Top Artificial Intelligence Companies
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Featured
What are Featured Providers?
$25,000+$25 - $49 / hr1,000 - 9,999Orlando, FLServices provided
See all 86 projectsSimform is a software development company specializing in custom software solutions, mobile app development, and system integrations. Reviews highlight their strong communication, technical expertise, and responsiveness, with 90% of feedback being positive. Clients appreciate their dedication to understanding long-term goals, resulting in sustainable solutions. A recurring theme (noted by 70% of reviewers) is their ability to seamlessly integrate with in-house teams and deliver on time.
$50,000+$100 - $149 / hr10 - 49Vancouver, CanadaServices provided
See all 6 projectsWizard Labs is a technology consultancy specializing in AI and machine learning solutions. The overall feedback from their reviews is overwhelmingly positive, with 100% of clients praising their project management and technical expertise. Approximately 90% of reviewers highlight the professionalism and depth of knowledge demonstrated by Maz, the founder, in guiding projects efficiently. Clients appreciate their capacity to deliver high-quality, scalable products on time and within budget, with no significant areas for improvement noted.
$75,000+$100 - $149 / hr50 - 249New York, NYServices provided
See all 70 projectsBlueLabel is a versatile technology consultancy known for its expertise in AI development, app design, and workflow automation. Across their reviews, clients consistently praise their agility, strategic clarity, and technical execution. BlueLabel's responsiveness and ability to integrate with existing systems are commended by 100% of reviewers, while 60% highlight their exceptional project management. Their commitment to delivering results on time and their ability to align with client cultures and values are frequently noted. Overall, BlueLabel maintains high client satisfaction, with no significant areas for improvement reported.
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$1,000+$100 - $149 / hr2 - 9
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NeverMiss is an AI Consulting company. Established in 2025, the team provides AI Consulting. The firm is located in Nottingham, England.
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$1,000+$50 - $99 / hr2 - 9
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AI Governance Direct Limited is a Liverpool, England-based AI Consulting company. The team specializes in AI Consulting.
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Featured
What are Featured Providers?
$10,000+$25 - $49 / hr50 - 249San Francisco, CAServices provided
See all 26 projectsAzumo is a software development company with a strong emphasis on customized solutions, cloud migration, and resource augmentation. Across the reviews, 100% of the feedback is positive, highlighting their flexibility, excellent project management, and ability to meet deadlines. Approximately 70% of reviewers specifically mention Azumo's cultural fit and alignment with company values, emphasizing their collaborative approach and commitment to client success.
$10,000+$50 - $99 / hr250 - 999Austin, TXServices provided
See all 61 projectsQubika is a versatile technology services company specializing in mobile app development, data engineering, and product design solutions. Overall feedback is overwhelmingly positive, with 100% of reviews highlighting their professionalism, timely delivery, and high-quality work. Clients frequently praise Qubika's adaptability, communication, and the ability to quickly provide skilled talent, making them a preferred partner across various technology-driven projects.
$10,000+$150 - $199 / hr10 - 49Webster Groves, MOServices provided
See all 23 projectsSketch Development is a versatile software development company providing comprehensive services such as UX/UI design, Agile coaching, and custom software solutions across various sectors. Reviews indicate overwhelmingly positive feedback, with 100% of clients appreciating their project management, responsiveness, and alignment with company culture. A notable 70% of reviewers highlight their impressive ability to adapt and deliver tailored solutions efficiently.
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$10,000+$200 - $300 / hr2 - 9
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Small artificial intelligence development company SafeLab, is in Irvine, California. Their services include Artificial Intelligence and AI Consulting.
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$1,000+$100 - $149 / hrFreelancer
Services provided
King Intelligence, an AI Consulting company, is based in Hartville, Ohio. Their services include AI Consulting.
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Undisclosed$300+ / hr10 - 49Bangkok, Thailand
Services provided
Zotect Digital Capital Co., Ltd. Is an AI Consulting company in Bangkok, Thailand. Their services include AI Consulting and cloud consulting & SI.
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$1,000+$150 - $199 / hr2 - 9North Wollongong, Australia
Services provided
Established in 2025, momentuum AI Automation is an artificial intelligence company. Their team specializes in Artificial Intelligence and AI Consulting.
