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 / hr50 - 249Los 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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$1,000+$50 - $99 / hr50 - 249
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Receptr is an AI Agents company located in London, England. They focus on AI Agents and Artificial Intelligence and were launched in 2025.
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$5,000+$200 - $300 / hr10 - 49Amsterdam, Netherlands
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SPAIK is an AI Consulting company. They were founded in 2024 and specialize in AI Consulting and Artificial Intelligence.
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Featured
What are Featured Providers?
$75,000+$100 - $149 / hr50 - 249New York, NYServices provided
See all 70 projectsBlueLabel is a versatile technology consultancy known for its expertise in AI development, app design, and workflow automation. Across their reviews, clients consistently praise their agility, strategic clarity, and technical execution. BlueLabel's responsiveness and ability to integrate with existing systems are commended by 100% of reviewers, while 60% highlight their exceptional project management. Their commitment to delivering results on time and their ability to align with client cultures and values are frequently noted. Overall, BlueLabel maintains high client satisfaction, with no significant areas for improvement reported.
$10,000+$25 - $49 / hr50 - 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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UndisclosedUndisclosed2 - 9Stamford, England
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QL Security is an AI Consulting company headquartered in Stamford, England. They provide AI Consulting and Cybersecurity and were established in 2025.
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$1,000+$25 - $49 / hr10 - 49
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Akatsuki AI Technologies, an artificial intelligence development company, was established in 2024. The small team specializes in Artificial Intelligence and Generative AI.
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$1,000+$25 - $49 / hr2 - 9Talakkad, India
Services provided
FENTREX SOLUTIONS LLP is an AI Consulting company launched in 2025. The small team provides AI Consulting and Custom Software Development.
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$5,000+< $25 / hr2 - 9Islamabad, Pakistan
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Fiber Nexus is a Generative AI company. They were established in 2025, and their services include Generative AI and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9
Services provided
Artificial intelligence firm Teclaz is based in Madison, Georgia. Their services include 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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$5,000+$50 - $99 / hr2 - 9Karachi, Pakistan
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AI development company Siglance offers Artificial Intelligence and AI Consulting. They were established in 2025.
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$1,000+$25 - $49 / hr10 - 49
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The CodeLab is an AI firm. The team is headquartered in Surat, India, and their services include Artificial Intelligence and Custom Software 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 - 9
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Launched in 2025, fAIceless Consulting is an AI Consulting company. The company provides AI Consulting and AI Agents.
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$5,000+$25 - $49 / hr50 - 249
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Virtust Technologies is a Generative AI company. The company is based in Faridabad, India. Their team provides Generative AI and Artificial Intelligence.
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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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$1,000+$150 - $199 / hr2 - 9Kharar, India
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Sagedo is an artificial intelligence development company launched in 2025. Their services include Artificial Intelligence and AI Consulting.
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$5,000+$100 - $149 / hr10 - 49Buenos Aires, Argentina
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Founded in 2023, Enviroway Advisory is a Generative AI company. The agency offers Generative AI and AI Consulting, and is small.
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$1,000+$150 - $199 / hr2 - 9
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Founded in 2026, NewWave AI Partners LLC is an AI Consulting company. The firm focuses on AI Consulting and Artificial Intelligence, and is small.
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Undisclosed$50 - $99 / hr2 - 9
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Vaatify, a Generative AI company, is located in Essex, England. Launched in 2025, the team provides Generative AI and AI Agents.
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$25,000+$150 - $199 / hr2 - 9
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WorkWise Solutions is a Paris, France-based AI development company and AI Consulting company. They provide Artificial Intelligence and AI Consulting and were founded in 2022.
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$1,000+$50 - $99 / hr2 - 9Paris, France
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Leveria, an AI Consulting company, was launched in 2025. Based in Paris, France, the team focuses on AI Consulting and Artificial Intelligence.
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$5,000+$150 - $199 / hr2 - 9
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TracyChat is an AI company. The Ottawa, Canada-based company was launched in 2024. Their services include Artificial Intelligence and AI Consulting.
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$1,000+< $25 / hr2 - 9
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NatrajX, a Generative AI company, is located in Indore, India. Their services include Generative AI and Artificial Intelligence.
