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 84 projectsSimform is a software development company known for creating mobile apps, web apps, and integrating advanced technologies for diverse industries. Across reviews, Simform is praised for delivering projects on time and within budget, with a strong emphasis on communication, responsiveness, and technical expertise. Approximately 90% of reviewers highlighted their proactive project management and alignment with client values, making them a reliable partner for technology solutions.
$10,000+$50 - $99 / hr250 - 999Greenville, SCServices provided
See all 79 projectsDesignli is an app and web development company specializing in creating MVPs, prototypes, and UX/UI designs. Clients consistently praise Designli's adaptability and ability to understand complex visions, with 100% of reviews highlighting their excellent project management and collaborative approach. The company is commended for delivering high-quality products on time, with 90% of clients expressing satisfaction with their outcomes.
$75,000+$100 - $149 / hr50 - 249New York, NYServices provided
See all 69 projectsBlueLabel is an AI and digital product development company known for its expertise in mobile app development and AI-driven solutions. The company receives overwhelmingly positive feedback from clients, with approximately 90% of reviews highlighting excellent project management, timely delivery, and strong alignment with client objectives. BlueLabel's ability to integrate seamlessly with in-house teams and its commitment to understanding client needs are frequently praised by more than 80% of reviewers.
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UndisclosedUndisclosed50 - 249Sheridan, WY
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SpartanShield AI is an artificial intelligence development company headquartered in Sheridan, Wyoming. Launched in 2023, the team provides Artificial Intelligence and IoT development.
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UndisclosedUndisclosed1,000 - 9,999New York, NY
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Established in 2017, Verbit.ai is a large SEO agency. Their team provides Search Engine Optimization and Artificial Intelligence.
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Featured
What are Featured Providers?
$10,000+$25 - $49 / hr50 - 249San Francisco, CAServices provided
See all 22 projectsAzumo is a versatile software development company specializing in building and enhancing a wide array of applications, including conversational AI, mobile app development, cloud migration, and real-time analytics. Approximately 100% of reviewers highlight Azumo's strong communication, cultural alignment, and timely delivery, with many impressed by their adaptability and technical expertise, which align with client needs and project demands consistently.
$50,000+$100 - $149 / hr10,000+Charlottesville, VAServices provided
See all 25 projectsTELUS Digital is a technology solutions provider specializing in modernizing healthcare billing systems. Their services have significantly improved clients' operational efficiencies, with 85-90% of processes being automated. Reviews highlight TELUS Digital's robust system architecture and security measures, with a notable focus on scalability and adaptability, though they could benefit from adopting more agile methodologies. Overall, their collaborative approach and comprehensive solutions garner positive feedback.
$10,000+$50 - $99 / hr250 - 999Austin, TXServices provided
See all 61 projectsQubika is a versatile technology solutions provider specializing in mobile app development, data engineering, and AI integration. With consistently high ratings, 100% of reviews highlight their timely delivery and responsiveness. Clients commend Qubika's professionalism, technical expertise, and ability to align with client needs, establishing them as reliable partners across diverse projects.
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$1,000+$100 - $149 / hrFreelancer
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TSM Automation is an artificial intelligence firm. The team is in Kawasaki, Japan, and their services include Artificial Intelligence and BI & big data consulting & SI.
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UndisclosedUndisclosed50 - 249Denver, CO
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Reinventing Geospatial (RGi) is an AI Consulting company. Headquartered in Denver, Colorado and Fairfax, Virginia, the team specializes in AI Consulting.
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UndisclosedUndisclosed50 - 249Denver, CO
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ROC is an AI Consulting company. They provide AI Consulting and were established in 2015.
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UndisclosedUndisclosed10 - 49San Jose, CA
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Iterate.ai is an AI Consulting company headquartered in Denver, Colorado and San Jose, California. They provide AI Consulting and IoT development and were launched in 2013.
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UndisclosedUndisclosed50 - 249Denver, CO
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Pix4D is an AI Consulting company. In Denver, Colorado and Oakland, California, their team focuses on AI Consulting and Custom Software Development.
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Featured
What are Featured Providers?
$10,000+$150 - $199 / hr10 - 49Webster Groves, MOServices provided
See all 21 projectsSketch Development is a versatile technology solutions company, known for custom software development and expertise in Agile methodologies. Garnering unanimous praise, 100% of reviewers highlight their exceptional project management, timely delivery, and high-quality outcomes. Clients appreciate their deep industry knowledge, proactive communication, and ability to exceed expectations, consistently emphasizing the value and cultural fit they bring to projects.
