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 delivering custom solutions, including mobile and web app development, system integration, and DevOps. Their reviews highlight a 100% positive feedback rate, with clients praising their responsiveness, technical expertise, and effective project management. Approximately 80% of reviewers emphasize their proactive communication and alignment with company values.
$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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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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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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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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UndisclosedUndisclosed2 - 9Saint Paul, MN
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Artificial intelligence firm Opus Research was launched in 1985. The small team offers Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10,000+Booterstown, Ireland
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Infosys is a large Booterstown, Ireland-based data analytics company. Their services include BI & big data consulting & SI and cloud consulting & SI.
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$1,000+$25 - $49 / hrFreelancerToronto, Canada
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TEKNOVATE SOLUTIONS is an artificial intelligence development company. Founded in 2019, the firm focuses on Artificial Intelligence and AI Consulting.
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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.
$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.
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UndisclosedUndisclosed2 - 9Cokato, MN
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JigLabs is an AI firm. The Cokato, Minnesota-based company was established in 2017. Their team focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Minnetonka, MN
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In Minnetonka, Minnesota, Lorignite is an AI development company. Their services include Artificial Intelligence and AI Consulting.
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Featured
What are Featured Providers?
$25,000+$25 - $49 / hr250 - 999Dallas, TXServices provided
See all 53 projectsCodeNinja is a versatile technology company specializing in AI, web, and mobile application development, often serving as a strategic partner for diverse industries. The company consistently receives positive feedback for its responsive, innovative, and client-focused project management, with over 95% of reviews highlighting their timely delivery and adaptability. Clients frequently commend CodeNinja's ability to align technical expertise with strategic objectives, enhancing operational efficiency and expanding market presence.
$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.
$10,000+$50 - $99 / hr10 - 49Coventry , EnglandServices provided
See all 20 projectsImobisoft is a versatile technology solutions company specializing in software development, web and app development, and cloud migration services. Overall, 100% of the reviews express satisfaction with their technical expertise, project management, and adherence to timelines and budgets. Imobisoft is consistently praised for their responsiveness, professionalism, and ability to deliver cost-effective solutions, as highlighted in 80% of the reviews.
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UndisclosedUndisclosed2 - 9Minneapolis, MN
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Vizworld Inc is an artificial intelligence company. Their team is in Minneapolis, Minnesota and specializes in Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Minneapolis, MN
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Caperno is an AI firm. They are located in Minneapolis, Minnesota and have small team. They provide Artificial Intelligence and AI Consulting.
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Featured
What are Featured Providers?
$25,000+$25 - $49 / hr50 - 249Warszawa, PolandServices provided
See all 50 projectsSolveIt is a versatile software development company offering services in mobile app development, web solutions, AI integration, and e-commerce design. With a focus on adaptability and technical expertise, SolveIt maintains a 100% positive feedback rate, with clients frequently praising their proactive communication, timely delivery, and the ability to meet or exceed project expectations.
$25,000+$25 - $49 / hr50 - 249L'viv, UkraineServices provided
See all 53 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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UndisclosedUndisclosed2 - 9
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Deep Learning Rental, an artificial intelligence company, is headquartered in Saint Paul, Minnesota. Founded in 2021, the team offers Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Hattiesburg, MS
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Prediction 3D Technology, Inc., an AI firm, is headquartered in Hattiesburg, Mississippi. The team focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249Chesterfield, MO
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Healthcare Fraud Shield is an artificial intelligence company. They are located in Chesterfield, Missouri. Their team provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed250 - 999Kansas City, MO
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Valorem Reply is a data analytics company launched in 2009. Their team specializes in BI & big data consulting & SI and cloud consulting & SI.
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UndisclosedUndisclosed2 - 9St. Louis, MO
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Simerse is a small artificial intelligence development company. They specialize in Artificial Intelligence and AI Consulting and were launched in 2021.
