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 85 projectsSimform is a software development company offering services such as mobile and web app development, system integration, and custom software solutions. Reviews indicate a strong emphasis on communication, project management, and technical expertise, with approximately 90% of the feedback highlighting responsiveness and proactive collaboration. While some suggest improvement in end-user documentation, the majority commend Simform's professionalism, strategic alignment, and long-term partnership approach.
$75,000+$100 - $149 / hr50 - 249New York, NYServices provided
See all 69 projectsBlueLabel is a digital product strategy consultancy specializing in AI and mobile app development, with expertise across various industries, including finance, manufacturing, and healthcare. Reviews reveal a high level of client satisfaction, with approximately 95% of clients praising their communication, timely delivery, and cultural alignment. Common themes include their ability to integrate seamlessly with client teams and their proficiency in leveraging cutting-edge technologies to deliver impactful solutions.
$10,000+$25 - $49 / hr50 - 249San Francisco, CAServices provided
See all 24 projectsAzumo is a software development company specializing in custom software solutions, including AI applications and cloud migrations. Across the reviews, 100% of clients highlighted Azumo's exceptional project management and communication. Their responsiveness, cultural fit, and alignment with company values were frequently praised, with over 80% of reviewers expressing satisfaction with their service delivery and professional ethos.
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$5,000+$25 - $49 / hr10 - 49Mangaluru, India
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Audecy AI is a small artificial intelligence firm located in Mangaluru, India. Their services include Artificial Intelligence and AI Agents.
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$1,000+$50 - $99 / hr2 - 9
Services provided
Growrise Automation, an artificial intelligence firm, is located in Dhaka, Bangladesh. They provide Artificial Intelligence and AI Agents and were founded in 2023.
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Featured
What are Featured Providers?
$10,000+$50 - $99 / hr250 - 999Austin, TXServices provided
See all 61 projectsQubika is a versatile technology services company providing mobile app development, data engineering, product design, and AI integration. The company has received overwhelmingly positive feedback, with over 90% of reviews highlighting their responsiveness, ability to deliver on time, and high-quality outcomes. Clients consistently praise Qubika’s professionalism, adaptability, and commitment to meeting project goals and budgets.
$25,000+$50 - $99 / hr10 - 49Lisboa, PortugalServices provided
See all 28 projectsAltar.io is a technology consulting company specializing in custom software development and product scoping, particularly for startups and SaaS solutions. Based on their Clutch.co reviews, over 90% of clients praise their collaborative culture, innovative thinking, and commitment to project success, with no significant areas for improvement highlighted. Their exceptional project management and communication skills are frequently noted, contributing to a highly regarded client experience.
$10,000+$150 - $199 / hr10 - 49Webster Groves, MOServices provided
See all 23 projectsSketch Development is a software development company known for delivering end-to-end product strategy, UX/UI design, and technical solutions across various industries. Their clients consistently praise their strong project management skills, with 100% of reviews highlighting timely delivery and effective communication. The company is commended for aligning closely with client values and needs, providing tailored, scalable solutions that enhance operational efficiency and user experiences. Sketch Development's ability to understand complex industry-specific workflows and deliver high-quality, user-centered products is frequently noted as impressive.
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$1,000+$25 - $49 / hr2 - 9
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Brenda AI Consulting, an AI Consulting company, offers AI Consulting and Generative AI. The agency is headquartered in Frankfurt am Main, Germany.
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Undisclosed$150 - $199 / hr10 - 49
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AI company Francis Elhelou was founded in 1999. In Olmsted Township, USA, Ohio, the team focuses on Artificial Intelligence and BI & big data consulting & SI.
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$50,000+$150 - $199 / hr10,000+
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Straive is an artificial intelligence firm. They were founded in 1980 and provide Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49
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Founded in 2025, Local Success Group is an AI Agents company. The company offers AI Agents and Robotics Process Automation.
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$5,000+$50 - $99 / hr2 - 9
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Artificial intelligence company WINIX TECHNOLOGIES PVT LTD focuses on Artificial Intelligence and AI Consulting. They are located in Bengaluru, India.
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Featured
What are Featured Providers?
$10,000+$50 - $99 / hr50 - 249Rīga, LatviaServices provided
See all 32 projectsSnotor is a versatile software development company offering services such as mobile app development, web platform design, and software integrations. Overall, their clients express high satisfaction, with approximately 95% of feedback being positive, highlighting strong technical expertise, responsive communication, and efficient project management. Common themes across reviews include their proactive collaboration and ability to deliver successful, timely results.
