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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UndisclosedUndisclosed250 - 999Tampa, FL
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VRIZE is a big data company. The company is headquartered in Tampa, Florida and Toronto, Canada. Their team provides BI & big data consulting & SI and Artificial Intelligence.
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UndisclosedUndisclosed50 - 249Orlando, FL
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Novatio Solutions is an AI firm. Their team is in Orlando, Florida and focuses on Artificial Intelligence and AI Consulting.
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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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UndisclosedUndisclosed50 - 249Tampa, FL
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Telepathy Labs, a midsize AI firm, is located in Tampa, Florida. The team focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Miami, FL
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Aggranda is a small AI company established in 2018. Their team provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249Miami, FL
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Artificial intelligence firm Erudit was founded in 2020. The midsize team focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Boca Raton, FL
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Launched in 2011, KinaTrax is an AI firm. The team focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249Odessa, FL
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Funnel Leasing is a midsize AI firm founded in 2011. Their services include Artificial Intelligence and AI Consulting.
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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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$5,000+$25 - $49 / hr50 - 249Aventura, FL
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4A Labs is a midsize software development firm. Launched in 2014, the team specializes in Custom Software Development and Artificial Intelligence.
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UndisclosedUndisclosed50 - 249Jacksonville, FL
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NLP Logix, an AI company, was launched in 2011. They 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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UndisclosedUndisclosed2 - 9Green Cove Springs, FL
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AIM-E is an artificial intelligence company. They are headquartered in Green Cove Springs, Florida and have small team. They specialize in Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249Jacksonville, FL
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Duos Technologies is an AI company. The team provides Artificial Intelligence and AI Consulting and is in Jacksonville, Florida.
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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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UndisclosedUndisclosed50 - 249Wesley Chapel, FL
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Vantagepoint AI is a midsize AI development company founded in 1979. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed250 - 999Orlando, FL
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IT managed services company ThinkOwl focuses on IT managed services and Artificial Intelligence. They are in Orlando, Florida and Pune, India.
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UndisclosedUndisclosed2 - 9Atlanta, GA
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Mona is an artificial intelligence company. The team offers Artificial Intelligence and AI Consulting, and the company is in Atlanta, Georgia.
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UndisclosedUndisclosed50 - 249Alpharetta, GA
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Worthix is an AI firm. Their team is located in Alpharetta, Georgia and San Francisco, California and specializes in Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Marietta, GA
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Prorize is an AI development company founded in 2006. The agency focuses on Artificial Intelligence and AI Consulting, and is small.
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UndisclosedUndisclosed50 - 249Tas-Sliema, Malta
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Headquartered in Atlanta, Georgia and Tas-Sliema, Malta, Trust Stamp is a Cybersecurity company. The team specializes in Cybersecurity and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Alpharetta, GA
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Quanti llc is an AI company. The team is headquartered in Alpharetta, Georgia, and their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Atlanta, GA
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Unifi.ai is an artificial intelligence development company. In Atlanta, Georgia, the agency was founded in 2021. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249
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Aimpoint Digital, a big data analytics company, focus on BI & big data consulting & SI and Artificial Intelligence. They were established in 2017.
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UndisclosedUndisclosed250 - 999
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HiQo Solutions, Inc. Is a software development company. They are in Atlanta, Georgia and have midsize team. They provide Custom Software Development and cloud consulting & SI.
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UndisclosedUndisclosed2 - 9Honolulu, HI
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Evercast Ventures, an AI company, specialize in Artificial Intelligence and AI Consulting. They were established in 2019.
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UndisclosedUndisclosed50 - 249Meridian, ID
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Verified First is a Meridian, Idaho-based artificial intelligence development company. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Boise, ID
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Natural Intelligence Systems, an AI development company, is based in Boise, Idaho. They specialize in Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9
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EAllianceGov is an artificial intelligence development company. In Naperville, Illinois, the company was launched in 2018. Their team specializes in Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Wichita, KS
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In Wichita, Kansas, Enelect is an artificial intelligence development company. The team offers Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Grand Junction, CO
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Willow.ai is a Grand Junction, Colorado-based AI development company. Established in 2016, the team offers Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Ruston, LA
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Headquartered in Ruston, Louisiana, VS Merlot is a small AI company. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Rockville, MD
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Lexical Intelligence is an artificial intelligence company. The team is in Rockville, Maryland, and their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed250 - 999Linthicum Heights, MD
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In Linthicum Heights, Maryland and Bengaluru, India, Impact Analytics is an artificial intelligence development company. They offer Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Boston, MA
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In Boston, Massachusetts, Knowledge AI Inc is a small AI Consulting company. Their services include AI Consulting and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Boston, MA
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Established in 1999, Myriad Consulting LLC is an artificial intelligence firm. The agency provides Artificial Intelligence and AI Consulting, and is small.
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UndisclosedUndisclosed50 - 249Boston, MA
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Gradient AI is an artificial intelligence development company. Located in Boston, Massachusetts, the company was founded in 2018. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Burlington, MA
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Artificial intelligence company Sentier was founded in 2017. The small team specializes in Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Boston, MA
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Micronotes.ai is an artificial intelligence firm. The company is headquartered in Boston, Massachusetts. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Concord, MA
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Aidentified, LLC is a Concord, Massachusetts-based AI firm. Founded in 2017, the team provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Holliston, MA
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SharePoint Geeks is an AI company. The team specializes in Artificial Intelligence and AI Consulting and is based in Holliston, Massachusetts and Bengaluru, India.
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UndisclosedUndisclosed10 - 49Somerville, MA
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Located in Somerville, Massachusetts, Cyvl.ai is a small AI development company. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249Boston, MA
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VUI, Inc. Is a midsize AI firm. They specialize in Artificial Intelligence and AI Consulting and were established in 2017.
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UndisclosedUndisclosed2 - 9Rockford, MI
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Chai AI is an artificial intelligence company. They are based in Rockford, Michigan and have small team. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Ann Arbor, MI
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Demyaconsulting LLC is an AI company founded in 2018. In Ann Arbor, Michigan, the team specializes in Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Ann Arbor, MI
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Invisible AI, an artificial intelligence company, was launched in 2018. Headquartered in Ann Arbor, Michigan and Palo Alto, California, the team offers Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9St. Louis Park, MN
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Founded in 2011, Reliancy is a small AI company. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Santa Monica, CA
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SalesHawk is an AI Consulting company. Their team is in Santa Monica, California and provides AI Consulting and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Cosmos, MN
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Prophetics, an AI company, is in Cosmos, Minnesota. Established in 2022, the team focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9St. Louis Park, MN
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VSI Labs is a St. Louis Park, Minnesota-based artificial intelligence firm. They offer Artificial Intelligence and AI Consulting and were established in 2014.
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UndisclosedUndisclosed50 - 249Plymouth, MN
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SMART Logistics is an IoT development company. The team focuses on IoT development and Artificial Intelligence, and the agency is located in Plymouth, Minnesota.
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UndisclosedUndisclosed10 - 49Saint Paul, MN
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ImagoAI, an AI firm, is headquartered in Saint Paul, Minnesota and Milpitas, California. Established in 2019, the team provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Saint Paul, MN
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Dojo Five is a Saint Paul, Minnesota-based AI development company. The team focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Minneapolis, MN
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Boon Logic, Inc. Is a Minneapolis, Minnesota-based artificial intelligence development company. Founded in 2018, the team provides Artificial Intelligence and AI Consulting.
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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.