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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$1,000+< $25 / hr2 - 9Ghaziabad, India
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Ai Python Solutions is a Generative AI company. Headquartered in Ghaziabad, India, the company offers Generative AI and AI Agents.
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$1,000+$150 - $199 / hr10 - 49
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Itwerx Corp is a Seattle, Washington-based AI Consulting company. They specialize in AI Consulting and cloud consulting & SI and were founded in 2005.
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Featured
What are Featured Providers?
$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 - 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.
$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+$150 - $199 / hr10 - 49London, England
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Graph, an AI Consulting company, focus on AI Consulting and Generative AI. They were established in 2010.
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$10,000+$100 - $149 / hr50 - 249București, Romania
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Stone Soup Tech Solutions, LLC is a Griffin, Georgia-based software development company. The team provides Custom Software Development and Mobile App Development.
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$5,000+$50 - $99 / hr50 - 249Milano, Italy
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BID Company is a big data analytics company. The team is in Milano, Italy, and their services include BI & big data consulting & SI and Artificial Intelligence.
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$25,000+Undisclosed50 - 249Providencia, Chile
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Kudaw is a data analytics company. Based in Providencia, Chile, the firm was founded in 2010. Their team specializes in BI & big data consulting & SI and Artificial Intelligence.
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UndisclosedUndisclosed50 - 249
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Cloud Office is a cloud consulting & SI company. The Sofia City, Bulgaria-based agency was launched in 2019. Their services include cloud consulting & SI and Generative AI.
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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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$5,000+$100 - $149 / hr50 - 249Houston, TX
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Odyssey Analytics is a big data company. Their midsize team is located in Houston, Texas and focuses on BI & big data consulting & SI and Artificial Intelligence. The agency was launched in 2019.
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$5,000+$200 - $300 / hr10 - 49
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SuccessCX, a small AI Agents company, is based in Melbourne, Australia. The team specializes in AI Agents and AI Consulting.
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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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UndisclosedUndisclosed10 - 49Muttenz, Switzerland
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Founded in 1998, Informatec AG is a small business intelligence company. Their services include BI & big data consulting & SI and AI Consulting.
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UndisclosedUndisclosed50 - 249Surat, India
Services provided
Based in Surat, India, LogiBrisk is an AI Consulting company. Founded in 2022, the team focuses on AI Consulting and Business Consulting.
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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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$10,000+< $25 / hr50 - 249
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Futops Technologies India Private Limited is a custom software development company. In Pune, India and Pune, India, the team specializes in Custom Software Development and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9
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Expedis AI is an AI development company. In Hyderabad, India, the team focuses on Artificial Intelligence and AI Agents.
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$1,000+$150 - $199 / hr2 - 9
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Otomatic Digital is a Dublin, Ireland-based AI Consulting company. Their services include AI Consulting and Artificial Intelligence.
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UndisclosedUndisclosed250 - 999Gurugram, India
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ThirdEye AI is a midsize IT managed services company launched in 2018. Their services include IT managed services and Artificial Intelligence.
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$50,000+$50 - $99 / hr250 - 999Kyiv, Ukraine
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SQUAD is an IoT development company. In Kyiv, Ukraine, the team provides IoT development and Artificial Intelligence.
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UndisclosedUndisclosed250 - 999
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Launched in 2005, MicroGenesis Sweden AB is a midsize Gothenburg, Sweden-based Robotics Process Automation company. Their services include Robotics Process Automation and AI Consulting.
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Undisclosed$100 - $149 / hr250 - 999Jaipur, India
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Founded in 2018, Grow System ERP is a midsize CRM consulting and SI company in Jaipur, India. Their team provides CRM consulting and SI and ERP consulting and SI.
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$10,000+$25 - $49 / hr250 - 999
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Software development company Bizz solutions is based in tiruchirappalli, India. They focus on Custom Software Development and Mobile App Development and were launched in 2011.
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$10,000+$50 - $99 / hr250 - 999
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TantranZm is an IT strategy consulting company. Founded in 2016, the agency is headquartered in Faridabad, India. Their services include IT strategy consulting and cloud consulting & SI.
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$5,000+< $25 / hr250 - 999Hanoi, Vietnam
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Founded in 2022, DataX Power, a midsize Data Annotation Services company, is in Hanoi, Vietnam. Their services include Data Annotation Services and Artificial Intelligence.
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UndisclosedUndisclosed50 - 249Singapore
Services provided
Headquartered in Singapore, Addo is a midsize AI firm. The team provides Artificial Intelligence and BI & big data consulting & SI.
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$5,000+$50 - $99 / hr50 - 249Singapore
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1CloudHub is an IT managed services company. Their team is in Singapore and Chennai, India and provides IT managed services and cloud consulting & SI.
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$5,000+$100 - $149 / hr10 - 49
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In Dubai, United Arab Emirates and London, England, Bond Media UAE is a web design company. The team specializes in Web Design and Social Media Marketing.
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$10,000+$50 - $99 / hr10 - 49Poznań, Poland
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Aproco.io is an AI Consulting company. The Poznań, Poland-based team offers AI Consulting and Custom Software Development.