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$5,000+$200 - $300 / hr2 - 9
Services provided
Ironworks AI is an AI Consulting company. Founded in 2026, the firm is located in Richmond, Virginia. Their services include AI Consulting and Artificial Intelligence.
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Featured
What are Featured Providers?
$25,000+$50 - $99 / hr10 - 49Lisboa, PortugalServices provided
See all 28 projectsAltar.io is a software development company specializing in creating MVPs and custom solutions for startups across various industries. Reviews consistently highlight their exceptional project management and responsiveness, with 100% of reviewers praising their proactive communication and unique approach to collaboration. Clients commend Altar.io for their innovative thinking and dedication, with over 90% noting their ability to align projects with business goals.
$10,000+$50 - $99 / hr50 - 249Rīga, LatviaServices provided
See all 35 projectsSnotor is a versatile development company specializing in software and mobile app development, AI solutions, and technical audits. Their reviews on Clutch.co are overwhelmingly positive, with consistent praise for their technical expertise, communication, and project management. Approximately 100% of the reviews commend Snotor's responsiveness and reliability, emphasizing their collaborative approach and commitment to project success.
$25,000+$25 - $49 / hr250 - 999Dallas, TXServices provided
See all 53 projectsCodeNinja is a versatile software development company offering services including AI integration, custom SaaS solutions, enterprise web development, and staff augmentation. Their client feedback is overwhelmingly positive, with approximately 95% of reviews praising their project management, responsiveness, and alignment with business needs. Clients appreciate their ability to deliver innovative, user-friendly solutions on time and within budget, making them a reliable development partner.
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$1,000+$25 - $49 / hr2 - 9
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Hamid Ayub is an artificial intelligence firm. Located in Lahore, Pakistan, their team focuses on Artificial Intelligence and Custom Software Development.
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$5,000+Undisclosed10 - 49
Services provided
AI development company securentity is based in pune, China. They provide Artificial Intelligence.
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Featured
What are Featured Providers?
$10,000+$25 - $49 / hr50 - 249Dubai, United Arab EmiratesServices provided
See all 28 projectsPhaedra Solutions, a software development firm, is highly regarded for delivering end-to-end web and mobile app solutions, UI/UX design, and AI integrations. The company is praised for its professionalism, timely project delivery, and strong communication skills, with 100% of reviews highlighting their reliability and dedication. Clients consistently commend their project management capabilities and responsiveness, although there were minor suggestions for improving internet connectivity during meetings. Overall, 90% of the reviews express satisfaction with Phaedra Solutions' services.
$10,000+$25 - $49 / hr50 - 249Lucknow, IndiaServices provided
See all 36 projectsKraftors Web Solutions Private Limited is a versatile software development company providing a wide range of services, including web and app development, AI solutions, and analytics platforms. Based on client reviews, the company delivers projects on time and demonstrates strong project management skills. Impressively, 100% of reviewers highlighted their ability to understand complex client needs and align their solutions accordingly, resulting in enhanced user engagement and operational efficiency.
$25,000+$50 - $99 / hr50 - 249Fornebu, NorwayServices provided
See all 15 projectsLANARS is a versatile technology solutions company specializing in mobile app development, software development, and web services. The overall feedback from their clients on Clutch.co is overwhelmingly positive, with approximately 95% of reviewers appreciating their project management skills, technical expertise, and commitment to deadlines. Notably, 80% of reviews highlight their flexibility and reliable communication, making them a preferred partner for complex projects across various industries.
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$50,000+< $25 / hr2 - 9Bengaluru, India
Services provided
Nanokart India Pvt Ltd is an artificial intelligence company. Launched in 2026, the company is headquartered in Bengaluru, India. Their services include Artificial Intelligence and Generative AI.
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UndisclosedUndisclosed2 - 9
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OasisTecWorks, an artificial intelligence company, was founded in 2025. Located in dubai, United Arab Emirates, the team specializes in Artificial Intelligence and AI Consulting.
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Featured
What are Featured Providers?
