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 versatile software development company specializing in mobile and web app development, as well as custom software solutions. The company receives overwhelmingly positive feedback, with approximately 100% of clients highlighting their strong communication, technical expertise, and professionalism. Clients appreciate their ability to deliver projects on time and within budget, consistently exceeding expectations in aligning with company values and offering a personalized, responsive service.
$10,000+$50 - $99 / hr1,000 - 9,999Warszawa, PolandServices provided
See all 72 projectsInnowise is a versatile technology solutions provider offering services such as custom database creation, data management, software development, and DevOps support. The company is consistently praised for its project management, timely delivery, and ability to integrate smoothly into client teams. Approximately 90% of reviewers commend Innowise's technical expertise and responsiveness, while some suggest improvements in documentation and visual detail handling. Overall, Innowise is recognized for delivering high-quality outcomes with a commitment to client satisfaction.
$75,000+$100 - $149 / hr50 - 249New York, NYServices provided
See all 69 projectsBlueLabel is a versatile design and technology company specializing in AI and mobile app development, offering services such as workflow automation, mobile solution design, and AI integration. They receive high praise across multiple reviews for their strong project management, timely delivery, and exceptional customer service. Approximately 90% of reviews highlight their excellent culture fit and alignment with company values, while over 80% commend their innovative and strategic approach.
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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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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 software development company specializing in mobile app development, data engineering, and product design. Across their reviews, 100% of clients commend their timely delivery, responsiveness, and high-quality output. Their ability to adapt and integrate seamlessly with client teams is frequently highlighted, with 100% of reviewers noting exceptional professionalism and commitment to client success.
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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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Featured
What are Featured Providers?
$1,000+$25 - $49 / hr50 - 249Dubai, United Arab EmiratesServices provided
See all 28 projectsPhaedra Solutions is a development company that specializes in web and mobile app development, UI/UX design, and AI integrations. Reviews indicate a strong reputation for professionalism, timely delivery, and responsive communication, with 100% system uptime and successful project outcomes like increased user retention and reduced bugs. Approximately 80% of clients highlight their project management and communication skills as impressive, while some suggest minor improvements in project management and technical details.
$1,000+< $25 / hr10 - 49Kolkata, IndiaServices provided
See all 51 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.
$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.
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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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Featured
What are Featured Providers?
$25,000+$25 - $49 / 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.
$25,000+$50 - $99 / hr50 - 249Fornebu, NorwayServices provided
See all 15 projectsLANARS is a comprehensive technology solutions provider specializing in mobile and web app development, cloud services, and integration of advanced technologies such as AI and IoT. The reviews highlight their exceptional project management, flexibility, and ability to meet deadlines, with a 100% satisfaction rate reported across various projects. Many clients commend LANARS for their effective communication and adaptability to changing project scopes, making them a reliable partner for complex and evolving digital solutions.
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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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Featured
What are Featured Providers?
$10,000+$25 - $49 / hr50 - 249Warszawa, PolandServices provided
See all 50 projectsSolveIt is a software development company offering a range of services, including mobile app development, web design, AI integration, and cloud-based solutions. Across multiple reviews, SolveIt consistently receives positive feedback for their technical expertise, proactive communication, and ability to deliver projects on time, with over 90% of clients expressing satisfaction with their work quality and responsiveness. Clients frequently highlight their adaptability and commitment to project success.
$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, and AI solutions. Reviews on Clutch.co reflect overwhelmingly positive feedback, with nearly 100% of clients highlighting their timely delivery, technical proficiency, and effective communication. Clients frequently commend Leobit's ability to align with project needs and enhance existing strategies, underscoring their technical expertise and proactive project management approach.
$25,000+$25 - $49 / hr1,000 - 9,999Boca Raton, FLServices provided
See all 58 projectsAgileEngine is a technology development company that specializes in software engineering, platform modernization, and custom solutions. Reviewers consistently praise their project management skills, reliability, and responsiveness, with over 90% noting their high-quality output and commitment to client success. Additionally, AgileEngine's competitive pricing and ability to align with client values are frequently highlighted.
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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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UndisclosedUndisclosed50 - 249Ann Arbor, MI
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Voxel51 is an AI company in Ann Arbor, Michigan. Their services include Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Hillsboro, OR
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Xplorazzi is an artificial intelligence company. The Hillsboro, Oregon-based agency was founded in 2015. Their services include Artificial Intelligence.
