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 86 projectsSimform is a software development company specializing in custom software solutions, mobile app development, and system integrations. Reviews highlight their strong communication, technical expertise, and responsiveness, with 90% of feedback being positive. Clients appreciate their dedication to understanding long-term goals, resulting in sustainable solutions. A recurring theme (noted by 70% of reviewers) is their ability to seamlessly integrate with in-house teams and deliver on time.
$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.
$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.
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UndisclosedUndisclosed2 - 9
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LT-Development is a small Advertising company launched in 2024. Their services include Advertising and Web Design.
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$1,000+< $25 / hr2 - 9
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Established in 2020, Progressive Web Pty Ltd is a Digital Strategy company. Headquartered in Edenvale, South Africa, the team specializes in Digital Strategy and Web Design.
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Featured
What are Featured Providers?
$10,000+$25 - $49 / hr50 - 249San Francisco, CAServices provided
See all 26 projectsAzumo is a software development company known for its expertise in AI development and custom software solutions. Clients consistently praise Azumo for its high-quality deliverables, responsiveness, and exceptional project management. Across reviews, 100% of clients highlight their professionalism and ability to meet deadlines, with many noting their flexibility and strong communication skills as standout attributes.
$10,000+$50 - $99 / hr250 - 999Austin, TXServices provided
See all 61 projectsQubika is a versatile technology services company specializing in mobile app development, data engineering, and product design solutions. Overall feedback is overwhelmingly positive, with 100% of reviews highlighting their professionalism, timely delivery, and high-quality work. Clients frequently praise Qubika's adaptability, communication, and the ability to quickly provide skilled talent, making them a preferred partner across various technology-driven projects.
$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.
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Undisclosed< $25 / hr2 - 9
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Small SEO agency Creacove, is located in Lagos , Nigeria. Their services include Search Engine Optimization and Video Production.
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$1,000+$25 - $49 / hr2 - 9
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ZAZATEK AI SOFTWARE SOLUTIONS, a small UX design agency, is in Chennai, India and Bangalore, India. Their services include UX/UI Design and Web Development.
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$1,000+$25 - $49 / hr2 - 9
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Headquartered in srinagar, India, Claidsphere Solutions Private Limited is a SEO agency. The team focuses on Search Engine Optimization and IT managed services.
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$1,000+$25 - $49 / hr2 - 9
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ByteNest Labs, a web design agency, was launched in 2024. The small team specializes in Web Design and UX/UI Design.
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Undisclosed$25 - $49 / hr2 - 9Vancouver, WA
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Big data company Lambda AI Solutions was launched in 2025. The small team focuses on BI & big data consulting & SI and IT staff augmentation.
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Featured
What are Featured Providers?
$25,000+$50 - $99 / hr10 - 49Lisboa, PortugalServices provided
See all 28 projectsAltar.io is a software development company specializing in creating MVPs and custom solutions for startups across various industries. Reviews consistently highlight their exceptional project management and responsiveness, with 100% of reviewers praising their proactive communication and unique approach to collaboration. Clients commend Altar.io for their innovative thinking and dedication, with over 90% noting their ability to align projects with business goals.
$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.
$25,000+$25 - $49 / hr250 - 999Dallas, TXServices provided
See all 53 projectsCodeNinja is a versatile software development company offering services including AI integration, custom SaaS solutions, enterprise web development, and staff augmentation. Their client feedback is overwhelmingly positive, with approximately 95% of reviews praising their project management, responsiveness, and alignment with business needs. Clients appreciate their ability to deliver innovative, user-friendly solutions on time and within budget, making them a reliable development partner.
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$1,000+< $25 / hr2 - 9
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Vanguardev is a small website development firm founded in 2023. Their team specializes in Web Development and Custom Software Development.
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UndisclosedUndisclosed2 - 9
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Foxtown Marketing is a SEO company. They were founded in 2020 and offer Search Engine Optimization and AI Consulting.
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Featured
What are Featured Providers?