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$1,000+$50 - $99 / hr50 - 249Lahore, Pakistan
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Quantum Mind Systems is an artificial intelligence firm. Based in Lahore, Pakistan, their team specializes in Artificial Intelligence and Business Consulting.
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$1,000+$50 - $99 / hr2 - 9Erina, Australia
Services provided
Artificial intelligence firm Pragmatic AI is in Erina, Australia. Founded in 2022, the team focuses on Artificial Intelligence and AI Consulting.
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Undisclosed$100 - $149 / hr2 - 9Raleigh, NC
Services provided
Eleoro LLC is an AI firm. Their team is in Raleigh, North Carolina. The agency offers Artificial Intelligence and IT strategy consulting.
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$1,000+Undisclosed10 - 49
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Northmann Groupe is an AI firm. Headquartered in Kolkata, India, the team provides Artificial Intelligence and AI Consulting.
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$1,000+$50 - $99 / hr2 - 9Kathmandu, Nepal
Services provided
HuSig is an AI company. They are located in Kathmandu, Nepal and have small team of experts. Their services include Artificial Intelligence and AI Agents.
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$5,000+$100 - $149 / hr2 - 9Toronto, Canada
Services provided
Digiteria Labs is a Toronto, Canada-based AI Consulting company. They specialize in AI Consulting and Artificial Intelligence and were launched in 2024.
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$1,000+Undisclosed2 - 9New York, NY
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Founded in 2024, VNMSFX is a small New York, New York-based AI Agents company. Their team focuses on AI Agents and AI Consulting.
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$5,000+$150 - $199 / hr2 - 9
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Advancer Limited is an AI company founded in 2023. In Wellington, New Zealand, the team specializes in Artificial Intelligence and AI Consulting.
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Undisclosed$50 - $99 / hr2 - 9Burgos, Spain
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IA Solutions, an AI company, is in Burgos, Spain. The team focuses on Artificial Intelligence and AI Consulting.
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$10,000+$50 - $99 / hr10 - 49
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NeoBram is an artificial intelligence development company located in Bengaluru, India. They focus on Artificial Intelligence and AI Consulting.
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Undisclosed$25 - $49 / hr2 - 9Cardiff, Wales
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SME Digital is an AI Consulting company. They focus on AI Consulting and AI Agents and are located in Cardiff, Wales.
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Undisclosed$50 - $99 / hrFreelancerPinheiros, Brazil
Services provided
GUMYA is an AI Consulting company established in 2026. Their services include AI Consulting and Generative AI.
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Undisclosed$150 - $199 / hr2 - 9London, England
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Founded in 2024, AIstrategix Consulting is a small London, England-based Generative AI company. Their services include Generative AI and AI Agents.
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$1,000+$50 - $99 / hr2 - 9
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Founded in 2016, LN Tech Infozone, a small AI firm, is based in Greater Noida, India. Their team offers Artificial Intelligence and AI Consulting.
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$1,000+Undisclosed2 - 9
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Located in Lubbock, Texas, Artifact AI is an artificial intelligence development company. Their services include Artificial Intelligence and AI Agents.
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UndisclosedUndisclosed10 - 49
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Slight Edge AI is an AI Consulting company. In Los Angeles, California, the firm was established in 2022. Their services include AI Consulting.
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$1,000+$25 - $49 / hr2 - 9
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Quikwink solutions is an AI company launched in 2025. The small team specializes in Artificial Intelligence and AI Consulting.
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$5,000+$150 - $199 / hr2 - 9
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Satori ML AB is a small Dala-Järna, Sweden-based AI Agents company. The team offers AI Agents and Generative AI.
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$1,000+$25 - $49 / hr2 - 9
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Verumio is an AI Consulting company. Based in Kathu, Thailand, the team offers AI Consulting and Artificial Intelligence.
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$1,000+$50 - $99 / hr2 - 9Toronto, Canada
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AI company Tecta AI Corp. Focuses on Artificial Intelligence and AI Consulting. They were founded in 2026.