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UndisclosedUndisclosed2 - 9
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Crackshot AI is an artificial intelligence development company. Launched in 2021, the agency is located in Indianapolis, Indiana. Their services include Artificial Intelligence.
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UndisclosedUndisclosed250 - 999Gurugram, India
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Established in 2005, Novus Hi-Tech is a midsize Greenwood, Indiana-based artificial intelligence firm. Their team focuses on Artificial Intelligence.
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UndisclosedUndisclosed10 - 49
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Small AI development company Modicus Prime, is based in La Porte, Indiana. The team specializes in Artificial Intelligence.
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UndisclosedUndisclosed2 - 9
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Semiring Inc. Is an artificial intelligence development company. They were founded in 2018, and their services include Artificial Intelligence and Cybersecurity.
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UndisclosedUndisclosed2 - 9Indianapolis, IN
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Small artificial intelligence company and AI Consulting company EchoTech.ai, is in Indianapolis, Indiana. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Indianapolis, IN
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Drone Response, an AI company, was established in 2021. Based in Indianapolis, Indiana, the team offers Artificial Intelligence and Blockchain.
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UndisclosedUndisclosed50 - 249Tempe, AZ
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Established in 2017, RadiusAI, Inc is an AI company. The team provides Artificial Intelligence.
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UndisclosedUndisclosed10 - 49Tempe, AZ
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Launched in 2010, EDGE3 Technologies is an artificial intelligence firm. The firm focuses on Artificial Intelligence and IoT development.
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UndisclosedUndisclosed2 - 9
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Builderlytics is an artificial intelligence company established in 2024. The company offers Artificial Intelligence and Custom Software Development, and is small.
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UndisclosedUndisclosed2 - 9
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In Pheonix, Arizona, Cognitive Videos is a small AI company. The team provides Artificial Intelligence.
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UndisclosedUndisclosed10 - 49Gaithersburg, MD
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Edgybees is an artificial intelligence development company. The Gaithersburg, Maryland-based company was founded in 2016. Their services include Artificial Intelligence.
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UndisclosedUndisclosed10 - 49Baltimore, MD
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Redshred is an AI development company. The Baltimore, Maryland-based team focuses on Artificial Intelligence and cloud consulting & SI.
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UndisclosedUndisclosed2 - 9
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ANAI is an artificial intelligence development company. Their small team is based in Columbia, Maryland. Their services include Artificial Intelligence.
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UndisclosedUndisclosed2 - 9
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AXOLTL LLC, an artificial intelligence development company, was founded in 2023. The team offers Artificial Intelligence and is in Westminster, Maryland.
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UndisclosedUndisclosed250 - 999Bozeman, MT
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Established in 2014, ASAPP is an AI development company. Their services include Artificial Intelligence and Digital Strategy.
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UndisclosedUndisclosed2 - 9
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AiEdge Summit Sioux Falls, an AI company, is in Sioux Falls, South Dakota. Established in 2023, the team provides Artificial Intelligence.
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UndisclosedUndisclosed2 - 9
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Stacked Marketing is an artificial intelligence company. Based in Sioux Falls, South Dakota, their small team focuses on Artificial Intelligence. The firm was established in 2023.
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UndisclosedUndisclosed10 - 49
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ThinkDeeply is a Bozeman, Montana-based artificial intelligence firm. Their services include Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Missoula, MT
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LITIXS AI is an AI firm located in Missoula, Montana. They focus on Artificial Intelligence and were launched in 2018.
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UndisclosedUndisclosed2 - 9Nashville, TN
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SwitchPoint Ventures is an AI company. Based in Nashville, Tennessee, the company focuses on Artificial Intelligence.
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UndisclosedUndisclosed2 - 9
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Launched in 2022, Republiq AI is an artificial intelligence firm. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Bountiful, UT
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AI development company and AI Consulting company nFlux AI is located in Bountiful, Utah. Established in 2018, the team focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9West Valley City, UT
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Founded in 2022, Civictus is a small West Valley City, Utah-based AI firm. Their team specializes in Artificial Intelligence.
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UndisclosedUndisclosed50 - 249Erlanger, KY
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Established in 2013, Photoneo is a midsize Product Design and artificial intelligence company. Their team focuses on Product Design and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9
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Neon Perception Inc. Is an artificial intelligence firm. Their small team is in Louisville, Kentucky. Their services include Artificial Intelligence.
