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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$5,000+Undisclosed2 - 9
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Knowtrex GmbH, a big data company, is in Wildau, Germany. They focus on BI & big data consulting & SI and Custom Software Development.
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$1,000+$100 - $149 / hr2 - 9
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Launched in 2025, Hyphen Digital is an other IT consulting and SI company. The company focuses on other IT consulting and SI and AI Consulting.
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Featured
What are Featured Providers?
$10,000+$25 - $49 / hr50 - 249San Francisco, CAServices provided
See all 27 projectsAzumo is a technology company specializing in custom software development and IT solutions, including web-based applications, AI implementations, and cloud migrations. The reviews highlight Azumo's strong project management, timely delivery, and excellent communication, with 100% positive feedback and frequent praise for their flexibility, responsiveness, and ability to adapt to changing project requirements.
$75,000+$100 - $149 / hr50 - 249New York, NYServices provided
See all 70 projectsBlueLabel is a versatile technology consultancy known for its expertise in AI development, app design, and workflow automation. Across their reviews, clients consistently praise their agility, strategic clarity, and technical execution. BlueLabel's responsiveness and ability to integrate with existing systems are commended by 100% of reviewers, while 60% highlight their exceptional project management. Their commitment to delivering results on time and their ability to align with client cultures and values are frequently noted. Overall, BlueLabel maintains high client satisfaction, with no significant areas for improvement reported.
$10,000+$25 - $49 / hr50 - 249Dubai, United Arab EmiratesServices provided
See all 28 projectsPhaedra Solutions, a software development firm, is highly regarded for delivering end-to-end web and mobile app solutions, UI/UX design, and AI integrations. The company is praised for its professionalism, timely project delivery, and strong communication skills, with 100% of reviews highlighting their reliability and dedication. Clients consistently commend their project management capabilities and responsiveness, although there were minor suggestions for improving internet connectivity during meetings. Overall, 90% of the reviews express satisfaction with Phaedra Solutions' services.
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UndisclosedUndisclosed2 - 9
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Ecommerce Marketing company Rescotec offers Ecommerce Marketing and IT strategy consulting. They are in Hulshout, Belgium.
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$1,000+$25 - $49 / hr2 - 9
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LaraStaff is an IT staff augmentation company. Launched in 2022, their team specializes in IT staff augmentation and Custom Software Development.
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UndisclosedUndisclosed2 - 9Atlanta, GA
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Pillar Technology Partners is a Cybersecurity company. The agency is located in Atlanta, Georgia. Their services include Cybersecurity and Artificial Intelligence.
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$1,000+$100 - $149 / hr2 - 9
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Small AI Consulting company Castaldo Solutions SRL, is located in Milano, Italy. Their services include AI Consulting and Digital Strategy.
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$1,000+$100 - $149 / hr2 - 9
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New Mining Company is a Cybersecurity company. The team offers Cybersecurity and IT managed services, and the agency is headquartered in Glen Cove, New York.
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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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$1,000+$25 - $49 / hr2 - 9Jaipur, India
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AI Agents company Nodesure Technologies is located in Jaipur, India. They specialize in AI Agents and Artificial Intelligence and were launched in 2023.
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$1,000+$50 - $99 / hr2 - 9Meilen, Switzerland
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Quellcode 360 GmbH is a software development company. The Meilen, Switzerland-based company was established in 2025. Their services include Custom Software Development and Web Development.
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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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$1,000+$25 - $49 / hr2 - 9
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Maxxsol is a software development firm. Founded in 2011, the company is located in Lahore, Pakistan. Their services include Custom Software Development and Web Development.
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$10,000+$150 - $199 / hr2 - 9Chippendale, Australia
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Wordie Digital AU, an user experience design agency, is based in Chippendale, Australia. They specialize in UX/UI Design and Web Development.
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Featured
What are Featured Providers?
$25,000+$25 - $49 / hr50 - 249L'viv, UkraineServices provided
See all 62 projectsLeobit is a software development company offering services in custom software development, AI solutions, and IT consultancy. Based on the reviews provided, 100% of clients praised Leobit's technical expertise, timely delivery, and reliable project management. Approximately 90% highlighted their strong collaboration and communication, with no significant areas for improvement noted by clients.