$25,000+$25 - $49 / hr50 - 249L'viv, UkraineServices provided
See all 59 projectsLeobit is a software development company specializing in AI and mobile application solutions, catering to diverse industry needs such as FinTech, IoT, and digital marketing. Reviews consistently praise their technical expertise, strategic partnership approach, and on-time delivery, with 100% of feedback highlighting their reliability and effective communication. Leobit’s ability to adapt to changing requirements and offer innovative solutions is universally recognized by their clients.
$10,000+< $25 / hr50 - 249New Delhi, IndiaServices provided
See all 64 projectsTechnoYuga Soft Pvt. Ltd. is a versatile software development company specializing in mobile and web applications, AI integration, and UX/UI design. Across numerous reviews, clients consistently praise their ability to deliver projects on time, align with company values, and provide excellent project management and communication. Notably, 100% of reviewers mention TechnoYuga's commitment to exceeding expectations and enhancing user experience, making them a reliable choice for complex tech solutions.
$10,000+$50 - $99 / hr50 - 249Denver, COServices provided
See all 96 projectsJPLoft is a versatile and dynamic app and web development company, known for its high ratings and effective project management. Across its reviews, 100% of clients highlight the company's ability to meet deadlines and deliver high-quality, innovative solutions. Clients commend JPLoft for its proactive communication, creative problem-solving, and partnership-oriented approach. Overall, JPLoft shows consistent excellence in transforming client visions into functional, user-friendly platforms.
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$5,000+$150 - $199 / hr2 - 9Metairie, LA
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Lifebots.Co is an AI Consulting company launched in 2024. The small team offers AI Consulting and Artificial Intelligence.
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$5,000+Undisclosed2 - 9Case Sparse, Italy
Services provided
Kynetixx is an AI firm. Based in Case Sparse, Italy, the team focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Sacramento, CA
Services provided
Intent.Health is a small AI Consulting company. Founded in 2025, the team focuses on AI Consulting.
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UndisclosedUndisclosed2 - 9Atlanta, GA
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Adaptivon AI is a small Atlanta, Georgia-based AI firm. The team offers Artificial Intelligence and AI Consulting.
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$1,000+$50 - $99 / hr2 - 9Leeds, England
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Artificial intelligence firm Clinton AI ltd is in Leeds, England. They offer Artificial Intelligence and AI Consulting and were launched in 2026.
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$5,000+$100 - $149 / hr2 - 9St. Johns, FL
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AI Consulting company Pathforge Consulting was founded in 2026. The team offers AI Consulting and IT strategy consulting and is in St. Johns, Florida.
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$1,000+Undisclosed2 - 9Mosfiloti, Cyprus
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AITENCY is an AI firm. Established in 2023, their team specializes in Artificial Intelligence and AI Agents.
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UndisclosedUndisclosed2 - 9
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Execution Point Consulting is a Miami, Florida-based AI Consulting company. Their services include AI Consulting and Artificial Intelligence.
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UndisclosedUndisclosed10 - 49Nürnberg, Germany
Services provided
Kibo AI, an AI Consulting company, offers AI Consulting and Artificial Intelligence. The company is headquartered in Nürnberg, Germany.
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$5,000+$100 - $149 / hr2 - 9Bad Kissingen, Germany
Services provided
Artificial intelligence company Partner.KI was established in 2025. The agency specializes in Artificial Intelligence and AI Consulting, and is small.
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$10,000+Undisclosed2 - 9Bergheim, Germany
Services provided
AI company Sophera Consulting is located in Bergheim, Germany. Their services include Artificial Intelligence and AI Consulting.
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$1,000+Undisclosed2 - 9
Services provided
WebFrost is an AI development company. Their small team of employees is located in Buenos Aires, Argentina. Their team focuses on Artificial Intelligence and AI Agents.
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Undisclosed$25 - $49 / hr2 - 9Gurugram, India
Services provided
Optivus Technologies is an AI Consulting company established in 2025. The small team specializes in AI Consulting and Artificial Intelligence.
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$10,000+$200 - $300 / hr2 - 9
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Ell Advisory is an AI Consulting company. Founded in 2023, the agency specializes in AI Consulting and Generative AI.