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UndisclosedUndisclosed10 - 49Kansas City, MO
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Saile Inc is a Sales Outsourcing company. Launched in 1999, the team provides Sales Outsourcing and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9St. Louis, MO
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The Intelligence Factory is a St. Louis, Missouri-based AI firm. They focus on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Kansas City, MO
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Bellwethr is a Kansas City, Missouri-based artificial intelligence firm. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49St. Louis, MO
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NEER, an AI firm, is located in St. Louis, Missouri. They focus on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9St. Louis, MO
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Well Principled is a St. Louis, Missouri-based AI company. They specialize in Artificial Intelligence and AI Consulting and were established in 2018.
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UndisclosedUndisclosed2 - 9
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Aperio Consulting Group is an artificial intelligence firm. Founded in 2011, the agency offers Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Kansas City, MO
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Crannium Health AI is a small Kansas City, Missouri-based AI development company. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9
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DataJocks is an artificial intelligence development company. The St. Louis, Missouri-based company focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9St. Louis, MO
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Based in St. Louis, Missouri, Nehit is an AI firm. They specialize in Artificial Intelligence and AI Consulting and were founded in 2010.
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UndisclosedUndisclosed10,000+Dublin, Ireland
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KantanAI is an AI company. The large Dublin, Ireland-based team offers Artificial Intelligence and BI & big data consulting & SI. The firm was established in 2012.
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UndisclosedUndisclosed50 - 249Rathkeale, Ireland
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DesignPro Automation is a big data company and AI development company launched in 2004. Their team provides BI & big data consulting & SI and Artificial Intelligence.
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UndisclosedUndisclosed10 - 49
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Artificial intelligence company Horan Automation & Robotics is located in Ireland. The team provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249Pune, India
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Headquartered in Pune, India and Sunnyvale, California, Metahire.ai is an AI company. The team offers Artificial Intelligence and Staffing.
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UndisclosedUndisclosed10 - 49London, England
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Alphalake Ai, an AI firm, was launched in 2019. They focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed250 - 999
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Valenta Franchise is a midsize artificial intelligence firm and Business Consulting company. Established in 2011, the team specializes in Artificial Intelligence and Business Consulting.
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UndisclosedUndisclosedFreelancer
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Ekasmin , a small AI firm, is in Vancouver , Canada. The team offers Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Machelen, Belgium
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Seaters A.I. Is an artificial intelligence company headquartered in Machelen, Belgium and New York, New York. They focus on Artificial Intelligence and Fulfillment and were established in 2014.
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$5,000+$150 - $199 / hrFreelancerMelbourn, England
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AI firm Cyan Q provides Artificial Intelligence and BI & big data consulting & SI. They were launched in 2022.
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UndisclosedUndisclosed1,000 - 9,999Irvine, CA
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Hitachi Solutions America is an IT strategy consulting company located in Irvine, California. The team specializes in IT strategy consulting and IT managed services.
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UndisclosedUndisclosed50 - 249Milpitas, CA
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Launched in 2018, AnChain.AI is a Cybersecurity and artificial intelligence firm. Their services include Cybersecurity and Artificial Intelligence.
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UndisclosedUndisclosed1,000 - 9,999Redmond, WA
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Centific is a large Redmond, Washington-based artificial intelligence company. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249Toronto, Canada
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Wysdom, an AI company, is based in Toronto, Canada. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed1,000 - 9,999Stuttgart, Germany
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Diconium is a large e-commerce development company founded in 1995. Their services include E-Commerce Development and AI Consulting.
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UndisclosedUndisclosed1,000 - 9,999
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Invisible Technologies Inc. Is an artificial intelligence firm. In , the team offers Artificial Intelligence and Robotics Process Automation.
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$10,000+Undisclosed50 - 249Dacula, GA
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QueueLogix, a Blockchain Marketing company, is located in Dacula, Georgia. Their services include Blockchain Marketing and CRM consulting and SI.
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UndisclosedUndisclosed50 - 249New York, NY
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Arbol is a Blockchain and AI Consulting company. The team is headquartered in New York, New York, and their services include Blockchain and AI Consulting.