$10,000+< $25 / hr50 - 249New Delhi, IndiaServices provided
See all 64 projectsTechnoYuga Soft Pvt. Ltd. is a versatile software development company specializing in mobile and web applications, AI integration, and UX/UI design. Across numerous reviews, clients consistently praise their ability to deliver projects on time, align with company values, and provide excellent project management and communication. Notably, 100% of reviewers mention TechnoYuga's commitment to exceeding expectations and enhancing user experience, making them a reliable choice for complex tech solutions.
$10,000+< $25 / hr50 - 249Hyderabad, IndiaServices provided
See all 52 projectsAhex Technologies is a versatile software development company offering services in web, mobile, and application development. With over 90% positive feedback across multiple reviews, clients consistently commend their proactive project management, technical expertise, and commitment to customer satisfaction. While most clients praised their adherence to deadlines, a few suggested improvements in DevOps expertise and initial project scoping.
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$5,000+Undisclosed2 - 9Santa Monica, CA
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Hatter AI Search is a SEO agency. Founded in 2024, the agency is located in Santa Monica, California. Their services include Search Engine Optimization and AI Consulting.
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$10,000+$200 - $300 / hr2 - 9
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Rhinegold Consulting BV is an AI Consulting company. Headquartered in Maasmechelen, Belgium, the team focuses on AI Consulting and unified communications consulting & SI.
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$5,000+$100 - $149 / hr2 - 9Rehovot, Israel
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Huberman Insight Ltd is an AI Consulting company established in 2010. The team focuses on AI Consulting and Business Consulting and is based in Rehovot, Israel.
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$10,000+Undisclosed2 - 9Chicago, IL
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10 US Tech Inc. Is a software development company. They are in Chicago, Illinois and have small team. They focus on Custom Software Development and Generative AI.
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$5,000+$100 - $149 / hr2 - 9
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Artificial intelligence firm Ziff Digital is based in Perth, Australia. Launched in 2025, the team provides Artificial Intelligence and Web Development.
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$1,000+$100 - $149 / hr2 - 9Pafos, Cyprus
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CODE DESIGNS is an AI Consulting company. The small Pafos, Cyprus-based team provides AI Consulting and Digital Strategy. The company was founded in 2025.
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$5,000+$100 - $149 / hr2 - 9Birmingham, England
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Scale DM is a SEO agency established in 2019. Headquartered in Birmingham, England, the team focuses on Search Engine Optimization and Generative AI.
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$1,000+$50 - $99 / hr2 - 9
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Located in Silver Spring, Maryland, All Hype Digital is a branding company. Their services include Branding and Business Consulting.
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$1,000+$100 - $149 / hr2 - 9
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Falktron GmbH is a big data company headquartered in Oelde, Germany. They provide BI & big data consulting & SI and IT strategy consulting and were established in 2022.
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$1,000+$100 - $149 / hr2 - 9
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Founded in 2014, Austin Code Monkey is an AI Consulting company. The company provides AI Consulting and Generative AI, and is small.
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Undisclosed$50 - $99 / hr2 - 9
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Siperal, a custom software development firm, was established in 2026. The team specializes in Custom Software Development and Enterprise App Modernization and is based in Adana, Türkiye.
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$1,000+$25 - $49 / hr2 - 9Bratislava, Slovakia
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DarkPixel — Digital Solutions is an AI development company. The Bratislava, Slovakia-based firm specializes in Artificial Intelligence and Custom Software Development.
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$1,000+Undisclosed2 - 9Heilbronn, Germany
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Social media marketing firm Marketing Schmiede Heilbronn is in Heilbronn, Germany. They specialize in Social Media Marketing and AI Consulting and were launched in 2024.
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UndisclosedUndisclosed2 - 9New York, NY
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Canonry, a SEO agency, was launched in 2025. The small team offers Search Engine Optimization and Generative AI.
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$1,000+$100 - $149 / hr2 - 9
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Business Consulting company Compass is located in Brussels, Belgium. The team specializes in Business Consulting and Document Digitization & Management.
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$5,000+Undisclosed2 - 9Montichiari, Italy
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Digital Mood, a Digital Strategy company, was established in 2024. The team specializes in Digital Strategy and Advertising and is located in Montichiari, Italy.