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UndisclosedUndisclosed250 - 999Pasig, Philippines
Services provided
Aptus Global Solutions Inc. Is a telephone answering service. Established in 2015, their team focuses on Call Center Services and Artificial Intelligence.
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$1,000+< $25 / hr2 - 9
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Launched in 2013, Sanganan IT Solution, a small artificial intelligence company, is headquartered in Noida, India. Their team offers Artificial Intelligence and ERP consulting and SI.
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$1,000+< $25 / hr2 - 9
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Digiboffins Technologies Private Limited, a small AI Agents company, is in Zirakpur, India. Their services include AI Agents and Artificial Intelligence.
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$1,000+< $25 / hr250 - 999Gurugram, India
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Launched in 2006, Think Future Technologies is an Application Testing company. Their team offers Application Testing and Artificial Intelligence.
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$25,000+< $25 / hr10 - 49
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Sprint is an user experience design company established in 2024. The team specializes in UX/UI Design and Product Design.
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$5,000+$100 - $149 / hr2 - 9
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NextEmTech is a Corporate Training & Coaching company founded in 2025. The small team provides Corporate Training & Coaching and AI Consulting.
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$10,000+$50 - $99 / hr10 - 49Amsterdam, Netherlands
Services provided
NIKX Technologies B.V. Is an Amsterdam, Netherlands-based software development firm. Their services include Custom Software Development and Mobile App Development.
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$1,000+$25 - $49 / hr2 - 9Rīga, Latvia
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Devera is an artificial intelligence firm established in 2019. The agency offers Artificial Intelligence and Web Development, and is small.
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$5,000+$50 - $99 / hr50 - 249
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YBY Outsourcing Solutions is a Latur, India-based AI development company. They provide Artificial Intelligence and AI Agents.
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$1,000+< $25 / hr2 - 9Kochi, India
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DIFFERENTBYTES is an artificial intelligence company. Established in 2024, their team provides Artificial Intelligence and AI Consulting.
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$10,000+$50 - $99 / hr2 - 9West Chester, OH
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Analysis Express, Inc. Is an Engineering company. The agency is in West Chester, Ohio. Their services include Engineering and Artificial Intelligence.
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$10,000+$300+ / hrFreelancerWimborne, England
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Sudoblark is a software development firm launched in 2023. The small team focuses on Custom Software Development and AI Agents.
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$5,000+$50 - $99 / hr10 - 49Tempe, AZ
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Vigilant Technologies is an IT strategy consulting company headquartered in Tempe, Arizona. Launched in 2004, the team focuses on IT strategy consulting and cloud consulting & SI.
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Undisclosed$100 - $149 / hr10 - 49Helsinki, Finland
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Kronometrix, an AI company, was launched in 2014. Based in Helsinki, Finland, the team provides Artificial Intelligence and cloud consulting & SI.
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$10,000+$50 - $99 / hr10 - 49Gdańsk, Poland
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Digital Development is a web development firm. Established in 2022, the company offers Web Development and Mobile App Development.
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$1,000+$25 - $49 / hr50 - 249Campinas, Brazil
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Siena Company, an AI firm, was established in 1996. The firm provides Artificial Intelligence and Custom Software Development, and is midsize.
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UndisclosedUndisclosed50 - 249
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ONTEC AG is a custom software development company. Their midsize team is located in Wien, Austria. Their services include Custom Software Development and Generative AI.
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$250,000+$25 - $49 / hr10 - 49Bengaluru, India
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Founded in 2019, Basal Analytics is a small big data company. Their team provides BI & big data consulting & SI and Artificial Intelligence.
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$5,000+< $25 / hr10 - 49
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Vibencode, a custom software development firm, was established in 2021. The team focuses on Custom Software Development and Artificial Intelligence and is in Indore, India.
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UndisclosedUndisclosed10 - 49
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Muze SPA, an artificial intelligence development company, was established in 2020. The small team specializes in Artificial Intelligence and AI Agents.
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$10,000+$50 - $99 / hr10 - 49Padova, Italy
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Artificial intelligence firm DonQ is located in Padova, Italy. The team specializes in Artificial Intelligence and Mobile App Development.
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$5,000+$50 - $99 / hr10 - 49Cheyenne, WY
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Axix Technologies LLC USA is a small Generative AI company. They specialize in Generative AI and Cybersecurity and were founded in 2017.
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$10,000+$25 - $49 / hr10 - 49
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Orbix Technologies, a website development firm, is located in Sharjah, United Arab Emirates. Their services include Web Development and Artificial Intelligence.
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$5,000+< $25 / hr10 - 49Gurgaon Rural, India
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CLAVRIT DIGITAL SOLUTIONS PRIVATE LIMITED, an AI development company, was established in 2019. The team offers Artificial Intelligence and E-Commerce Development.
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$5,000+$25 - $49 / hr10 - 49
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Rise11 Technologies, an AI firm, was established in 2021. They provides Artificial Intelligence and AI Consulting.
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List of the Best Artificial Intelligence Companies
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$25,000+$50 - $99 / hr50 - 249Poznań, Poland
Ability to deliver
39.9/40.020/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
50% AI Development50% Other -
$25,000+$25 - $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 -
$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 -
$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 -
$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 -
$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.