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UndisclosedUndisclosed2 - 9
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Sploot AI is an artificial intelligence development company. They are in Lexington, Kentucky, and their services include Artificial Intelligence.
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UndisclosedUndisclosed250 - 999Charlotte, NC
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Euclid Innovations is a Charlotte, North Carolina-based AI firm. The team specializes in Artificial Intelligence and Digital Strategy.
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UndisclosedUndisclosed10 - 49Research Triangle Park, NC
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Agerpoint is an AI development company. The team is in Research Triangle Park, North Carolina, and their services include Artificial Intelligence.
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UndisclosedUndisclosed10 - 49
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RNMKRS is an AI firm and Generative AI company established in 2023. Their services include Artificial Intelligence and Generative AI.
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UndisclosedUndisclosed10 - 49Newport, RI
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Mindtrace Ltd is an artificial intelligence development company. They were founded in 2017, and their services include Artificial Intelligence.
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UndisclosedUndisclosed2 - 9
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IDM Solutions, LLC is a small artificial intelligence firm in Bristol, Rhode Island. The team provides Artificial Intelligence and Generative AI.
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UndisclosedUndisclosed2 - 9Providence, RI
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Simantex is an AI development company. Located in Providence, Rhode Island, the team offers Artificial Intelligence.
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UndisclosedUndisclosed50 - 249Omaha, NE
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LTi Technology Solutions, an AI firm, was founded in 1989. The team offers Artificial Intelligence and is based in Omaha, Nebraska and Overland Park, Kansas.
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UndisclosedUndisclosed10 - 49Lincoln, NE
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Ocuvera is a small Lincoln, Nebraska-based artificial intelligence firm. The team provides Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Omaha, NE
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Fleet Defender, Inc. Is an artificial intelligence firm. The team focuses on Artificial Intelligence and is based in Omaha, Nebraska.
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UndisclosedUndisclosed2 - 9Nemaha, NE
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In Nemaha, Nebraska, Synergise AI is an AI development company and AI Consulting company. They focus on Artificial Intelligence and AI Consulting.
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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 -
$5,000+$25 - $49 / hr10 - 49
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 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 -
$75,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
39.3/40.019.4/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
70% AI Development30% 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
65% AI Development35% Other -
$10,000+$25 - $49 / hr250 - 999Reston, VA
Ability to deliver
38.9/40.019.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
65% AI Development35% 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 -
$5,000+$25 - $49 / hr50 - 249Miami, FL
Ability to deliver
38.7/40.019/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
50% AI Development50% Other -
$50,000+$100 - $149 / hr50 - 249Montréal, Canada
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
45% AI Development55% Other -
$50,000+$25 - $49 / hr50 - 249Kyiv, Ukraine
Ability to deliver
38.7/40.020/20 Reviews9.1/10 Clients & Experience9.6/10 Market PresenceService focus
50% AI Development50% Other -
$10,000+$25 - $49 / hr250 - 999Rzeszów, Poland
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
30% AI Development70% Other -
$50,000+$50 - $99 / hr250 - 999London, England
Ability to deliver
38.5/40.019.2/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
45% AI Development55% Other -
$25,000+$25 - $49 / hr250 - 999Dallas, TX
Ability to deliver
38.4/40.020/20 Reviews10/10 Clients & Experience8.4/10 Market PresenceService focus
60% AI Development40% Other -
$10,000+$50 - $99 / hr10 - 49Kyiv, Ukraine
Ability to deliver
38.4/40.018.8/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
60% AI Development40% Other -
$5,000+$50 - $99 / hr10 - 49San Diego, 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+$50 - $99 / hr250 - 999Marlborough, MA
Ability to deliver
39.1/40.019.4/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other -
$25,000+$50 - $99 / hr250 - 999Jaipur, India
Ability to deliver
39/40.019.2/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
30% AI Development70% 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 -
$100,000+$50 - $99 / hr250 - 999Cluj-Napoca, Romania
Ability to deliver
37.8/40.018.2/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
65% AI Development35% 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 -
$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 -
$10,000+$25 - $49 / hr50 - 249San Ramon, CA
Ability to deliver
37.6/40.017.8/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
60% AI Development40% 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
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.