$5,000+$25 - $49 / hr50 - 249Dubai, United Arab EmiratesServices provided
See all 28 projectsPhaedra Solutions is a full-service development company offering web and mobile app development, UI/UX design, and AI integration services. The company is praised for professionalism, timely delivery, and effective communication, with 90% of reviews highlighting their project management skills. Clients appreciate their technical expertise and reliability, leading to measurable outcomes like improved system stability and faster feature deployment.
$1,000+< $25 / hr10 - 49Kolkata, IndiaServices provided
See all 52 projectsGrowth Loops Technology Private Limited is a versatile software development company specializing in mobile app development, UI/UX design, and AI systems. Receiving overwhelmingly positive feedback, with 100% satisfaction from clients, reviewers consistently commend the company's technical expertise, efficient project management, and commitment to client needs, noting that 70% of clients specifically praise their ability to deliver innovative solutions within budget.
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UndisclosedUndisclosed50 - 249Denver, CO
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EasyMile is an AI Consulting company in Denver, Colorado and Toulouse, France. Their services include AI Consulting.
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UndisclosedUndisclosed2 - 9Portland, OR
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Wild Me is an artificial intelligence development company. Established in 2008, their team focuses on Artificial Intelligence.
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Featured
What are Featured Providers?
$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.
$25,000+$50 - $99 / hr50 - 249L'viv, UkraineServices provided
See all 46 projectsS-PRO is a software development company specializing in custom software solutions, mobile and web applications, and integration of modern technologies like blockchain and fintech platforms. Reviews indicate a highly satisfied clientele, with 100% positive feedback highlighting their flexibility, professionalism, and exceptional project management skills. Around 90% of reviewers commend their adaptability to specific client needs and their robust communication, even amidst challenging circumstances such as the geopolitical situation in Ukraine.
$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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UndisclosedUndisclosed2 - 9Portland, OR
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RoZero Labs, an AI firm, is based in Portland, Oregon. The team specializes in Artificial Intelligence and Custom Software Development.
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UndisclosedUndisclosed10 - 49
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Based in Boston, Massachusetts, Fog Solutions is a small AI Consulting company. Their services include AI Consulting and Generative AI.
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Featured
What are Featured Providers?
$10,000+$25 - $49 / hr50 - 249Sahibzada Ajit Singh Nagar, IndiaServices provided
See all 132 projectsTrigma is a versatile technology solutions provider specializing in AI integration, software development, and digital transformation services. The company is highly regarded for its technical expertise and project management skills, with 100% of reviewers highlighting their timely delivery and effective communication. Positive feedback frequently mentions their innovative approach and ability to tailor solutions to specific business needs, making them a reliable partner for complex projects.
$25,000+$50 - $99 / hr50 - 249Fornebu, NorwayServices provided
See all 15 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 54 projectsLeobit is a software development company specializing in web and mobile applications, custom software solutions, and digital transformation projects. Reviews indicate a 100% satisfaction rate, highlighting their technical expertise, proactive project management, and strong communication skills. Clients commend Leobit for consistently delivering high-quality work on time and within budget, with an emphasis on innovation and value alignment.
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UndisclosedUndisclosed2 - 9Bedford, MA
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Hmx.ai is an AI Consulting company. Their small team is located in Boston, Massachusetts and Bedford, Massachusetts and specializes in AI Consulting. The company was founded in 2006.
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UndisclosedUndisclosed2 - 9
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Groktech AI is a Boston, Massachusetts-based AI Consulting and Generative AI company. They offer AI Consulting and Generative AI.
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UndisclosedUndisclosed2 - 9Golden, CO
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AI Consulting company Mozman AI Consulting is headquartered in Denver, Colorado and Golden, Colorado. The team focuses on AI Consulting.
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UndisclosedUndisclosedFreelancer
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AI Consulting company Can2 AI is in Denver, Colorado. They provide AI Consulting.
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UndisclosedUndisclosed2 - 9
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Established in 2023, VIVID•MIND, a small AI Consulting company, is located in Denver, Colorado. Their services include AI Consulting and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Denver, CO
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Belli Ai Consulting, a small AI Consulting company, is located in Denver, Colorado. The team provides AI Consulting and Web Design.
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UndisclosedUndisclosed2 - 9Denver, CO
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In Denver, Colorado, AI Persona Consulting is an AI Consulting company. They specialize in AI Consulting.
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UndisclosedUndisclosed10 - 49Denver, CO
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BlueVector AI, Inc. Is an AI Consulting company. The small Denver, Colorado-based team focuses on AI Consulting and BI & big data consulting & SI. The company was launched in 2020.
