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+$50 - $99 / hr2 - 9
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Founded in 2025, Astola Consulting is an AI Agents company. Headquartered in Karachi, Pakistan, the team focuses on AI Agents and AI Consulting.
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$1,000+$50 - $99 / hr2 - 9
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Magenta E-Solutions is an AI development company. Established in 2022, the company offers Artificial Intelligence and IT strategy 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 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 - 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+$100 - $149 / hr2 - 9
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Established in 2024, VeloBridge is a small Coogee, Australia-based CRM consulting and SI company. Their services include CRM consulting and SI and AI Consulting.
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$1,000+Undisclosed2 - 9
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ArchyBase Inc is an Anchorage, Andorra-based Architectural Design company. They focus on Architectural Design and Generative AI.
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UndisclosedUndisclosed2 - 9Atlanta, GA
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S4 Solutions is a custom software development company launched in 2026. The company offers Custom Software Development and AI Consulting.
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$5,000+$50 - $99 / hr2 - 9Roldán, Argentina
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Draweb is a small artificial intelligence development company established in 2010. Their services include Artificial Intelligence and Custom Software Development.
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$1,000+$25 - $49 / hr2 - 9Sheridan, WY
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Riseup Asia is a small Sheridan, Wyoming-based IT staff augmentation company. The team provides IT staff augmentation 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 / hr2 - 9
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Web design company Doja Studios provides Web Design and AI Consulting. They were launched in 2024.
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$5,000+$200 - $300 / hr2 - 9San Francisco, CA
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Scott Street is a custom software development company. They were established in 2025 and offer Custom Software Development and Mobile App 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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$5,000+$150 - $199 / hr2 - 9Helena, AL
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Kryptek is an IT strategy consulting company. Founded in 2026, the company is in Helena, Alabama. Their services include IT strategy consulting and Artificial Intelligence.
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$1,000+$25 - $49 / hr2 - 9
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In Singapore, Singapore, GeoVector is a SEO services firm. Their services include Search Engine Optimization and AI Consulting.
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Featured
What are Featured Providers?
$25,000+$25 - $49 / hr50 - 249L'viv, UkraineServices provided
See all 62 projectsLeobit is a software development company offering services in custom software development, AI solutions, and IT consultancy. Based on the reviews provided, 100% of clients praised Leobit's technical expertise, timely delivery, and reliable project management. Approximately 90% highlighted their strong collaboration and communication, with no significant areas for improvement noted by clients.
$10,000+< $25 / hr50 - 249New Delhi, IndiaServices provided
See all 64 projectsTechnoYuga Soft Pvt. Ltd. is a versatile software development company specializing in mobile and web applications, AI integration, and UX/UI design. Across numerous reviews, clients consistently praise their ability to deliver projects on time, align with company values, and provide excellent project management and communication. Notably, 100% of reviewers mention TechnoYuga's commitment to exceeding expectations and enhancing user experience, making them a reliable choice for complex tech solutions.
$10,000+< $25 / hr50 - 249Hyderabad, IndiaServices provided
See all 52 projectsAhex Technologies is a versatile software development company offering services in web, mobile, and application development. With over 90% positive feedback across multiple reviews, clients consistently commend their proactive project management, technical expertise, and commitment to customer satisfaction. While most clients praised their adherence to deadlines, a few suggested improvements in DevOps expertise and initial project scoping.
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UndisclosedUndisclosed2 - 9Miami Beach, FL
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Launched in 2025, EcoAppraise is an AI Consulting company. Their services include AI Consulting and Compliance Consulting.
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$5,000+$100 - $149 / hr2 - 9Sheikhupura, Pakistan
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Vancroft is a website development company. Their small team is headquartered in Sheikhupura, Pakistan and specializes in Web Development and Artificial Intelligence. The company was launched in
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$1,000+$25 - $49 / hr2 - 9
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Aion Automations is a Playa del Carmen, Mexico-based web design agency. Launched in 2026, the team focuses on Web Design and Artificial Intelligence.
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$1,000+$25 - $49 / hr2 - 9
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Big data company Ketarth Data Insights was launched in 2023. The firm provides BI & big data consulting & SI and AI Consulting.
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$1,000+$50 - $99 / hr2 - 9Miami Beach, FL
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Established in 2022, De Faveri Consulting is a small Miami Beach, Florida-based Cybersecurity company. Their team focuses on Cybersecurity and Custom Software Development.
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$1,000+$200 - $300 / hr2 - 9
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Amplicit is a software development company founded in 2026. The team provides Custom Software Development and Artificial Intelligence.
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$1,000+Undisclosed2 - 9
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NetriAI is an AI Agents company. Founded in 2019, the team focuses on AI Agents and Custom Software Development.
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$10,000+$150 - $199 / hr2 - 9Kolkata, India
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Codeflare Labs, a website development company, is located in Kolkata, India. They focus on Web Development and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Nicosia, Cyprus
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AI Agents company Pi R Squatre ltd is in Nicosia, Cyprus. They offer AI Agents and AI Consulting.
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$1,000+$50 - $99 / hr2 - 9Elda, Spain
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AI Agents company Babieca-Tech is based in Elda, Spain. They offer AI Agents and Artificial Intelligence.
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$1,000+$25 - $49 / hr2 - 9İzmir, Türkiye
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C&D Software is a custom software development firm. Founded in 2022, the team offers Custom Software Development and Mobile App Development.