$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.
$10,000+$25 - $49 / hr50 - 249Lucknow, IndiaServices provided
See all 37 projectsKraftors Web Solutions Private Limited is a versatile software development company providing a wide range of services, including web and app development, AI solutions, and analytics platforms. Based on client reviews, the company delivers projects on time and demonstrates strong project management skills. Impressively, 100% of reviewers highlighted their ability to understand complex client needs and align their solutions accordingly, resulting in enhanced user engagement and operational efficiency.
$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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$5,000+$200 - $300 / hr2 - 9
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Columbus Business Consulting is an IT strategy consulting company located in Columbus, Ohio. They specialize in IT strategy consulting and Business Consulting.
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$1,000+$25 - $49 / hr2 - 9
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Flowbte is a software development firm. Launched in 2024, the firm provides Custom Software Development and Web Development.
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Featured
What are Featured Providers?
$25,000+$25 - $49 / hr50 - 249L'viv, UkraineServices provided
See all 59 projectsLeobit is a software development company specializing in AI and mobile application solutions, catering to diverse industry needs such as FinTech, IoT, and digital marketing. Reviews consistently praise their technical expertise, strategic partnership approach, and on-time delivery, with 100% of feedback highlighting their reliability and effective communication. Leobit’s ability to adapt to changing requirements and offer innovative solutions is universally recognized by their 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+$50 - $99 / hr50 - 249Denver, COServices provided
See all 96 projectsJPLoft is a versatile and dynamic app and web development company, known for its high ratings and effective project management. Across its reviews, 100% of clients highlight the company's ability to meet deadlines and deliver high-quality, innovative solutions. Clients commend JPLoft for its proactive communication, creative problem-solving, and partnership-oriented approach. Overall, JPLoft shows consistent excellence in transforming client visions into functional, user-friendly platforms.
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UndisclosedUndisclosed2 - 9Edinburgh, Scotland
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As is a SEO agency. The firm is located in Edinburgh, Scotland. Their team provides Search Engine Optimization and Web Design.
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$10,000+$50 - $99 / hr2 - 9
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Founded in 2017, Enablein is a cloud consulting & SI company. Headquartered in Rawalpindi, Pakistan, the team offers cloud consulting & SI and Custom Software Development.
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Undisclosed$25 - $49 / hr2 - 9Lalitpur, Nepal
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Founded in 2025, Ora Technologies is a small Lalitpur, Nepal-based SEO agency. Their services include Search Engine Optimization and Cybersecurity.
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$1,000+$100 - $149 / hr2 - 9
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Ellanaia is an Advertising company headquartered in Wiener Neustadt, Austria. Their services include Advertising and Direct Marketing.
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$1,000+< $25 / hr2 - 9
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Launched in 2025, Infografts is a small video production company. Their services include Video Production and Artificial Intelligence.
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$5,000+$50 - $99 / hr2 - 9
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Big data analytics company Bentech was launched in 2022. The agency offers BI & big data consulting & SI and Custom Software Development, and is small.
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$25,000+$50 - $99 / hr2 - 9
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Launched in 2016, ZIX DEV, a small web development firm, is based in Sfax, Tunisia. Their team offers Web Development and Mobile App Development.
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$1,000+< $25 / hr2 - 9
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Launched in 2024, TechEcho is a small UX design agency. Their team offers UX/UI Design and Custom Software Development.
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UndisclosedUndisclosed2 - 9
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Skeema is an artificial intelligence development company. Their small team of employees is in Dover, Delaware. Their team offers Artificial Intelligence and Application Management & Support.
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Undisclosed< $25 / hr2 - 9
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Console Log Pvt Ltd is a small custom software development company. They focus on Custom Software Development and Web Development and were established in 2024.
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$1,000+< $25 / hr2 - 9
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SoftSprouts, an app development firm, was launched in 2025. The company specializes in Mobile App Development and IT strategy consulting.