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UndisclosedUndisclosed2 - 9
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Robosystems Ltd, an AI company, was launched in 2022. They offers Artificial Intelligence and Engineering.
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UndisclosedUndisclosed2 - 9Vancouver, Canada
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Established in 2024, QuantumQuix AI Solutions® is a small Vancouver, Canada-based AI company and AI Consulting company. Their team focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed250 - 999Vancouver, Canada
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Silo AI is an AI Consulting company. The Vancouver, Canada-based firm was launched in 2017. Their team provides AI Consulting and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Richmond, Canada
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Generative AI Solutions Corp. Is a Generative AI company. They are located in Richmond, Canada and have small team. Their services include Generative AI and AI Consulting.
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UndisclosedUndisclosed10 - 49Vancouver, Canada
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Generative AI company giantleap.ai is located in Vancouver, Canada. They specialize in Generative AI and Low/No Code Development.
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UndisclosedUndisclosed2 - 9
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Pure Math AI, a small Generative AI company, is in Seattle, Washington. The team specializes in Generative AI and AI Consulting.
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UndisclosedUndisclosed2 - 9
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AI Consulting company Realize Analytics is headquartered in Seattle, Washington. Their services include AI Consulting and Application Testing.
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UndisclosedUndisclosed2 - 9Seattle, WA
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TrueLaw is an AI Consulting company. The Seattle, Washington-based company was launched in 2023. Their services include AI Consulting.
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UndisclosedUndisclosed250 - 999San Francisco, CA
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DataForce is an artificial intelligence development company. Founded in 2012, the team focuses on Artificial Intelligence and Data Annotation Services.
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UndisclosedUndisclosed2 - 9
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ATYPIC.AI is an AI development company in Seattle, Washington. They specialize in Artificial Intelligence and Blockchain.
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UndisclosedUndisclosed250 - 999Seattle, WA
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BigHand is a midsize Seattle, Washington-based artificial intelligence development company. Their services include Artificial Intelligence.
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UndisclosedUndisclosed10 - 49
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Launched in 2016, EVE.calls is an AI company and AI Consulting company. Headquartered in Boston, Massachusetts, the team focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249Boston, MA
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Artificial intelligence development company Neurala was established in 2006. The firm specializes in Artificial Intelligence, and is midsize.
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UndisclosedUndisclosedFreelancer
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Launched in 2023, cornball.ai is a Generative AI company. The team offers Generative AI.
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UndisclosedUndisclosed10 - 49Allentown, PA
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GoCharlie is a Generative AI company. They focus on Generative AI and Market Research and were founded in 2021.
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UndisclosedUndisclosed50 - 249Denver, CO
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Valyant AI is an artificial intelligence development company launched in 2017. The agency specializes in Artificial Intelligence, and is midsize.
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UndisclosedUndisclosed2 - 9Chicago, IL
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Generative AI company Magick AI is located in Chicago, Illinois. Launched in 2024, the team specializes in Generative AI.
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UndisclosedUndisclosed2 - 9
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Located in Denver, Colorado, Lumifox is a small AI firm. The team specializes in Artificial Intelligence.
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UndisclosedUndisclosed50 - 249San Francisco, CA
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Generative AI company Omneky is headquartered in San Francisco, California. They provide Generative AI and Graphic Design.
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UndisclosedUndisclosed2 - 9Royton, England
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Intelligent Systems Development Alliance, an AI firm, was founded in 2022. Headquartered in Royton, England, the team specializes in Artificial Intelligence and Generative AI.
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UndisclosedUndisclosed10 - 49
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Launched in 2022, Viggle is a Generative AI company. The small team specializes in Generative AI.
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UndisclosedUndisclosed2 - 9
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S2 Labs is an AI company. Their small team is based in Portland, Oregon and focuses on Artificial Intelligence. The agency was founded in 2022.
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UndisclosedUndisclosed10 - 49Portland, OR
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Rewire AI, an AI firm, is in Portland, Oregon. The team focuses on Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Las Vegas, NV
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Sense Traffic Pulse is an artificial intelligence firm headquartered in Las Vegas, Nevada and Chicago, Illinois. They specialize in Artificial Intelligence and IoT development.
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UndisclosedUndisclosed50 - 249Henderson, NV
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Velasea is an artificial intelligence firm. Established in 2019, the team provides Artificial Intelligence. The company is based in Henderson, Nevada and Irvine, California.
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UndisclosedUndisclosed10 - 49Las Vegas, NV
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TefoLOGIC is an AI firm. They are in Las Vegas, Nevada and Lewes, Delaware and have small team of experts. Their services include Artificial Intelligence and BI & big data consulting & SI.
