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 / hr250 - 999Los 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 - $49 / hr2 - 9
Services provided
Zero Latency, LLC is a Casper, Wyoming-based UX agency. They focus on UX/UI Design and IT strategy consulting and were founded in 2025.
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$50,000+$50 - $99 / hr2 - 9
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0ClueSoft is an UX design agency launched in 2022. In Kyiv, Ukraine, the team offers UX/UI Design and cloud consulting & SI.
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Featured
What are Featured Providers?
$75,000+$100 - $149 / hr50 - 249New York, NYServices provided
See all 71 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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$1,000+< $25 / hr2 - 9
Services provided
Creative Growth is a branding company. The Davao, Philippines-based agency was established in 2020. Their services include Branding and UX/UI Design.
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$1,000+$25 - $49 / hr2 - 9
Services provided
Snowcode is a software development company. Their team is in Barcelona, Spain and provides Custom Software Development and Web Development.
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$1,000+$25 - $49 / hr2 - 9Madrid, Spain
Services provided
Founded in 2024, Kanakras is a custom software development firm. The company offers Custom Software Development and Mobile App Development.
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$25,000+$50 - $99 / hr2 - 9Pordenone, Italy
Services provided
UX agency Thinking App was founded in 2022. The firm offers UX/UI Design and Web Development, and is small.
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Undisclosed$25 - $49 / hr2 - 9
Services provided
Launched in 2024, Need For Apps is a software development firm. Headquartered in Pantheeramkavu, India, the team offers Custom Software Development and Web Development.
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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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Undisclosed$100 - $149 / hr2 - 9
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ManoWorks Studio, an IT managed services company, was launched in 2025. The small team specializes in IT managed services and Custom Software Development.
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$10,000+$50 - $99 / hr2 - 9
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Bildra is a Sofia, Bulgaria-based IT managed services company. Established in 2023, the team offers IT managed services and IT staff augmentation.
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Featured
What are Featured Providers?
$10,000+$50 - $99 / hr50 - 249London, EnglandServices provided
See all 23 projectsOld.St Labs is a software development company praised for their expertise in creating bespoke platforms and applications. With a 100% positive feedback rate across reviews, clients consistently commend their professionalism, timely delivery, and strong communication skills. Their adaptability and ability to form strong client relationships are frequently highlighted, making them a reliable partner for diverse project needs.
$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.
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UndisclosedUndisclosed2 - 9
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Zesere, a branding agency, is headquartered in London, England. They offer Branding and Search Engine Optimization and were established in 2025.
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$1,000+< $25 / hr2 - 9
Services provided
Video production company Technetology was founded in 2024. The small team specializes in Video Production and Web Development.
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Featured
What are Featured Providers?
$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.
$25,000+$25 - $49 / hr50 - 249L'viv, UkraineServices provided
See all 63 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.
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Undisclosed< $25 / hr2 - 9
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Red Rubix Innovations, a SEO services firm, was launched in 2024. The small team provides Search Engine Optimization and Web Development.
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Undisclosed$25 - $49 / hr2 - 9
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Established in 2023, BrewMyTech is a software development company. The small team specializes in Custom Software Development and Web Development.
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$1,000+< $25 / hr2 - 9
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Codekubix is a Ludhiana, India-based Digital Strategy company. The team focuses on Digital Strategy and Custom Software Development.
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$5,000+< $25 / hr2 - 9
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Phronixon Technologies is a software development firm. They are in Niger State, Nigeria. Their team offers Custom Software Development and Web Development.
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$1,000+Undisclosed2 - 9
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Drayton Web Technologies, a Mobile & App Marketing company, is based in Dublin, Ireland. The team focuses on Mobile & App Marketing and Web Design.
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UndisclosedUndisclosed2 - 9
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Founded in 2025, Projectory Solutions is a custom software development company. Located in Udupi, India, the team specializes in Custom Software Development and Web Development.
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$5,000+$25 - $49 / hr2 - 9Castelló de la Plana, Spain
Services provided
Nexovia Tech is a Castelló de la Plana, Spain-based IT strategy consulting company. Their services include IT strategy consulting and Custom Software Development.
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UndisclosedUndisclosed2 - 9
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Headquartered in Ranchi, India, TVA TECHNOLOGIA VELOCITAS AI OPC PVT LTD is a social media marketing company. They focus on Social Media Marketing and cloud consulting & SI and were founded in 2025.
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$1,000+$25 - $49 / hr2 - 9
Services provided
Grayscale Technologies, an user experience design agency, is headquartered in Dhaka, Bangladesh. They specialize in UX/UI Design and Custom Software Development.
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UndisclosedUndisclosed2 - 9
Services provided
QuantumHarbour Technologies is a Meerut, India-based branding agency. They provide Branding and Search Engine Optimization and were launched in 2025.
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$5,000+Undisclosed2 - 9
Services provided
The Power of Partnering is a cloud consulting & SI company. The team focuses on cloud consulting & SI and IT managed services and is in Littleton, Colorado.
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$1,000+$100 - $149 / hr2 - 9Miami, FL
Services provided
Ichter, a small custom software development firm, is in Miami, Florida. Their services include Custom Software Development and Web Development.
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$1,000+$150 - $199 / hr2 - 9
Services provided
ETP Tech is an Email Marketing company. The team is located in Atlanta, Georgia, and their services include Email Marketing and Ecommerce Marketing.
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$1,000+$100 - $149 / hr2 - 9
Services provided
REAA Technologies is an AI Agents company. They focus on AI Agents and AI Consulting and were founded in 2021.