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Undisclosed$25 - $49 / hr2 - 9
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Orvion, a Product Design company, was launched in 2024. Located in Ahmedabad, India, the team provides Product Design and Web Development.
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$1,000+$100 - $149 / hr2 - 9Austin, TX
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CYJNA Analytics and Consulting, a cloud consulting & SI company, specializes in cloud consulting & SI and Cybersecurity. The agency is headquartered in Austin, Texas.
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$1,000+< $25 / hr2 - 9
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Komocs is a SEO agency. The Jaffna, Sri Lanka-based agency focuses on Search Engine Optimization and Custom Software Development.
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$1,000+$25 - $49 / hr2 - 9Vadodara, India
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Dotsoft Innovations Private Limited is an UX design agency. They are based in Vadodara, India and have small team. They offer UX/UI Design and Cybersecurity.
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$10,000+$150 - $199 / hr2 - 9London, England
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In London, England, Altidia Consulting is a small IT strategy consulting company. Their services include IT strategy consulting and cloud consulting & SI.
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$1,000+< $25 / hr2 - 9Ahmedabad, India
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Binex Solutions Private Limited is an IT staff augmentation company. They are located in Ahmedabad, India, and their services include IT staff augmentation and IT strategy consulting.
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$1,000+$50 - $99 / hr2 - 9
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Data analytics company SoftArk was established in 2024. The team specializes in BI & big data consulting & SI and Custom Software Development.
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$1,000+< $25 / hr2 - 9
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INNOVATIVE FIGITAL PVT LTD, a small social media marketing firm, is headquartered in Vijayawada, India. Their services include Social Media Marketing and Search Engine Optimization.
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$1,000+$25 - $49 / hr2 - 9
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Small custom software development firm Quickipedia IT Innovations Pvt. Ltd., is headquartered in New Delhi, India. The team provides Custom Software Development and Web Development.
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Undisclosed< $25 / hr2 - 9Greater Noida, India
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Webddaddy Technologies LLP is a SEO agency in Greater Noida, India. They specialize in Search Engine Optimization and Web Design.
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$1,000+$25 - $49 / hr2 - 9Warszawa, Poland
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UX agency ECM Digital is in Warszawa, Poland and Frankfurt am Main, Germany. The team focuses on UX/UI Design and Product Design.
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$5,000+$25 - $49 / hr2 - 9
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Groww Global Private Limited is a small web design company. Established in 2016, the team provides Web Design and Web Development.
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$1,000+$25 - $49 / hr2 - 9Ahmedabad, India
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Think Next Innovation, an UX agency, specialize in UX/UI Design and Custom Software Development. They were founded in 2025.
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$5,000+$25 - $49 / hr2 - 9
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Foton, a web design company, specializes in Web Design and UX/UI Design. The firm is based in Pristina, Kosovo.
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Undisclosed$25 - $49 / hr2 - 9
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Launched in 2022, HYOWONTEC Inc is a software development company. The team specializes in Custom Software Development and Web Development.
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Undisclosed< $25 / hr2 - 9
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Softdevagency is a Cybersecurity company headquartered in Tijuana, Mexico. They specialize in Cybersecurity and Custom Software Development.
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$25,000+$100 - $149 / hr2 - 9
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Generalytics is a custom software development firm launched in 2023. Their services include Custom Software Development and Artificial Intelligence.
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$1,000+$25 - $49 / hr2 - 9
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Presync, a small software development company, is headquartered in Dhaka, Bangladesh. The team specializes in Custom Software Development and Web Development.
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Undisclosed< $25 / hr2 - 9
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Tetragonos is a Kolkata, India-based Product Design company. They provide Product Design and Custom Software Development.
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$1,000+$25 - $49 / hr2 - 9Mumbai, India
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SpecterSEO, a SEO agency, was established in 2025. The company focuses on Search Engine Optimization and Artificial Intelligence, and is small.
