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 86 projectsSimform is a comprehensive software development and technology solutions company, specializing in web and mobile app development, system integration, and custom software solutions. With a 100% positive feedback rate, clients consistently praise their responsive communication, technical expertise, and commitment to long-term, sustainable solutions. Approximately 75% of reviewers highlight their strong project management and ability to meet deadlines within budget constraints.
$75,000+$100 - $149 / hr50 - 249New York, NYServices provided
See all 69 projectsBlueLabel is a versatile digital innovation and AI development firm, providing services such as app development, AI consulting, and workflow automation. Customers praise their effective project management, professional communication, and alignment with business goals, with over 90% of reviewers highlighting their exceptional customer service and cultural fit. Some feedback suggested improvements in proactive communication and pre-launch testing thoroughness, though these were minor concerns relative to the overall positive feedback.
$10,000+$25 - $49 / hr50 - 249San Francisco, CAServices provided
See all 25 projectsAzumo is a software development company specializing in building custom applications, AI/ML solutions, cloud migration, and enhancing system resilience. Their reviews highlight exceptional project management, with 100% of clients praising their communication, responsiveness, and ability to meet deadlines. Clients commend Azumo for their cultural fit, professionalism, and customer-centric approach, making them a trusted long-term partner.
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UndisclosedUndisclosed10 - 49Zaragoza, Spain
Services provided
Actio Procesos y Tecnología is a big data company. The team specializes in BI & big data consulting & SI and cloud consulting & SI, and the agency is headquartered in Zaragoza, Spain.
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UndisclosedUndisclosed10 - 49Madrid, Spain
Services provided
Atlas Real Estate Analytics is a Market Research company. They are located in Madrid, Spain. Their team offers Market Research and BI & big data consulting & SI.
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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 company offering comprehensive software development, design, and data engineering services. They have consistently received positive feedback from 100% of reviewers, who praise their professionalism, timely delivery, and adaptability. Notably, many clients value Qubika’s ability to integrate advanced technologies and maintain high-quality standards, with 87% mentioning their responsiveness and commitment to client success.
$10,000+$150 - $199 / hr10 - 49Webster Groves, MOServices provided
See all 23 projectsSketch Development is a comprehensive software development company specializing in custom software solutions, UX/UI design, and agile project management. Based on reviews, their work is consistently praised for quality and efficiency, with clients reporting a 100% satisfaction rate. Notably, 90% of reviewers commend their exceptional project management and ability to adapt to client-specific needs. Their expertise spans diverse industries, offering scalable and innovative technical foundations.
$1,000+< $25 / hr10 - 49Kolkata, IndiaServices provided
See all 54 projectsGrowth Loops Technology Private Limited is a versatile software development company specializing in mobile app development, UI/UX design, and AI systems. Receiving overwhelmingly positive feedback, with 100% satisfaction from clients, reviewers consistently commend the company's technical expertise, efficient project management, and commitment to client needs, noting that 70% of clients specifically praise their ability to deliver innovative solutions within budget.
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UndisclosedUndisclosed10 - 49Houston, TX
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Invoke is a big data analytics company. Established in 2007, the team specializes in BI & big data consulting & SI and cloud consulting & SI.
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UndisclosedUndisclosed10 - 49Frisco, TX
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Founded in 2016, Kreative Core Technologies is an ERP consulting and SI company. Headquartered in Frisco, Texas, the team specializes in ERP consulting and SI and IT strategy consulting.
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UndisclosedUndisclosed10 - 49Flower Mound, TX
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Bowdark Consulting, an IT strategy consulting company, provides IT strategy consulting and BI & big data consulting & SI. The firm is based in Flower Mound, Texas.
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UndisclosedUndisclosed10 - 49Charlotte, NC
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CONCOR IT is an IT strategy consulting company launched in 2019. Headquartered in Charlotte, North Carolina, the team focuses on IT strategy consulting and IT staff augmentation.
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UndisclosedUndisclosed10 - 49Barangaroo, Australia
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Auticon Australia is a Barangaroo, Australia-based business intelligence company. Established in 2011, the team offers BI & big data consulting & SI and Cybersecurity.
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Featured
What are Featured Providers?
$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.
$5,000+$25 - $49 / hr50 - 249Dubai, United Arab EmiratesServices provided
See all 28 projectsPhaedra Solutions is a software development company specializing in web and mobile app development, UI/UX design, and AI integrations. Across reviews, clients consistently praise Phaedra Solutions for their professionalism, timely delivery, and excellent communication, with over 90% of feedback being positive. Notably, 80% of reviews highlight their project management and responsiveness as key strengths.
$10,000+$25 - $49 / hr50 - 249Sahibzada Ajit Singh Nagar, IndiaServices provided
See all 134 projectsTrigma is a versatile software development company specializing in AI-driven solutions, custom application development, and system integration services. With consistently high ratings and a commendable 100% positive feedback rate, clients appreciate Trigma's technical expertise, timely delivery, and personalized support. Approximately 80% of reviewers highlight their strong project management skills and ability to meet complex requirements efficiently.
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UndisclosedUndisclosed10 - 49Valley Cottage, NY
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TurtleBay Advisory Services is a small Market Research company headquartered in Valley Cottage, New York. The team specializes in Market Research and IT strategy consulting.
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UndisclosedUndisclosed10 - 49Tampa, FL
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Securance Consulting is a Cybersecurity company. In Tampa, Florida, the agency was established in 2002. Their services include Cybersecurity and IT strategy consulting.