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UndisclosedUndisclosed10 - 49Toronto, Canada
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Flint Learning Solutions Inc. Is an AI development company. Founded in 2004, the agency provides Artificial Intelligence and Video Production.
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UndisclosedUndisclosed1,000 - 9,999Gurugram, India
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Radical Minds Technologies Pvt Ltd, a large answering service, is in Gurugram, India. Their services include Call Center Services and Customer Service Outsourcing.
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UndisclosedUndisclosed10 - 49
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Matdun is an AI development company launched in 2020. Their team specializes in Artificial Intelligence and IoT development.
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UndisclosedUndisclosed250 - 999Torrance, CA
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WGA Consulting, LLC is a Business Consulting and AI Consulting company established in 2000. Their services include Business Consulting and AI Consulting.
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$10,000+< $25 / hr50 - 249
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Smartlogiq Limited is a midsize London, England-based artificial intelligence development company. The team provides Artificial Intelligence and IT staff augmentation.
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$1,000+< $25 / hr50 - 249
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Angkor High Solutions Co Ltd, a Data Annotation Services company, is based in Phnom Penh, Cambodia. The team offers Data Annotation Services and Customer Service Outsourcing.
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UndisclosedUndisclosed10 - 49Pimpri-Chinchwad, India
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Video production agency Ventura Learning Technologies was founded in 2020. The team focuses on Video Production and Artificial Intelligence and is headquartered in Pimpri-Chinchwad, India.
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UndisclosedUndisclosed2 - 9Overland Park, KS
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Launched in 2013, TeraCrunch is an AI firm. The agency specializes in Artificial Intelligence and AI Consulting, and is small.
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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 -
$10,000+$50 - $99 / hr50 - 249Gdańsk, Poland
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
80% AI Development20% Other -
$75,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
39.7/40.019.8/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
70% AI Development30% Other -
$50,000+$50 - $99 / hr250 - 999Poznań, Poland
Ability to deliver
39.5/40.019.6/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
65% AI Development35% 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 -
$10,000+$25 - $49 / hr250 - 999Rzeszów, Poland
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
35% AI Development65% Other -
$100,000+$100 - $149 / hr50 - 249Danvers, MA
Ability to deliver
39.4/40.019.8/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
80% AI Development20% 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 -
$5,000+$25 - $49 / hr50 - 249Miami, FL
Ability to deliver
39.3/40.019.6/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
50% AI Development50% 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 -
$25,000+$25 - $49 / hr250 - 999White Plains, NY
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
30% AI Development70% 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
75% AI Development25% Other -
$5,000+< $25 / hr250 - 999Ahmedabad, India
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other -
$50,000+$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 -
$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
35% AI Development65% Other -
$10,000+$50 - $99 / hr50 - 249Toronto, Canada
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 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
50% AI Development50% 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 -
$25,000+$50 - $99 / hr250 - 999Jaipur, India
Ability to deliver
39.2/40.019.4/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
30% AI Development70% 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 / hr50 - 249San Francisco, CA
Ability to deliver
38.1/40.018.4/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
100% AI Development -
$10,000+$25 - $49 / hr50 - 249San Ramon, CA
Ability to deliver
38/40.018.2/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
60% AI Development40% 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 -
$10,000+$25 - $49 / hr250 - 999L'viv, Ukraine
Ability to deliver
38/40.018.4/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
40% AI Development60% 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 / hr250 - 999Marlborough, MA
Ability to deliver
38.7/40.019/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other -
$50,000+$25 - $49 / hr1,000 - 9,999Noida, India
Ability to deliver
37.8/40.017.8/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
40% AI Development60% 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
Latest Artificial Intelligence Articles
See all articles
When AI Determines Strategy: Turning Algorithms Into Real Decisions
How teams actually use AI in strategy, moving from dashboards to decisions, spotting early signals, and turning models into measurable outcomes without...
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.