$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.
$10,000+$25 - $49 / hr50 - 249Dubai, United Arab EmiratesServices provided
See all 28 projectsPhaedra Solutions is a software development company known for its expertise in UI/UX design, web and mobile app development, and AI-integrated workflows. Reviews highlight their professionalism, timely delivery, and effective communication, with over 90% of clients commending their project management and technical expertise. Clients appreciate their dedication to delivering high-quality work and ability to meet project milestones consistently.
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UndisclosedUndisclosed2 - 9Lagos, Nigeria
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Synqed AI is a Lagos, Nigeria-based AI Consulting company. They specialize in AI Consulting and Artificial Intelligence and were founded in 2026.
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$5,000+$100 - $149 / hr2 - 9London, England
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Black Dog Labs LTD is an artificial intelligence company established in 2012. The agency specializes in Artificial Intelligence and AI Consulting.
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Featured
What are Featured Providers?
$10,000+$25 - $49 / hr50 - 249Lucknow, IndiaServices provided
See all 36 projectsKraftors Web Solutions Private Limited is a versatile technology development company offering comprehensive solutions including software development, machine learning, and UI/UX design. The company boasts a high level of client satisfaction, with 100% of reviews highlighting their timely delivery, strong project management, and commitment to understanding client needs. Reviewers frequently praise their alignment with client goals and impressive results, underscoring their ability to tailor solutions to complex challenges in diverse industries.
$25,000+$50 - $99 / hr50 - 249Fornebu, NorwayServices provided
See all 13 projectsLANARS is a full-service technology company specializing in software development, mobile app creation, and web solutions. Based on the reviews, LANARS is praised for its reliability, flexibility, and high-quality outputs, with 100% of reviewers expressing satisfaction in project management and communication. Several clients highlighted their impressive ability to adapt to changing scopes and maintain timelines, along with exceptional technical expertise and dedication to client needs, even during challenging circumstances.
$25,000+$25 - $49 / hr50 - 249L'viv, UkraineServices provided
See all 56 projectsLeobit is a versatile software development company offering services such as mobile app development, web platform modernization, and custom software solutions. Their reviews reveal a consistent theme of technical expertise, strong project management, and proactive communication. Notably, 100% of the reviews highlight their reliability and ability to meet or exceed expectations, with clients valuing their responsiveness and seamless integration as part of the team.
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$5,000+$150 - $199 / hr2 - 9
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Launched in 2024, H3L AI Solutions, a small AI Consulting company, is based in Quito, Ecuador. Their services include AI Consulting.
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$1,000+$25 - $49 / hr2 - 9
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AI Pro Consultant is an artificial intelligence firm based in tx, Texas. The team provides Artificial Intelligence and AI Consulting.
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Featured
What are Featured Providers?
$10,000+$50 - $99 / hr50 - 249Denver, COServices provided
See all 91 projectsJPLoft is a versatile app development company with expertise in creating web, mobile, and custom applications. Across various projects, clients commend their punctuality and responsive communication, with 90% noting timely delivery and quality outcomes. Their ability to tailor solutions that align with client visions and budgets is frequently highlighted, with 80% of reviews praising their cultural fit and value for cost.
$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 application development, with additional expertise in AI and UI/UX design. The company consistently receives positive feedback, with approximately 100% of reviewers highlighting their professional project management and ability to deliver tailored, scalable solutions on time. Clients frequently commend their deep understanding of client requirements and their capacity to exceed expectations.
$10,000+< $25 / hr50 - 249Hyderabad, IndiaServices provided
See all 52 projectsAhex Technologies is a versatile web and mobile app development company known for delivering scalable, user-friendly solutions tailored to client needs. Overall, 100% of the reviews mention excellent project management and proactive communication, with 80% highlighting their technical expertise and commitment to client satisfaction. Reviewers consistently praise their responsiveness and ability to meet deadlines while suggesting minor improvements in areas like UI enhancements and documentation.
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$10,000+$50 - $99 / hr10 - 49
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ITQuarks is an AI firm. They were launched in 2016 and focus on Artificial Intelligence and AI Agents.
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$10,000+$150 - $199 / hr10 - 49Boston, MA
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ColabContent is a Boston, Massachusetts-based artificial intelligence company. Their services include Artificial Intelligence and AI Agents.
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$25,000+$300+ / hr2 - 9
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LaunchReady AI is an AI Consulting company. The team is in Fishers, Indiana, and their services include AI Consulting.