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$1,000+$25 - $49 / hr2 - 9Thunder Bay, Canada
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AI Agents company Clients Connect provides AI Agents and Custom Software Development. They are based in Thunder Bay, Canada.
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$1,000+$25 - $49 / hr2 - 9
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Creleon is a custom software development firm. Based in Rajkot, India, the team specializes in Custom Software Development and Artificial Intelligence.
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$1,000+$25 - $49 / hr2 - 9
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Ermada Group Teknoloji is a software development firm established in 2021. Their team focuses on Custom Software Development and Artificial Intelligence.
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$1,000+$50 - $99 / hr2 - 9Karachi, Pakistan
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Custom software development company Devvnex was launched in 2025. The team specializes in Custom Software Development and Artificial Intelligence.
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$1,000+$25 - $49 / hr2 - 9
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Custom software development company Krinok Technologies provides Custom Software Development and Web Development. They were founded in 2025.
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$10,000+< $25 / hr2 - 9
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IDataOne, a custom software development firm, was launched in 2026. The agency specializes in Custom Software Development and Artificial Intelligence.
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$1,000+$100 - $149 / hr2 - 9
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Stakki is an AI Consulting company. In London, England, their team focuses on AI Consulting and Corporate Training & Coaching.
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$1,000+$50 - $99 / hr2 - 9
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Karigor Ai Labs is an AI Agents company. The team is in Dhaka, Dhaka Division, Bangladesh, and their services include AI Agents and Custom Software Development.
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$1,000+$25 - $49 / hr2 - 9Gola Gokaran Nath, India
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Founded in 2024, Mecverse is a software development company. Their services include Custom Software Development and Artificial Intelligence.
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$5,000+$100 - $149 / hr2 - 9
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SEO agency Bolder Marketing provides Search Engine Optimization and Generative AI. They were launched in 2024.
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$1,000+$100 - $149 / hr2 - 9
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Allprime, a custom software development firm, was established in 2024. Based in Rotterdam, Netherlands, the team provides Custom Software Development and Web Development.
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$5,000+< $25 / hr50 - 249Atlanta, GA
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Business intelligence company Noah Data is in Atlanta, Georgia and Chennai, India. They offer BI & big data consulting & SI and Artificial Intelligence.
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$10,000+$150 - $199 / hr10 - 49Bournemouth, England
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Located in Bournemouth, England, Greenwood Campbell is a web development firm. Established in 2009, the team specializes in Web Development and UX/UI Design.
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$100,000+$150 - $199 / hr50 - 249Montreal, Canada
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Uzinakod, a custom software development company, is in Montreal, Canada. Their services include Custom Software Development and BI & big data consulting & SI.
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$5,000+$25 - $49 / hr10 - 49Khwaeng Bang Chak, Thailand
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DRVR is a data analytics company. They provide BI & big data consulting & SI and IoT development and are headquartered in Khwaeng Bang Chak, Thailand and Yangon, Myanmar.
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Undisclosed$25 - $49 / hr50 - 249Córdoba, Argentina
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Grupo Prominente, an IT managed services company, is in Córdoba, Argentina and Buenos Aires, Argentina. Founded in 1985, the team specializes in IT managed services and IT staff augmentation.
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UndisclosedUndisclosed50 - 249New York, NY
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Elephant Ventures, LLC. Is a web design agency launched in 2004. In New York, New York and Pasig, Philippines, the team offers Web Design and UX/UI Design.
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$25,000+$50 - $99 / hr50 - 249Barcelona, Spain
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Awara IT is a Barcelona, Spain-based ERP consulting and SI company. Launched in 2007, the team specializes in ERP consulting and SI and BI & big data consulting & SI.
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$10,000+$100 - $149 / hr50 - 249Wien, Austria
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Established in 2011, allaboutapps is a mobile app development firm. Their services include Mobile App Development and DevOps Managed Services.
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$1,000+$50 - $99 / hr50 - 249Kolkata, India
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Based in Kolkata, India, Unika Infocom is a software development firm. Their services include Custom Software Development and Mobile App Development.
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UndisclosedUndisclosed50 - 249Hubballi, India
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Custom software development firm Aissel Technologies Private Limited is headquartered in Hubballi, India. The team specializes in Custom Software Development and Generative AI.