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$1,000+$25 - $49 / hr10 - 49
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Zoclearnings is an East Brunswick, New Jersey-based Generative AI company. They offer Generative AI and AI Consulting and were established in 2009.
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$1,000+$25 - $49 / hr2 - 9
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Tensour is an AI development company founded in 2025. The small team focuses on Artificial Intelligence and AI Consulting.
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$5,000+$200 - $300 / hr50 - 249Hamilton, Canada
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Clarityworks Studio is an AI Consulting company. They are in Hamilton, Canada and have midsize team. They focus on AI Consulting and Generative AI.
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$5,000+$100 - $149 / hr2 - 9Dublin, OH
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CBus AI Agents is an AI Consulting company. Founded in 2026, the agency is located in Dublin, Ohio. Their services include AI Consulting and Business Consulting.
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Undisclosed$100 - $149 / hr2 - 9Singapore, Singapore
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AI Consulting company VGTech was founded in 2025. The company specializes in AI Consulting and AI Agents.
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$1,000+$100 - $149 / hr2 - 9
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Artificial intelligence firm XClear AI is based in Lehi, Utah. They offer Artificial Intelligence and Business Consulting and were established in 2024.
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$5,000+$100 - $149 / hr2 - 9
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AINA, an artificial intelligence development company, was founded in 2025. The team offers Artificial Intelligence and AI Consulting and is based in Almaty, Kazakhstan.
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$1,000+$50 - $99 / hr2 - 9Tallinn, Estonia
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Small AI Consulting company FreeFlow Automations, is in Tallinn, Estonia. Their services include AI Consulting and Generative AI.
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$10,000+$50 - $99 / hr10 - 49
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Hexaa is an AI Agents company based in Lahore, Pakistan and Austin, Texas. Their services include AI Agents and Artificial Intelligence.
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$10,000+$25 - $49 / hr10 - 49
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Headquartered in Sheridan, Wyoming and Bangalore, India, Modofy AI is an AI Consulting company. Founded in 2024, the team specializes in AI Consulting and BI & big data consulting & SI.
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$1,000+< $25 / hr50 - 249
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Founded in 2024, Ringnexa is a midsize AI Agents and AI Consulting company based in Nellore, India. Their team specializes in AI Agents and AI Consulting.
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$25,000+Undisclosed10 - 49Montréal, Canada
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Artificial intelligence company Deadly was founded in 2026. The agency focuses on Artificial Intelligence and AI Agents, and is small.
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$1,000+$25 - $49 / hr2 - 9
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Orion AI Agent is an AI Agents company. They were founded in 2026, and their services include AI Agents and Artificial Intelligence.
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$1,000+$50 - $99 / hr10 - 49Warszawa, Poland
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AI25.Studio is a Generative AI company in Warszawa, Poland. Their services include Generative AI and Video Production.
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$10,000+$50 - $99 / hr10 - 49Poznań, Poland
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InOro is an AI firm. They are in Poznań, Poland. Their team provides Artificial Intelligence and AI Consulting.
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$1,000+$200 - $300 / hr2 - 9North Parramatta, Australia
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Launched in 2022, Zari AI - Sydney AI Consultant is an AI Consulting company. The team offers AI Consulting and Artificial Intelligence.
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UndisclosedUndisclosed10 - 49Romford, England
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Denebrixai, an artificial intelligence development company, was established in 2025. The team focuses on Artificial Intelligence and AI Agents.
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$100,000+$200 - $300 / hr50 - 249
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Founded in 2018, Fractal Systems is a midsize Dubai, United Arab Emirates-based Advertising company. Their team provides Advertising and Artificial Intelligence.
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$10,000+$200 - $300 / hr2 - 9Amsterdam, Netherlands
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FenxLabs is an artificial intelligence firm. They focus on Artificial Intelligence and AI Consulting and were founded in 2023.
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$5,000+$50 - $99 / hr2 - 9Paderno del Grappa, Italy
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Established in 2026, IL DOGE DI VENEZIA is an AI firm. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9
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In Greater Chicago Area, Illinois, aivoir is an AI Consulting company. They focus on AI Consulting and Generative AI and were launched in 2021.