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$1,000+$25 - $49 / hr2 - 9
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GEOAEO, an AI Consulting and Generative AI company, was founded in 2026. The small team specializes in AI Consulting and Generative AI.
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$1,000+Undisclosed2 - 9
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Perfomir is an AI firm. The Sydney, Australia-based company was launched in 2024. Their team offers Artificial Intelligence and Generative AI.
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UndisclosedUndisclosed2 - 9
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Ananta Labs is a Generative AI company located in Gujarat, India. Established in 2026, the team specializes in Generative AI and Artificial Intelligence.
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$5,000+$25 - $49 / hr50 - 249Dubai, United Arab Emirates
Services provided
Techfyte is a Blockchain company. Founded in 2025, their team focuses on Blockchain and Artificial Intelligence.
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$5,000+Undisclosed2 - 9London, England
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Kelriva AI Limited is an AI firm. Launched in 2026, the team provides Artificial Intelligence and AI Consulting.
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$1,000+$25 - $49 / hr2 - 9
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Ozikiai is an artificial intelligence development company based in Adelaide, Australia. They offer Artificial Intelligence and AI Consulting and were established in 2026.
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UndisclosedUndisclosed2 - 9
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Established in 2025, Everingham Legal is an AI Consulting company. The company provides AI Consulting, and is small.
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UndisclosedUndisclosed10 - 49
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Modelcam Technologies Private Limited is an artificial intelligence development company founded in 2001. The company focuses on Artificial Intelligence and Robotics Process Automation.
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$1,000+$50 - $99 / hr10 - 49
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Mercuria AI is an AI firm. They offer Artificial Intelligence and AI Consulting and are located in Sofia, Bulgaria.
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$1,000+$50 - $99 / hr2 - 9Kuala Lumpur, Malaysia
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The Thinking Club is an AI firm. The small Kuala Lumpur, Malaysia-based team specializes in Artificial Intelligence and AI Consulting. The agency was founded in 2026.
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$1,000+$25 - $49 / hr2 - 9Panvel, India
Services provided
Bioinfox is an artificial intelligence firm founded in 2026. Their team focuses on Artificial Intelligence and Generative AI.
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UndisclosedUndisclosed10 - 49Ciudad de México, Mexico
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Headquartered in Ciudad de México, Mexico, Affinity Trend is an artificial intelligence development company. They offer Artificial Intelligence and AI Agents.
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$5,000+$100 - $149 / hr2 - 9Bengaluru, India
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Deepprobe, an artificial intelligence development company, was founded in 2026. They focuses on Artificial Intelligence and AI Agents.
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$5,000+Undisclosed2 - 9
Services provided
Founded in 2019, KI-Beratung Fankhauser is a small artificial intelligence development company. Their team specializes in Artificial Intelligence and AI Consulting.
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$1,000+$50 - $99 / hr10 - 49
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AI Consulting company VerTech Digital was established in 2025. The firm provides AI Consulting and AI Agents.
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Undisclosed< $25 / hr2 - 9
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SetuLytix Private Limited is an artificial intelligence firm. The team specializes in Artificial Intelligence and AI Consulting, and the firm is headquartered in Hyderarabad, India.
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$10,000+$300+ / hr10 - 49Hamilton, Canada
Services provided
Horlu is an artificial intelligence company based in Hamilton, Canada. They specialize in Artificial Intelligence and AI Consulting.
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$1,000+$25 - $49 / hr2 - 9London, England
Services provided
Panda Studios is a Generative AI company founded in 2025. The small team offers Generative AI.
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$1,000+< $25 / hr10 - 49Syosset, NY
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Launched in 2024, Creativebitsai is an AI company. The team specializes in Artificial Intelligence and AI Consulting and is based in Syosset, New York.
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UndisclosedUndisclosed2 - 9Oosterhout, Netherlands
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Artificial intelligence company Cocoon was established in 2019. The firm provides Artificial Intelligence and Commercial Financing, and is small.
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$1,000+$25 - $49 / hr50 - 249Singapore, Singapore
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UAutomate is an AI Consulting company. Established in 2014, the company is headquartered in Singapore, Singapore. Their team specializes in AI Consulting and AI Agents.
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UndisclosedUndisclosed10,000+
Services provided
OmniBioFex is a Generative AI company. They were established in 2026, and their services include Generative AI and AI Agents.
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$1,000+$25 - $49 / hrFreelancer
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Fuad Haque is an artificial intelligence company launched in 2026. Their team specializes in Artificial Intelligence and Generative AI.