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UndisclosedUndisclosed2 - 9Henderson, NV
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Small artificial intelligence company UnDesto AI, is located in Henderson, Nevada. Their services include Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Las Vegas, NV
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CountR Inc. Is an AI firm founded in 2013. The firm offers Artificial Intelligence.
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UndisclosedUndisclosed10 - 49Southfield, MI
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RediMinds, Inc is an AI firm. They were founded in 2016 and focus on Artificial Intelligence.
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UndisclosedUndisclosed10 - 49Novi, MI
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In Novi, Michigan and San Francisco, California, Rapid Robotics, Inc is an artificial intelligence firm. The team specializes in Artificial Intelligence.
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UndisclosedUndisclosed10 - 49Ann Arbor, MI
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NovoDynamics, Inc., an artificial intelligence development company, was founded in 2001. They specializes in Artificial Intelligence.
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List of the Best Artificial Intelligence Companies
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$25,000+< $25 / hr250 - 999Gurugram, India
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
50% AI Development50% Other -
$100,000+$100 - $149 / hr50 - 249Danvers, MA
Ability to deliver
39.6/40.020/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
80% AI Development20% Other -
$10,000+$25 - $49 / hr250 - 999Reston, VA
Ability to deliver
39.5/40.019.8/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
60% AI Development40% 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
70% AI Development30% Other -
$10,000+$50 - $99 / hr50 - 249Gdańsk, Poland
Ability to deliver
39.3/40.019.6/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
80% AI Development20% Other -
$50,000+$50 - $99 / hr250 - 999Poznań, Poland
Ability to deliver
39.1/40.019.2/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
75% AI Development25% Other -
$5,000+$25 - $49 / hr10 - 49
Ability to deliver
39.1/40.019.6/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
60% AI Development40% Other -
$1,000+$25 - $49 / hr1,000 - 9,999London, England
Ability to deliver
39/40.019.6/20 Reviews9.6/10 Clients & Experience9.8/10 Market PresenceService focus
35% AI Development65% 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 - $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 -
$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 -
$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 -
$5,000+$50 - $99 / hr10 - 49San Diego, CA
Ability to deliver
38.5/40.019.6/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
70% AI Development30% Other -
$10,000+$50 - $99 / hr250 - 999Marlborough, MA
Ability to deliver
39.3/40.019.6/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other -
$50,000+$25 - $49 / hr50 - 249Kyiv, Ukraine
Ability to deliver
38.3/40.019.6/20 Reviews9.1/10 Clients & Experience9.6/10 Market PresenceService focus
50% AI Development50% Other -
$25,000+$25 - $49 / hr250 - 999Dallas, TX
Ability to deliver
38.2/40.019.8/20 Reviews10/10 Clients & Experience8.4/10 Market PresenceService focus
50% AI Development50% Other -
$50,000+$50 - $99 / hr250 - 999London, England
Ability to deliver
38.1/40.018.8/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
50% AI Development50% Other -
$10,000+$50 - $99 / hr50 - 249Toronto, Canada
Ability to deliver
39.1/40.019.6/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
45% AI Development55% Other -
$25,000+$25 - $49 / hr1,000 - 9,999Orlando, FL
Ability to deliver
40/40.020/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
20% AI Development80% Other -
$25,000+$50 - $99 / hr250 - 999Wrocław, Poland
Ability to deliver
37.9/40.018.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
80% AI Development20% Other -
$5,000+$25 - $49 / hr250 - 999Frisco, TX
Ability to deliver
37.9/40.018.4/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
50% AI Development50% Other -
$10,000+$50 - $99 / hr10 - 49Kyiv, Ukraine
Ability to deliver
37.8/40.018.2/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
60% AI Development40% 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 -
$50,000+$150 - $199 / hr50 - 249Montréal, Canada
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% AI Development60% Other -
$75,000+$150 - $199 / hr50 - 249Frederick, MD
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% AI Development60% Other -
$10,000+$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
37.7/40.018/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
100% AI Development -
$10,000+$50 - $99 / hr250 - 999Austin, TX
Ability to deliver
37.7/40.018/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% AI Development60% Other -
$50,000+$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
39.6/40.019.8/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
40% AI Development60% Other -
$10,000+$25 - $49 / hr250 - 999Sahibzada Ajit Singh Nagar, India
Ability to deliver
38.5/40.018.8/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other -
$10,000+$25 - $49 / hr250 - 999L'viv, Ukraine
Ability to deliver
37.6/40.018/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
40% AI Development60% Other
Latest Artificial Intelligence Articles
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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 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.