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$1,000+$25 - $49 / hr2 - 9
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Launched in 2024, i110Labs, a small IT staff augmentation company, is based in Hyderabad, India. Their services include IT staff augmentation and IoT development.
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$5,000+$25 - $49 / hr2 - 9London, England
Services provided
Greyroom Labs, a software development company, is in London, England. The team focuses on Custom Software Development and Web Development.
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$1,000+$25 - $49 / hr2 - 9
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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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$1,000+< $25 / hr2 - 9
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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
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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
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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
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UX agency Thinking App was founded in 2022. The firm offers UX/UI Design and Web Development, and is small.
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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
40/40.020/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
50% AI Development50% 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+$50 - $99 / hr50 - 249Gdańsk, Poland
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
80% AI Development20% Other -
$10,000+$50 - $99 / hr10 - 49Lewes, DE
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
80% AI Development20% 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 -
$10,000+$25 - $49 / hr50 - 249Jaipur, India
Ability to deliver
39.3/40.019.8/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
50% AI Development50% 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 -
$10,000+$25 - $49 / hr250 - 999Reston, VA
Ability to deliver
39.1/40.019.4/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
60% AI Development40% Other -
$50,000+$50 - $99 / hr250 - 999Poznań, Poland
Ability to deliver
39/40.019.2/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
80% AI Development20% Other -
$75,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
38.9/40.019/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
70% AI Development30% Other -
$75,000+$50 - $99 / hr50 - 249Marlborough, MA
Ability to deliver
38.9/40.020/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
60% AI Development40% Other -
$25,000+< $25 / hr250 - 999Ahmedabad, India
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other -
$25,000+$25 - $49 / hr250 - 999White Plains, NY
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other -
$100,000+$100 - $149 / hr50 - 249Danvers, MA
Ability to deliver
38.8/40.019.2/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
80% AI Development20% Other -
$1,000+$25 - $49 / hr1,000 - 9,999London, England
Ability to deliver
38.6/40.019.2/20 Reviews9.6/10 Clients & Experience9.8/10 Market PresenceService focus
35% AI Development65% 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 / hr250 - 999Rzeszów, Poland
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
30% AI Development70% 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 / hr50 - 249San Francisco, CA
Ability to deliver
38.1/40.018.6/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
65% AI Development35% Other -
$5,000+$50 - $99 / hr10 - 49San Diego, CA
Ability to deliver
38.1/40.019.2/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
70% AI Development30% 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 -
$50,000+$50 - $99 / hr1,000 - 9,999New York, NY
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
20% AI Development80% Other -
$25,000+$25 - $49 / hr50 - 249Sarasota, FL
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% AI Development60% Other -
$25,000+$50 - $99 / hr250 - 999Wrocław, Poland
Ability to deliver
37.7/40.018/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
80% AI Development20% Other -
$25,000+$25 - $49 / hr250 - 999Dallas, TX
Ability to deliver
37.6/40.019.2/20 Reviews10/10 Clients & Experience8.4/10 Market PresenceService focus
50% AI Development50% Other -
$5,000+$25 - $49 / hr50 - 249
Ability to deliver
39.6/40.020/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
40% AI Development60% Other -
$5,000+$50 - $99 / hr250 - 999McKinney, TX
Ability to deliver
37.6/40.017.6/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
80% AI Development20% Other -
$50,000+$50 - $99 / hr250 - 999London, England
Ability to deliver
37.5/40.018.2/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
50% AI Development50% Other -
$25,000+$100 - $149 / hr10 - 49Bengaluru, India
Ability to deliver
37.5/40.018.6/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
60% AI Development40% Other
Latest Artificial Intelligence Articles
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Artificial Intelligence Development Company FAQs
Looking for an artificial intelligence company but not sure where to start? We've put together answers to the most common questions businesses ask when searching for a trusted partner. This FAQ covers what you need to know before hiring an artificial intelligence company, from pricing and services to results and red flags.
Clutch showcases companies using AI to automate processes, personalize experiences, and solve complex problems 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.