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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$10,000+Undisclosed10 - 49Austin, TX
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MFG Software Lab is a web development company. Established in 2021, the firm is located in Austin, Texas. Their services include Web Development and Custom Software Development.
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UndisclosedUndisclosed10 - 49
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Infinitiax is an AI company. They were founded in 2024, and their services include Artificial Intelligence and Mobile App Development.
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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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$5,000+< $25 / hr10 - 49
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SJH Consulting Private Limited is a Staffing company. Their team is in Chennai, India and provides Staffing and Artificial Intelligence.
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$1,000+< $25 / hr10 - 49Peshawar, Pakistan
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Custom software development firm CrovenAI (Private) Limited is headquartered in Peshawar, Pakistan. Their services include Custom Software Development and Artificial Intelligence.
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$1,000+$50 - $99 / hr10 - 49New Delhi, India
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Market Research company Consult Advizo was founded in 2025. The small team specializes in Market Research and AI Consulting.
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$50,000+$25 - $49 / hr10 - 49دبي, United Arab Emirates
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Raika Labs, a Blockchain company, was established in 2025. The agency offers Blockchain and Artificial Intelligence, and is small.
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$1,000+$50 - $99 / hr10 - 49Phoenix, AZ
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Established in 2026, Calvix Technology Solutions, a small IT managed services company, is located in Phoenix, Arizona. Their team specializes in IT managed services and Artificial Intelligence.
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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 / hr10 - 49
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Devsider España is a software development firm. They offer Custom Software Development and Artificial Intelligence and are in Barcelona, Andorra.
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$1,000+$25 - $49 / hr10 - 49Lahore, Pakistan
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Devsinn Technologies is a small software development company founded in 2023. Their team provides Custom Software Development and Artificial Intelligence.
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Featured
What are Featured Providers?
$10,000+$50 - $99 / hr50 - 249London, EnglandServices provided
See all 22 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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$50,000+$150 - $199 / hr10 - 49Vilnius, Lithuania
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Bioto.AI, an AI firm, was launched in 2025. They specializes in Artificial Intelligence and Advertising.
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$5,000+$50 - $99 / hr10 - 49
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Thulir Advisory, a Business Consulting company, provides Business Consulting and AI Consulting. The company is in Madurai, India.
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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 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.
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Undisclosed< $25 / hr10 - 49
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Evosphare Solutions, a small AI Agents company, is in Mumbai, India. Their services include AI Agents and Mobile App Development.
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$1,000+Undisclosed10 - 49
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Based in Khalde, Lebanon, 961 Developments is an AI Agents company. Established in 2026, the team focuses on AI Agents and Custom Software Development.
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$1,000+$50 - $99 / hr10 - 49
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LAX Studio is an AI Agents company launched in 2023. The company provides AI Agents and Social Media Marketing, and is small.
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UndisclosedUndisclosed10 - 49
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Established in 2026, Digiscale Infotech is a small software development company. Their team provides Custom Software Development and Artificial Intelligence.
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$1,000+$25 - $49 / hr10 - 49Surat, India
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SSV Infotech is a software development company. The Surat, India-based firm was launched in 2023. Their team offers Custom Software Development and API Development.
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$1,000+$25 - $49 / hr10 - 49Ahmedabad, India
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Launched in 2026, Code Customs is a custom software development company. The small team provides Custom Software Development and AI Agents.
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$1,000+$25 - $49 / hr10 - 49
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Custom software development firm Epicode Solutions was founded in 2022. The agency provides Custom Software Development and Artificial Intelligence, and is small.
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$1,000+< $25 / hr10 - 49
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GHL Prime LLC is an AI company. The Albuquerque, New Mexico-based company was established in 2024. Their team offers Artificial Intelligence and CRM consulting and SI.
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$1,000+$25 - $49 / hr10 - 49
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Established in 2024, Infi Web Solutions is a small Ludhiana, India-based web development firm. Their services include Web Development and Artificial Intelligence.
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$5,000+Undisclosed10 - 49
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MLABART is a Minhang District, China-based Event Marketing company. They focus on Event Marketing and Lighting Design and were founded in 2010.
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$5,000+$50 - $99 / hr10 - 49Karachi, Pakistan
Services provided
Finnovus Consulting is an AI company. They specialize in Artificial Intelligence and API Development and were launched in 2025.
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UndisclosedUndisclosed10 - 49
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Inventeer Technologies, an AI Consulting company, is headquartered in Coquitlam, Canada. The team offers AI Consulting and IT managed services.
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$1,000+< $25 / hr10 - 49
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Generative AI company Nodes Creative Studio was founded in 2026. The team specializes in Generative AI and Logo.
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$1,000+< $25 / hr10 - 49São Paulo, Brazil
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UNIT is a small São Paulo, Brazil-based big data company. The team offers BI & big data consulting & SI and Advertising.