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Undisclosed$25 - $49 / hr2 - 9
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HeroDesk IT, an IT strategy consulting company, specialize in IT strategy consulting and Cybersecurity. They were founded in 2024.
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UndisclosedUndisclosed2 - 9Vaughan, Canada
Services provided
Launched in 2023, Zynous is a web development company. Their team focuses on Web Development and Mobile App Development.
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$1,000+$50 - $99 / hr2 - 9
Services provided
Whywise is a Content Marketing company. Launched in 2022, the firm is based in Antwerpen, Belgium. Their services include Content Marketing and Video Production.
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$1,000+$50 - $99 / hr2 - 9
Services provided
CODVOX PTY LTD is a software development company. They are in Melbourne, Australia. Their team specializes in Custom Software Development and Web Development.
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$1,000+$25 - $49 / hr2 - 9
Services provided
Located in Pune, India, NexifyT Innovations is a website development firm. Their services include Web Development and Mobile App Development.
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UndisclosedUndisclosed2 - 9Virginia Beach, VA
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Launched in 2023, Weblems is a small web design company. Their team specializes in Web Design and Custom Software Development.
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Undisclosed$100 - $149 / hr2 - 9
Services provided
Cordeeple is a branding firm founded in 2019. Their team offers Branding and Marketing Strategy.
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Undisclosed$50 - $99 / hr2 - 9
Services provided
IT strategy consulting company KFG Solutions focuses on IT strategy consulting and Custom Software Development. They were established in 2024.
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Undisclosed$25 - $49 / hr2 - 9
Services provided
WebGrow Tech is a Digital Strategy company established in 2024. The team focuses on Digital Strategy and Web Development and is headquartered in Delhi, India.
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UndisclosedUndisclosed2 - 9
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YRBIS is a small branding agency headquartered in New York, New York. Their services include Branding and Market Research.
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UndisclosedUndisclosed2 - 9
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REV9 Contractor Agency is a SEO agency. The agency is headquartered in Woodbridge, Virginia. Their team specializes in Search Engine Optimization and Web Design.
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$1,000+$25 - $49 / hr2 - 9
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Launched in 2024, Growi Tech is a small Vadodara, India-based Digital Strategy company. Their team provides Digital Strategy and Social Media Marketing.
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Undisclosed$50 - $99 / hr2 - 9
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Papier Studio, a Conversion Optimization company, is headquartered in Montréal, Canada. Founded in 2010, the team offers Conversion Optimization and UX/UI Design.
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$1,000+Undisclosed2 - 9
Services provided
Anneal Tech is an IT strategy consulting company based in Round Rock, Texas. Launched in 2024, the team provides IT strategy consulting and Cybersecurity.
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Undisclosed< $25 / hr2 - 9
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Located in Canning Vale, Australia, Manny Technologies Pvt. Ltd. Is a branding company. Founded in 2024, the team provides Branding and Product Design.
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UndisclosedUndisclosed2 - 9
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Qonsult Business Solution is a small Ahmedabad, India-based Blockchain company. The team provides Blockchain and Business Consulting.
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$5,000+< $25 / hr2 - 9
Services provided
Code Pranetra is a software development firm based in Udaipur, India. They specialize in Custom Software Development and Web Development and were launched in 2024.
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$1,000+< $25 / hr2 - 9
Services provided
FeatureMvp, a software development firm, is headquartered in Sialkot, Pakistan. They provide Custom Software Development and Web Development.
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$1,000+$100 - $149 / hr2 - 9
Services provided
Unify Node, a social media marketing agency, focus on Social Media Marketing and Search Engine Optimization. They were launched in 2020.
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$1,000+$25 - $49 / hr2 - 9
Services provided
TechLift Digital is a branding firm based in Chennai, India. Their services include Branding and Social Media Marketing.
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$1,000+$25 - $49 / hr2 - 9
Services provided
Pulsecrafts LLC, an IT strategy consulting company, is in Sheridan, Wyoming. The team offers IT strategy consulting and cloud consulting & SI.
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$1,000+$25 - $49 / hr2 - 9
Services provided
Appostrofy Technologies (OPC) Pvt. Ltd. Is an IT strategy consulting company. Established in 2024, the team provides IT strategy consulting and Custom Software Development.
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$5,000+Undisclosed2 - 9
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Founded in 2024, AUTHENTIC DIGITAL SOLUTIONS, a small branding firm, is in New York, New York. Their team focuses on Branding and Web Design.
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$1,000+$50 - $99 / hr2 - 9
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Appricity is a cloud consulting & SI company. Their small team of employees is headquartered in Córdoba, Argentina. Their team offers cloud consulting & SI and IT managed services.
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$1,000+< $25 / hr2 - 9
Services provided
Located in Sangli, India, Swift2.0 is a small social media marketing company. Their services include Social Media Marketing and Custom Software Development.
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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 -
$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 / hr250 - 999Ahmedabad, India
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% AI Development60% Other -
$50,000+$50 - $99 / hr250 - 999Poznań, Poland
Ability to deliver
39.6/40.019.8/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
80% AI Development20% 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
60% AI Development40% 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 -
$75,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
39.1/40.019.2/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
70% AI Development30% 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 -
$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 -
$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 -
$25,000+$100 - $149 / hr50 - 249Chicago, IL
Ability to deliver
37.9/40.018.4/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
55% AI Development45% Other
Latest Artificial Intelligence Articles
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How to Use Claude Code if You're Not a Developer
Learn how to use Claude Code to build your own AI agents without a coding background, including setup, first steps, and safety tips backed by Clutch data.
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.