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$1,000+Undisclosed2 - 9Madrid, Spain
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AI Consulting company Trevio was established in 2025. The small team focuses on AI Consulting and Search Engine Optimization.
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$1,000+$100 - $149 / hr2 - 9Deggendorf, Germany
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D&W IT Consulting, an AI Consulting company, is based in Deggendorf, Germany. They specialize in AI Consulting and Artificial Intelligence.
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$1,000+$25 - $49 / hr10 - 49Cape Town, South Africa
Services provided
Datensor, a Generative AI company, was established in 2024. The firm specializes in Generative AI and AI Agents, and is small.
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UndisclosedUndisclosed50 - 249Ernakulam, India
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Established in 2025, PearlZyra is a midsize artificial intelligence firm and IT managed services company. Their team offers Artificial Intelligence and IT managed services.
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UndisclosedUndisclosedFreelancerNew York, NY
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Openclaw & AI Automation, an AI Consulting company, is located in New York, New York. They provide AI Consulting and were launched in 2020.
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$25,000+$150 - $199 / hr10 - 49
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Small artificial intelligence company and AI Consulting company HomoDeus AI, is headquartered in Laranjeiras, Brazil. Their services include Artificial Intelligence and AI Consulting.
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$1,000+$100 - $149 / hr2 - 9
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Established in 2025, Forge & Lever is a small AI development company. Their services include Artificial Intelligence.
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$10,000+$200 - $300 / hr2 - 9Hod Hasharon, Israel
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Located in Hod Hasharon, Israel, NativeAI is a small AI Consulting company. The team offers AI Consulting and IT strategy consulting.
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$1,000+$25 - $49 / hr2 - 9
Services provided
Novaralabs Tech is an artificial intelligence development company. Located in BEAWAR, India, the team specializes in Artificial Intelligence and AI Consulting.
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Undisclosed$50 - $99 / hr2 - 9
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AI development company Vynapse was founded in 2024. The agency offers Artificial Intelligence and AI Consulting.
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$10,000+$300+ / hr2 - 9
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Northline Systems is a small Coeur d'Alene, Idaho-based AI company. Their services include 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
39.9/40.020/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
50% AI Development50% Other -
$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 -
$5,000+$25 - $49 / hr250 - 999Jaipur, India
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
32% AI Development68% Other -
$75,000+Undisclosed250 - 999Charlotte, NC
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
35% AI Development65% Other -
$1,000+$25 - $49 / hr50 - 249Ahmedabad, India
Ability to deliver
39.3/40.020/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
60% AI Development40% Other -
$50,000+$25 - $49 / hr50 - 249L'viv, Ukraine
Ability to deliver
39/40.019.4/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
60% AI Development40% Other -
$25,000+$25 - $49 / hr250 - 999Kropyvnytskyi, Ukraine
Ability to deliver
38.9/40.019.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
35% AI Development65% Other -
$10,000+$50 - $99 / hr50 - 249Gdańsk, Poland
Ability to deliver
38.9/40.019.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
80% AI Development20% Other -
$25,000+< $25 / hr250 - 999Ahmedabad, India
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other -
$10,000+< $25 / hr250 - 999Ahmedabad, India
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other -
$50,000+$50 - $99 / hr50 - 249Boston, MA
Ability to deliver
38.7/40.019.8/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
50% AI Development50% Other -
$25,000+$25 - $49 / hr250 - 999White Plains, NY
Ability to deliver
39.5/40.019.8/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other -
$100,000+$100 - $149 / hr50 - 249Danvers, MA
Ability to deliver
38.6/40.019/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
80% AI Development20% Other -
$100,000+$50 - $99 / hr250 - 999Cluj-Napoca, Romania
Ability to deliver
38.6/40.019/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
65% AI Development35% Other -
$10,000+$25 - $49 / hr50 - 249San Francisco, CA
Ability to deliver
38.5/40.019/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
65% AI Development35% Other -
$75,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
38.5/40.018.6/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
70% AI Development30% 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
See all articles
Generative AI vs. Agentic AI: What's the Difference?
What's the difference between generative AI vs. agentic AI? Clutch explains both types, their impact on your work, and what to consider before using them.
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.