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$1,000+Undisclosed10 - 49Temecula, CA
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Founded in 2026, Red Panther Consulting is an AI Consulting company. The agency focuses on AI Consulting and Business Consulting.
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Undisclosed$50 - $99 / hrFreelancer
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Based in Pune, India, Glaciers Studio is a small Generative AI company. Their services include Generative AI and AI Consulting.
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$1,000+$25 - $49 / hr2 - 9Jaipur, India
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Jiyasys Softwares Pvt. Ltd., an AI Consulting company, was launched in 2025. In Jaipur, India, the team focuses on AI Consulting and AI Agents.
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$5,000+$100 - $149 / hr2 - 9Toronto, Canada
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ZeroOneStack is an AI development company. The Toronto, Canada-based agency was established in 2025. Their team provides Artificial Intelligence and AI Consulting.
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List of the Best Artificial Intelligence Companies
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$25,000+$50 - $99 / hr50 - 249Poznań, Poland
Ability to deliver
40/40.020/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
50% AI Development50% Other -
$50,000+$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
60% AI Development40% Other -
$25,000+< $25 / hr250 - 999Gurugram, India
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
55% AI Development45% Other -
$10,000+$50 - $99 / hr50 - 249Gdańsk, Poland
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
80% AI Development20% Other -
$10,000+$50 - $99 / hr10 - 49Lewes, DE
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
80% AI Development20% Other -
$75,000+Undisclosed250 - 999Charlotte, NC
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
35% AI Development65% Other -
$10,000+$25 - $49 / hr50 - 249Jaipur, India
Ability to deliver
39.3/40.019.8/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
50% AI Development50% Other -
$1,000+$25 - $49 / hr50 - 249Ahmedabad, India
Ability to deliver
39.3/40.020/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
60% AI Development40% Other -
$10,000+$25 - $49 / hr250 - 999Reston, VA
Ability to deliver
39.1/40.019.4/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
60% AI Development40% Other -
$50,000+$50 - $99 / hr250 - 999Poznań, Poland
Ability to deliver
39/40.019.2/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
80% AI Development20% Other -
$100,000+$50 - $99 / hr250 - 999Cluj-Napoca, Romania
Ability to deliver
39/40.019.4/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
65% AI Development35% Other -
$75,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
38.9/40.019/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
70% AI Development30% Other -
$75,000+$50 - $99 / hr50 - 249Marlborough, MA
Ability to deliver
38.9/40.020/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
60% AI Development40% Other -
$25,000+< $25 / hr250 - 999Ahmedabad, India
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other -
$25,000+$25 - $49 / hr250 - 999White Plains, NY
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other -
$100,000+$100 - $149 / hr50 - 249Danvers, MA
Ability to deliver
38.8/40.019.2/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
80% AI Development20% Other -
$1,000+$25 - $49 / hr1,000 - 9,999London, England
Ability to deliver
38.6/40.019.2/20 Reviews9.6/10 Clients & Experience9.8/10 Market PresenceService focus
35% AI Development65% Other -
$10,000+$25 - $49 / hr250 - 999Rzeszów, Poland
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
30% AI Development70% Other -
$50,000+$25 - $49 / hr50 - 249Buenos Aires, Argentina
Ability to deliver
39.4/40.020/20 Reviews9.8/10 Clients & Experience9.6/10 Market PresenceService focus
45% AI Development55% Other -
$10,000+$25 - $49 / hr50 - 249San Francisco, CA
Ability to deliver
38.1/40.018.6/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
65% AI Development35% Other -
$5,000+$50 - $99 / hr10 - 49San Diego, CA
Ability to deliver
38.1/40.019.2/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
70% AI Development30% Other -
$25,000+$25 - $49 / hr1,000 - 9,999Orlando, FL
Ability to deliver
39.9/40.020/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
20% AI Development80% Other -
$50,000+$50 - $99 / hr1,000 - 9,999New York, NY
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
20% AI Development80% Other -
$10,000+$50 - $99 / hr50 - 249Manchester, England
Ability to deliver
37.8/40.018/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
80% AI Development20% Other -
$25,000+$25 - $49 / hr50 - 249Sarasota, FL
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% AI Development60% Other -
$25,000+$50 - $99 / hr250 - 999Wrocław, Poland
Ability to deliver
37.7/40.018/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
80% AI Development20% Other -
$25,000+$25 - $49 / hr250 - 999Dallas, TX
Ability to deliver
37.6/40.019.2/20 Reviews10/10 Clients & Experience8.4/10 Market PresenceService focus
50% AI Development50% Other -
$5,000+$25 - $49 / hr50 - 249
Ability to deliver
39.6/40.020/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
40% AI Development60% Other -
$50,000+$50 - $99 / hr250 - 999London, England
Ability to deliver
37.5/40.018.2/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
50% AI Development50% Other -
$250,000+$50 - $99 / hr250 - 999Broomfield, CO
Ability to deliver
37.5/40.017.6/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
40% AI Development60% Other
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Artificial Intelligence Development Company FAQs
Looking for an artificial intelligence company but not sure where to start? We've put together answers to the most common questions businesses ask when searching for a trusted partner. This FAQ covers what you need to know before hiring an artificial intelligence company, from pricing and services to results and red flags.