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UndisclosedUndisclosed10 - 49Murrysville, PA
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Digitalwaze, an AI Agents company, is based in Murrysville, Pennsylvania. Established in 2012, the team offers AI Agents and Custom Software Development.
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$1,000+$50 - $99 / hr10 - 49Amman, Jordan
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Nplay is an Amman, Jordan-based AR/VR development company. They focus on AR/VR development and Artificial Intelligence and were established in 2018.
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Undisclosed$25 - $49 / hr10 - 49
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Wayfind Solution is a web development firm. Established in 2023, the team specializes in Web Development and AI Agents. The agency is headquartered in islamabad, Pakistan.
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UndisclosedUndisclosed10 - 49
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Bounce Technologies is an application development firm established in 2026. The agency focuses on Mobile App Development and AI Consulting, and is small.
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$1,000+$25 - $49 / hr10 - 49
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Established in 2020, L.Y Softwares, a small artificial intelligence development company, is located in Palakkad, India. Their services include Artificial Intelligence and AI Agents.
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Undisclosed$50 - $99 / hr10 - 49
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Fivaro IT is a London, England-based AI Agents company. Established in 2015, the team specializes in AI Agents and Artificial Intelligence.
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$5,000+$25 - $49 / hr10 - 49
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Software development firm Prysmus focuses on Custom Software Development and Mobile App Development. They were established in 2021.
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$1,000+$25 - $49 / hr10 - 49
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Artificial intelligence company NexJeel Technologies provides Artificial Intelligence and Custom Software Development. They are based in Islamabad, Pakistan.
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$1,000+$25 - $49 / hr10 - 49
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Small Generative AI company Softmax technologies and IT services, is located in Indore, India and Jabalpur, India. Their services include Generative AI and API Development.
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$5,000+$25 - $49 / hr10 - 49Faisalabad, Pakistan
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Launched in 2019, Codioo is a small custom software development firm. Their team offers Custom Software Development and Web Development.
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$1,000+$50 - $99 / hr10 - 49
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Founded in 2026, Zyanta Digital Solutions, a small artificial intelligence development company, is in Hyderabad, India. Their services include Artificial Intelligence and Web Development.
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$1,000+$25 - $49 / hr10 - 49
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SAVRION GLOBAL SOLUTIONS is an AI firm. The team is headquartered in New York, New York and London, England, and their services include Artificial Intelligence and Social Media Marketing.
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$25,000+$150 - $199 / hr10 - 49
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Forgepoint Digital is a Digital Strategy company. They were established in 2026 and provide Digital Strategy and AI Consulting.
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$1,000+< $25 / hr10 - 49Ghaziabad, India
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ZaviaNexus, a software development firm, is located in Ghaziabad, India. They focus on Custom Software Development and Artificial Intelligence.
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$10,000+$50 - $99 / hr10 - 49Kalipattur, India
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Launched in 2025, TrizenAI is a small Kalipattur, India-based Generative AI company. Their services include Generative AI and AI Agents.
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UndisclosedUndisclosed10 - 49
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Lawagenz is a Generative AI company established in 2026. The small team specializes in Generative AI and Search Engine Optimization.
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$1,000+$25 - $49 / hr10 - 49
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SaroHub Technologies is a software development firm. They are in Skardu, Pakistan. Their team provides Custom Software Development and Web Development.
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$50,000+Undisclosed10 - 49Cumming, GA
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Moring AI is an AI Agents company. Their small team of employees is based in Cumming, Georgia. Their team offers AI Agents and Artificial Intelligence.
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Undisclosed$25 - $49 / hr10 - 49
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Krypton AI Technologies Private Limited is a small artificial intelligence firm established in 2020. Their services include Artificial Intelligence and IoT development.
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$1,000+Undisclosed10 - 49Ha Noi, Vietnam
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Savant Global is a custom software development company. The small Ha Noi, Vietnam-based team provides Custom Software Development and IT staff augmentation. The agency was founded in 2025.
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UndisclosedUndisclosed10 - 49Chennai, India
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Vivify Soft Tech is a small IT strategy consulting company established in 2024. Their services include IT strategy consulting and AI Consulting.
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$5,000+$25 - $49 / hr10 - 49
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VectovateAI, a software development firm, was established in 2026. The team offers Custom Software Development and Artificial Intelligence.
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$1,000+$50 - $99 / hr10 - 49
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VFGL Tech is a small custom software development company. They provide Custom Software Development and Artificial Intelligence and were established in 2020.
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$1,000+< $25 / hr10 - 49
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Datix AI is an artificial intelligence development company. Their team is headquartered in Islamabad, Pakistan. The company provides Artificial Intelligence and Custom Software Development.
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$1,000+$25 - $49 / hr10 - 49
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AI Agents company DevSolutionsAI is headquartered in Canterbury, England. They offer AI Agents and API 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 -
$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 -
$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 -
$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 -
$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.