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$10,000+Undisclosed50 - 249
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DOrg is an artificial intelligence firm. The Gainesville, Florida-based company focuses on Artificial Intelligence and Blockchain.
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$10,000+$200 - $300 / hr50 - 249Singapore, Singapore
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Gradion is a Singapore, Singapore-based AI Consulting company. They offer AI Consulting and IT strategy consulting and were launched in 2017.
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List of the Best Artificial Intelligence Companies
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$25,000+$25 - $49 / hr1,000 - 9,999Boca Raton, FL
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
25% AI Development75% Other -
$50,000+$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
60% AI Development40% Other -
$50,000+$50 - $99 / hr250 - 999Poznań, Poland
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
80% AI Development20% Other -
$25,000+< $25 / hr250 - 999Gurugram, India
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
55% AI Development45% Other -
$10,000+$25 - $49 / hr50 - 249Gurugram, India
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
50% AI Development50% Other -
$25,000+$50 - $99 / hr50 - 249Poznań, Poland
Ability to deliver
39.5/40.019.6/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
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 -
$50,000+$25 - $49 / hr50 - 249L'viv, Ukraine
Ability to deliver
39/40.019.4/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
60% AI Development40% Other -
$25,000+$25 - $49 / hr250 - 999Kropyvnytskyi, Ukraine
Ability to deliver
38.9/40.019.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
35% AI Development65% Other -
$10,000+$50 - $99 / hr50 - 249Gdańsk, Poland
Ability to deliver
38.9/40.019.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
80% AI Development20% Other -
$25,000+< $25 / hr250 - 999Ahmedabad, India
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other -
$10,000+< $25 / hr250 - 999Ahmedabad, India
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other -
$50,000+$50 - $99 / hr50 - 249Boston, MA
Ability to deliver
38.7/40.019.8/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
50% AI Development50% Other -
$25,000+$25 - $49 / hr250 - 999White Plains, NY
Ability to deliver
39.5/40.019.8/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other -
$100,000+$100 - $149 / hr50 - 249Danvers, MA
Ability to deliver
38.6/40.019/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
80% AI Development20% Other -
$100,000+$50 - $99 / hr250 - 999Cluj-Napoca, Romania
Ability to deliver
38.6/40.019/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
65% AI Development35% Other -
$10,000+$25 - $49 / hr50 - 249San Francisco, CA
Ability to deliver
38.5/40.019/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
65% AI Development35% Other -
$10,000+$50 - $99 / hr10 - 49Lewes, DE
Ability to deliver
38.5/40.019/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
80% AI Development20% Other -
$5,000+$50 - $99 / hr250 - 999McKinney, TX
Ability to deliver
38.4/40.018.4/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
80% AI Development20% Other -
$50,000+$25 - $49 / hr50 - 249Buenos Aires, Argentina
Ability to deliver
39.4/40.020/20 Reviews9.8/10 Clients & Experience9.6/10 Market PresenceService focus
45% AI Development55% Other -
$10,000+$25 - $49 / hr250 - 999Reston, VA
Ability to deliver
38.3/40.018.6/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
60% AI Development40% Other -
$5,000+$50 - $99 / hr10 - 49Los Angeles, CA
Ability to deliver
38.3/40.019.4/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
70% AI Development30% Other -
$10,000+$100 - $149 / hr10 - 49Bengaluru, India
Ability to deliver
38.2/40.019/20 Reviews10/10 Clients & Experience9.2/10 Market PresenceService focus
60% AI Development40% Other -
$10,000+$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
38.1/40.018.4/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
100% AI Development -
$75,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
38.1/40.018.2/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
70% AI Development30% Other -
$10,000+$25 - $49 / hr250 - 999Rzeszów, Poland
Ability to deliver
38.9/40.019.4/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
30% AI Development70% Other -
$25,000+$25 - $49 / hr1,000 - 9,999Orlando, FL
Ability to deliver
39.9/40.020/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
20% AI Development80% Other -
$5,000+$50 - $99 / hr50 - 249Miami, FL
Ability to deliver
38.9/40.019.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
45% AI Development55% Other
Latest Artificial Intelligence Articles
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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.