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$1,000+$25 - $49 / hr10 - 49
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Founded in 2023, West AI Solutions, a small AI Agents company, is headquartered in New Delhi, India. Their services include AI Agents and Artificial Intelligence.
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$1,000+$25 - $49 / hr10 - 49
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PingAI is an artificial intelligence development company located in Bengaluru, India. Their services include Artificial Intelligence and AI Consulting.
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$5,000+$150 - $199 / hr2 - 9
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AI company Ideal AI was established in 2026. Based in Orlando, Florida, the team provides Artificial Intelligence and AI Consulting.
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$5,000+< $25 / hr2 - 9
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INDIASPEAKS RESEARCH LABS PRIVATE LIMITED, an AI development company, was founded in 2021. The small team provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9
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Aidiven is an AI Consulting company. Founded in 2026, the agency is located in Pokhara, Nepal. Their team focuses on AI Consulting and Generative AI.
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UndisclosedUndisclosed2 - 9
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Apex Solved is a small Morrison, Colorado-based artificial intelligence company. The team provides Artificial Intelligence and AI Agents.
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$1,000+< $25 / hr2 - 9
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Dattva AI is a Generative AI company. Their small team is based in Bengaluru, India and focuses on Generative AI and Search Engine Optimization. The firm was founded in 2025.
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UndisclosedUndisclosedFreelancer
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Generative AI company HappyHorse AI Video is headquartered in Dublin, Ireland. They specialize in Generative AI and were established in 2024.
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$1,000+$50 - $99 / hr10 - 49
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Launched in 2019, SVNR GLOBAL is a small Noida, India-based AI Consulting company. Their team specializes in AI Consulting and Artificial Intelligence.
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$1,000+< $25 / hr10 - 49
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Quellix Labs is an AI firm. Headquartered in Bengaluru, India, the agency was established in 2025. Their services include Artificial Intelligence and AI Consulting.
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$25,000+$100 - $149 / hr10 - 49Reston, VA
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Reslt AI is an AI firm based in Reston, Virginia and Noida, India. Established in 2026, the team provides Artificial Intelligence and Custom Software Development.
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$5,000+$25 - $49 / hr50 - 249Nagpur, India
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Betasys AI Private Ltd, a midsize AI development company, is located in Nagpur, India. The team focuses on Artificial Intelligence and AI Consulting.
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$5,000+$100 - $149 / hr10 - 49Syosset, NY
Services provided
Based in Syosset, New York, Creative Bits AI is an AI Consulting company. The team focuses on AI Consulting and Artificial Intelligence.
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List of the Best Artificial Intelligence Companies
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$50,000+$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
37/40.019.8/20 Reviews10/10 Clients & Experience7.2/10 Market PresenceService focus
60% AI Development40% Other -
$25,000+$50 - $99 / hr50 - 249Poznań, Poland
Ability to deliver
36.5/40.019.4/20 Reviews10/10 Clients & Experience7/10 Market PresenceService focus
50% AI Development50% Other -
$50,000+$50 - $99 / hr250 - 999Poznań, Poland
Ability to deliver
36/40.018.8/20 Reviews10/10 Clients & Experience7.2/10 Market PresenceService focus
80% AI Development20% Other -
$25,000+< $25 / hr250 - 999Gurugram, India
Ability to deliver
35.9/40.020/20 Reviews10/10 Clients & Experience5.9/10 Market PresenceService focus
50% AI Development50% Other -
$100,000+$100 - $149 / hr50 - 249Danvers, MA
Ability to deliver
35.7/40.019.2/20 Reviews10/10 Clients & Experience6.5/10 Market PresenceService focus
