
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Proglint Software Solutions, a web development firm, is based in Chennai, India. Their services include Web Development and Mobile App Development.
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$10,000+< $25 / hr50 - 249Pune, India
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Located in Pune, India, Infogen Labs Inc. Is a mobile app development company. Their services include Mobile App Development and Web Development.
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Undisclosed< $25 / hr50 - 249
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ProcessVenue (Predusk Technology Pvt. Ltd.) is an AI development company. They specialize in Artificial Intelligence and Back Office Outsourcing and were established in 2013.
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UndisclosedUndisclosed50 - 249hanoi, Vietnam
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Launched in 2018, Fabbi Holdings, a midsize CRM consulting and SI company, is based in hanoi, Vietnam. Their services include CRM consulting and SI and Mobile App Development.
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$10,000+$50 - $99 / hr50 - 249
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East Wolf is a midsize custom software development firm headquartered in București, Romania and București, Romania. The team provides Custom Software Development and Artificial Intelligence.
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$5,000+< $25 / hr50 - 249Rochester, NY
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Artificial intelligence development company Techcompiler data systems was launched in 2008. The team offers Artificial Intelligence and Custom Software Development.
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$1,000+< $25 / hr50 - 249Indore, India
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Founded in 2015, Mindefy Technologies is a midsize AI Consulting company. Their services include AI Consulting and Custom Software Development.
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UndisclosedUndisclosed50 - 249West Jakarta, Indonesia
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Insignia Indonesia is an AI Consulting company. Their team is located in West Jakarta, Indonesia. The agency offers AI Consulting and AI Agents.
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$1,000+$100 - $149 / hrFreelancerTheodore, AL
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Bradley Hankins Consulting is an AI Consulting company. The small Theodore, Alabama-based team provides AI Consulting and CRM consulting and SI. The company was founded in 2025.
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UndisclosedUndisclosed50 - 249
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Kaizan Solutions Group is a Cybersecurity company. They were founded in 2016, and their services include Cybersecurity and Artificial Intelligence.
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$5,000+$25 - $49 / hr50 - 249Sahibzada Ajit Singh Nagar, India
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AI development company Evervent private limited specializes in Artificial Intelligence and IT strategy consulting. They were established in 2020.
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$5,000+$25 - $49 / hr50 - 249
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AI firm MIAKI was launched in 2010. The team focuses on Artificial Intelligence and IT staff augmentation.
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$5,000+$50 - $99 / hr10 - 49Ahmedabad, India
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TechupR is an Ahmedabad, India-based UX design company. They focus on UX/UI Design and Custom Software Development.
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$1,000+$100 - $149 / hr2 - 9Portland, OR
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Established in 2010, Baer On Marketing is a Business Consulting company. The company specializes in Business Consulting and Marketing Strategy, and is small.
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Undisclosed$50 - $99 / hr2 - 9
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Purenetworking Limited is an Other Application Development company. Located in Disley, England, the team specializes in Other Application Development and BI & big data consulting & SI.
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UndisclosedUndisclosed10 - 49Laval, Canada
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Done Technologies, a custom software development firm, is headquartered in Laval, Canada. The team specializes in Custom Software Development and Artificial Intelligence.
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UndisclosedUndisclosed10 - 49
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Small Digital Strategy company Hilker Consulting, is located in Leverkusen, Germany. The team specializes in Digital Strategy and Business Consulting.
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List of the Best Artificial Intelligence Companies
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$25,000+$25 - $49 / hr1,000 - 9,999Boca Raton, FL
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
25% AI Development75% Other -
$50,000+$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
60% AI Development40% Other -
$50,000+$50 - $99 / hr250 - 999Poznań, Poland
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
80% AI Development20% 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 -
$10,000+$25 - $49 / hr50 - 249Gurugram, India
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
50% AI Development50% Other -
$25,000+$50 - $99 / hr50 - 249Poznań, Poland
Ability to deliver
39.5/40.019.6/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
50% AI Development50% Other -
$5,000+$25 - $49 / hr250 - 999Jaipur, India
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
32% AI Development68% Other -
$75,000+Undisclosed250 - 999Charlotte, NC
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
35% AI Development65% 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
60% AI Development40% Other -
$50,000+$25 - $49 / hr50 - 249L'viv, Ukraine
Ability to deliver
39/40.019.4/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
60% AI Development40% Other -
$25,000+$25 - $49 / hr250 - 999Kropyvnytskyi, Ukraine
Ability to deliver
38.9/40.019.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
35% AI Development65% Other -
$10,000+$50 - $99 / hr50 - 249Gdańsk, Poland
Ability to deliver
38.9/40.019.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
80% AI Development20% Other -
$25,000+< $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 -
$10,000+< $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+$50 - $99 / hr50 - 249Boston, MA
Ability to deliver
38.7/40.019.8/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
50% AI Development50% Other -
$25,000+$25 - $49 / hr250 - 999White Plains, NY
Ability to deliver
39.5/40.019.8/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other -
$100,000+$100 - $149 / hr50 - 249Danvers, MA
Ability to deliver
38.6/40.019/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
80% AI Development20% Other -
$100,000+$50 - $99 / hr250 - 999Cluj-Napoca, Romania
Ability to deliver
38.6/40.019/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
65% AI Development35% Other -
$10,000+$25 - $49 / hr50 - 249San Francisco, CA
Ability to deliver
38.5/40.019/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
65% AI Development35% Other -
$10,000+$50 - $99 / hr10 - 49Lewes, DE
Ability to deliver
38.5/40.019/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
80% AI Development20% Other -
$5,000+$50 - $99 / hr250 - 999McKinney, TX
Ability to deliver
38.4/40.018.4/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
80% AI Development20% Other -
$50,000+$25 - $49 / hr50 - 249Buenos Aires, Argentina
Ability to deliver
39.4/40.020/20 Reviews9.8/10 Clients & Experience9.6/10 Market PresenceService focus
45% AI Development55% Other -
$10,000+$25 - $49 / hr250 - 999Reston, VA
Ability to deliver
38.3/40.018.6/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
60% AI Development40% Other -
$5,000+$50 - $99 / hr10 - 49Los Angeles, CA
Ability to deliver
38.3/40.019.4/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
70% AI Development30% Other -
$10,000+$100 - $149 / hr10 - 49Bengaluru, India
Ability to deliver
38.2/40.019/20 Reviews10/10 Clients & Experience9.2/10 Market PresenceService focus
60% AI Development40% 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 -
$75,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
38.1/40.018.2/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
70% AI Development30% Other -
$10,000+$25 - $49 / hr250 - 999Rzeszów, Poland
Ability to deliver
38.9/40.019.4/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
30% AI Development70% Other -
$25,000+$25 - $49 / hr1,000 - 9,999Orlando, FL
Ability to deliver
39.9/40.020/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
20% AI Development80% Other -
$5,000+$50 - $99 / hr50 - 249Miami, FL
Ability to deliver
38.9/40.019.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
45% AI Development55% Other
Latest Artificial Intelligence Articles
See all articles
Generative AI vs. Agentic AI: What's the Difference?
What's the difference between generative AI vs. agentic AI? Clutch explains both types, their impact on your work, and what to consider before using them.
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 based on a proprietary methodology. The top artificial intelligence companies for 2026 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.