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$5,000+$200 - $300 / hr2 - 9
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Solway, an AI Agents company, is located in Calgary, Canada. Established in 2023, the team focuses on AI Agents and AI Consulting.
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$1,000+$25 - $49 / hr2 - 9Uberlândia, Brazil
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Agintes Tecnologia is a small Uberlândia, Brazil-based AI Agents company. The team provides AI Agents and Generative AI.
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$1,000+< $25 / hr2 - 9
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Artificial intelligence company Elevate Solutions Experts is headquartered in Rodriguez, Philippines. The team offers Artificial Intelligence and Custom Software Development.
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$1,000+$50 - $99 / hr2 - 9
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The Metavision Multimedia is a web design company. Their small team of employees is located in London, England. Their team offers Web Design and UX/UI Design.
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UndisclosedUndisclosed2 - 9
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Digitalwerk24 is a Weston, Florida-based web design agency. The team focuses on Web Design and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9
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RapidCode, a custom software development firm, provide Custom Software Development and Artificial Intelligence. They were launched in 2023.
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Undisclosed$25 - $49 / hr2 - 9
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BugBiceps is an AI firm. The Bhopal, India-based agency was launched in 2025. Their services include Artificial Intelligence and AI Consulting.
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$1,000+$50 - $99 / hr2 - 9
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Vrddhim Technologies is an artificial intelligence development company. Based in Bhopal, India, the firm was founded in 2025. Their team focuses on Artificial Intelligence and AI Consulting.
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$1,000+< $25 / hr2 - 9Bengaluru, India
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Khosha Systems is a small custom software development firm. Launched in 2024, the team offers Custom Software Development and Web Development.
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UndisclosedUndisclosed2 - 9
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Headquartered in Delaware, Delaware, Recuro is a small Engineering company. The team provides Engineering and IT strategy consulting.
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$5,000+$25 - $49 / hr2 - 9Hyderabad, India
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IT strategy consulting company Entraniti is located in Hyderabad, India. They specialize in IT strategy consulting and IT managed services.
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$1,000+$50 - $99 / hr2 - 9
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GoGreenlit is an Application Testing company. They were founded in 2026, and their services include Application Testing and AI Consulting.
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$1,000+$25 - $49 / hr2 - 9
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Mehul Ghoghol is an AI Agents company based in Ahmedabad, India. Their services include AI Agents and Artificial Intelligence.
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$1,000+< $25 / hr2 - 9
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100 Logic is an AI company. Based in Talagang, Pakistan, their small team specializes in Artificial Intelligence and Custom Software Development. The firm was founded in 2025.
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$1,000+$25 - $49 / hr2 - 9
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Buzaro is a software development firm launched in 2025. Their services include Custom Software Development and Artificial Intelligence.
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$50,000+$200 - $300 / hr2 - 9
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SyncTech.Dev is a custom software development company. Founded in 2015, their team offers Custom Software Development and AI Agents.
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$1,000+$100 - $149 / hr2 - 9
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Agentcy, a custom software development company, was founded in 2025. The team offers Custom Software Development and Microservices Architecture Services.
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$1,000+$50 - $99 / hr2 - 9Auckland, New Zealand
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Small artificial intelligence firm Growin, is located in Auckland, New Zealand. Their services include Artificial Intelligence and AI Consulting.
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$10,000+$100 - $149 / hr2 - 9Plymouth, MN
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Quezaal, an AI development company, was established in 2023. The firm focuses on Artificial Intelligence and AI Consulting, and is small.
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UndisclosedUndisclosed2 - 9Tisk, India
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IT strategy consulting company Parama Technologies is located in Tisk, India. They provide IT strategy consulting and Artificial Intelligence.
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$1,000+Undisclosed2 - 9
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Potter Analytics Group is a CRM consulting and SI company in Las Vegas, Nevada. They provide CRM consulting and SI and BI & big data consulting & SI.
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$5,000+$25 - $49 / hr2 - 9High Wycombe, England
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Puzzle Metrics Limited is an AI firm. The High Wycombe, England-based agency was launched in 2025. Their services include Artificial Intelligence and Generative AI.
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$1,000+$25 - $49 / hr2 - 9
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Sehle is an artificial intelligence company. Established in 2026, the team specializes in Artificial Intelligence and AI Agents.
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Undisclosed$25 - $49 / hr2 - 9Shymkent, Kazakhstan
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EVailyt, a CRM consulting and SI company, was launched in 2025. The firm specializes in CRM consulting and SI and Low/No Code Development.
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$10,000+$100 - $149 / hr2 - 9
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EverBright IT GmbH is an IT strategy consulting company. They offer IT strategy consulting and Custom Software Development and were launched in 2024.
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$1,000+$100 - $149 / hr2 - 9London, England
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AI Execution Architect is a London, England-based Business Consulting company. Their services include Business Consulting and AI Consulting.
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$1,000+$25 - $49 / hr2 - 9Bandung, Indonesia
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Robotics Process Automation company PT. Teknologi Inovasi Indo Mirai is located in Bandung, Indonesia. Their services include Robotics Process Automation and Artificial Intelligence.
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$1,000+Undisclosed2 - 9Sacramento, CA
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Launched in 2025, obtAInium Agency is a Content Marketing company. Their services include Content Marketing and Generative AI.
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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.