80% AI Development20% Other -
$75,000+Undisclosed250 - 999Charlotte, NC
Ability to deliver
35.5/40.020/20 Reviews10/10 Clients & Experience5.5/10 Market PresenceService focus
35% AI Development65% Other -
$10,000+$50 - $99 / hr50 - 249Gdańsk, Poland
Ability to deliver
35.4/40.019.2/20 Reviews10/10 Clients & Experience6.2/10 Market PresenceService focus
80% AI Development20% Other -
$25,000+$25 - $49 / hr250 - 999White Plains, NY
Ability to deliver
36/40.020/20 Reviews10/10 Clients & Experience6/10 Market PresenceService focus
30% AI Development70% Other -
$1,000+$25 - $49 / hr50 - 249Ahmedabad, India
Ability to deliver
35/40.020/20 Reviews10/10 Clients & Experience5/10 Market PresenceService focus
60% AI Development40% Other -
$75,000+$50 - $99 / hr50 - 249Marlborough, MA
Ability to deliver
35/40.019.8/20 Reviews10/10 Clients & Experience5.2/10 Market PresenceService focus
60% AI Development40% Other -
$50,000+$200 - $300 / hr10 - 49Fishers, IN
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
30% AI Development70% Other -
$10,000+$25 - $49 / hr250 - 999San Francisco, CA
Ability to deliver
38.7/40.020/20 Reviews10/10 Clients & Experience8.7/10 Market PresenceService focus
20% AI Development80% Other -
$5,000+$25 - $49 / hr50 - 249Jaipur, India
Ability to deliver
34.8/40.018.8/20 Reviews10/10 Clients & Experience6/10 Market PresenceService focus
50% AI Development50% Other -
$25,000+$25 - $49 / hr1,000 - 9,999Orlando, FL
Ability to deliver
36.6/40.020/20 Reviews10/10 Clients & Experience6.6/10 Market PresenceService focus
20% AI Development80% Other -
$25,000+< $25 / hr250 - 999Ahmedabad, India
Ability to deliver
37/40.019.6/20 Reviews10/10 Clients & Experience7.4/10 Market PresenceService focus
25% AI Development75% Other -
$10,000+$25 - $49 / hr250 - 999Reston, VA
Ability to deliver
34.5/40.018/20 Reviews10/10 Clients & Experience6.5/10 Market PresenceService focus
60% AI Development40% Other -
$5,000+$50 - $99 / hr50 - 249Miami, FL
Ability to deliver
35.5/40.018.4/20 Reviews10/10 Clients & Experience7.1/10 Market PresenceService focus
45% AI Development55% Other -
$10,000+$25 - $49 / hr250 - 999Rzeszów, Poland
Ability to deliver
35.4/40.019/20 Reviews10/10 Clients & Experience6.4/10 Market PresenceService focus
30% AI Development70% Other -
$10,000+$50 - $99 / hr50 - 249Toronto, Canada
Ability to deliver
35.3/40.018.8/20 Reviews10/10 Clients & Experience6.5/10 Market PresenceService focus
45% AI Development55% Other -
$100,000+$50 - $99 / hr250 - 999Cluj-Napoca, Romania
Ability to deliver
34.1/40.018.4/20 Reviews10/10 Clients & Experience5.7/10 Market PresenceService focus
65% AI Development35% Other -
$25,000+$25 - $49 / hr250 - 999Dallas, TX
Ability to deliver
34.1/40.018.8/20 Reviews10/10 Clients & Experience5.3/10 Market PresenceService focus
50% AI Development50% Other -
$5,000+$25 - $49 / hr250 - 999Frisco, TX
Ability to deliver
34.1/40.018/20 Reviews10/10 Clients & Experience6.1/10 Market PresenceService focus
50% AI Development50% Other -
$50,000+$25 - $49 / hr50 - 249Buenos Aires, Argentina
Ability to deliver
36/40.020/20 Reviews9.8/10 Clients & Experience6.2/10 Market PresenceService focus
40% AI Development60% Other -
$50,000+$25 - $49 / hr250 - 999Warszawa, Poland
Ability to deliver
33.8/40.017.6/20 Reviews10/10 Clients & Experience6.2/10 Market PresenceService focus
40% AI Development60% Other -
$10,000+$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
33.8/40.017.6/20 Reviews10/10 Clients & Experience6.2/10 Market PresenceService focus
100% AI Development -
$10,000+$50 - $99 / hr10 - 49Lewes, DE
Ability to deliver
33.8/40.018.8/20 Reviews10/10 Clients & Experience5/10 Market PresenceService focus
80% AI Development20% Other -
$1,000+$25 - $49 / hr1,000 - 9,999London, England
Ability to deliver
33.7/40.017.8/20 Reviews9.6/10 Clients & Experience6.3/10 Market PresenceService focus
35% AI Development65% Other -
$25,000+$25 - $49 / hr50 - 249Sarasota, FL
Ability to deliver
35.6/40.020/20 Reviews10/10 Clients & Experience5.6/10 Market PresenceService focus
40% AI Development60% Other -
$75,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
33.5/40.018/20 Reviews10/10 Clients & Experience5.5/10 Market PresenceService focus
70% AI Development30% Other -
$5,000+$25 - $49 / hr250 - 999Jaipur, India
Ability to deliver
37.4/40.020/20 Reviews10/10 Clients & Experience7.4/10 Market PresenceService focus
20% AI Development80% Other
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 twice a year based on a proprietary methodology. The top artificial intelligence companies for Fall 2025 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.