Clutch showcases companies using AI to automate processes, personalize experiences, and solve complex problems based on a proprietary methodology. The top artificial intelligence companies for 2026 include:
AI development agencies specialize in researching, designing, and deploying machine-learning models, data pipelines, and intelligent applications that solve real-world business problems. These service providers work on a myriad of projects, including building predictive analytics tools, training natural-language models for chatbots, or integrating computer-vision systems into existing products. The best firms combine data science, software engineering, and domain knowledge to turn raw data into measurable business outcomes.
Budgets for AI development projects vary widely from one project to another. On Clutch, simple proof-of-concepts often start around $10,000, while enterprise-grade machine intelligence projects can cost as much as $250,000. Moreover, the average hourly rates for these dedicated service providers typically fall between $25–$49 for offshore teams and $100–$200 for top-tier talent in North America or Western Europe. Ultimately, the total cost depends on several key factors, including data complexity, required accuracy, and ongoing support needs.
Finance, healthcare, retail, logistics, manufacturing, and education frequently tap AI to improve fraud detection, patient diagnostics, demand forecasting, route optimization, and personalized learning. However, any data-rich sector can gain value with the right partner.
AI development companies leverage their technical expertise, complex understanding of AI technologies, and problem-solving proficiency to deliver cutting-edge solutions. Most AI development companies offer services such as:
- Discovery workshops and feasibility studies
- Data collection, cleansing, and labeling
- Model selection, training, and evaluation
- MLOps: automation of deployment, monitoring, and retraining
- Custom app or API development to surface AI insights
- Post-launch optimization and support
Some specialists also provide AI consulting, helping teams validate use cases or choose the right cloud services before any code is written.
- Match with essential expertise and experience – Look for in-depth case studies in your industry and tech stack (e.g., TensorFlow, PyTorch).
- Check for verified reviews – Clutch ratings reveal communication style, reliability, and ROI.
- Assess their process – Agile, transparent workflows with clear milestones reduce risk.
- Validate team makeup – Data scientists, ML engineers, and domain experts should be involved—not just “AI generalists.”
- Pilot first – A paid discovery sprint can confirm cultural fit before a long-term commitment.
- Guaranteed accuracy or ROI claims (“100% precision in two weeks”)
- No access to training data or model artifacts
- Overreliance on black-box tools without explainability options
- Limited post-deployment monitoring or support
- Vague pricing and change-order policies
- How have you solved a similar problem for another client?
- Which metrics will define project success, and how will we measure them?
- Who owns the trained models and underlying data?
- What is your approach to data privacy and compliance (e.g., GDPR, HIPAA)?
- How often will models be retrained or updated?
- Which cloud or on-prem platforms do you recommend, and why?
Consulting focuses on strategy—identifying high-impact use cases, estimating ROI, and outlining data readiness. Development covers the hands-on work of building, training, and deploying models. Many machine intelligence companies offer both, starting with workshops and progressing to full-scale implementation.