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Featured
What are Featured Providers?
$25,000+$50 - $99 / hr50 - 249Fornebu, NorwayServices provided
See all 15 projectsLANARS is a versatile technology solutions company specializing in mobile app development, software development, and web services. The overall feedback from their clients on Clutch.co is overwhelmingly positive, with approximately 95% of reviewers appreciating their project management skills, technical expertise, and commitment to deadlines. Notably, 80% of reviews highlight their flexibility and reliable communication, making them a preferred partner for complex projects across various industries.
$25,000+$25 - $49 / hr50 - 249L'viv, UkraineServices provided
See all 57 projectsLeobit is a software development company specializing in custom software solutions, mobile and web application development, and AI technology integration. They receive overwhelmingly positive feedback, with 100% of reviewers highlighting their technical expertise, project management skills, and effective communication. Clients commend Leobit for their flexibility, budget-friendly pricing, and ability to seamlessly integrate with client teams, ensuring timely and high-quality deliverables.
$10,000+< $25 / hr50 - 249Hyderabad, IndiaServices provided
See all 52 projectsAhex Technologies is a comprehensive tech solutions provider specializing in web and application development, custom software, and AI-driven solutions. The company receives overwhelmingly positive feedback, with approximately 95% of reviews praising their commitment to excellence, proactive project management, and responsiveness. Many clients (around 80%) commend their innovative solutions and ability to meet high expectations on time and within budget.
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UndisclosedUndisclosed10 - 49Katonah, NY
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Branding agency Black Talon Security was established in 2017. The team offers Branding and Conversion Optimization.
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UndisclosedUndisclosed10 - 49Laguna Beach, CA
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DevBird is a small Laguna Beach, California-based graphic design company. Their services include Graphic Design and cloud consulting & SI.
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Featured
What are Featured Providers?
$10,000+$100 - $149 / hr250 - 999London, EnglandServices provided
See all 22 projectsTransparity is an IT consultancy specializing in Microsoft cloud services, Azure, and cybersecurity solutions. They have received overwhelmingly positive feedback, with over 95% of reviews praising their expertise and professionalism. Clients consistently commend Transparity for delivering projects on time, their effective communication, and their ability to tailor solutions to meet specific business needs.
Undisclosed$50 - $99 / hr1,000 - 9,999Tampa, FLServices provided
See all 32 projectsNIX is a versatile software development company offering services in AI, web, mobile, and full-stack development. Reviewers highlight their professionalism, responsiveness, and adaptability, with approximately 90% of feedback being positive. Key themes include excellent project management, timely delivery, and technical expertise. Clients appreciate their ability to seamlessly integrate into projects and bring innovative solutions.
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UndisclosedUndisclosed10 - 49Pleasanton, CA
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Headquartered in Pleasanton, California and Vadodara, India, Exaqode is a small UX design agency. The team focuses on UX/UI Design and IT strategy consulting.
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UndisclosedUndisclosed10 - 49City of London, England
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Jackson Swiss Partners is a City of London, England-based big data analytics company. They specialize in BI & big data consulting & SI and Application Testing and were founded in 2018.
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UndisclosedUndisclosed10 - 49Alpharetta, GA
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In Alpharetta, Georgia and Toronto, Canada, G3. GG Tech Global is a Market Research company. Their services include Market Research and IT strategy consulting.
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UndisclosedUndisclosed10 - 49Los Angeles, CA
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DeRisk Technologies is an IT strategy consulting company. They were founded in 2020, and their services include IT strategy consulting and BI & big data consulting & SI.
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UndisclosedUndisclosed10 - 49Melbourne, Australia
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Protegic Pty Ltd. Is a Digital Engineering company based in Melbourne, Australia. The team offers Digital Engineering and BI & big data consulting & SI.
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UndisclosedUndisclosed10 - 49Lyon, France
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Cowigo is a data analytics company headquartered in Lyon, France. Their services include BI & big data consulting & SI and IT strategy consulting.
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UndisclosedUndisclosed10 - 49Paris, France
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Dataraise is a Paris, France-based big data analytics company. The team specializes in BI & big data consulting & SI and cloud consulting & SI.
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UndisclosedUndisclosed10 - 49London, England
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Headquartered in London, England, Valentine Worldwide Ltd is a branding firm. They provide Branding and Public Relations and were founded in 2021.
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UndisclosedUndisclosed10 - 49San Jose, CA
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Launchable, Inc is a data analytics company. Located in San Jose, California, the team specializes in BI & big data consulting & SI and Custom Software Development.
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UndisclosedUndisclosed10 - 49Bordeaux, France
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Branding company Agence THRIVE was launched in 2017. Located in Bordeaux, France, the team specializes in Branding and Market Research.
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UndisclosedUndisclosed10 - 49
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Established in 2021, Luytens Technology Solutions is an IT strategy consulting company. The team offers IT strategy consulting and Cybersecurity.
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UndisclosedUndisclosed10 - 49Milano, Italy
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Nolan, Norton Italia is a Milano, Italy-based IT strategy consulting company. They provide IT strategy consulting and IoT development.
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UndisclosedUndisclosed10 - 49Jupiter, FL
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Jupiter Capital Management LLC is a data analytics company. The team is based in Jupiter, Florida, and their services include BI & big data consulting & SI and IT managed services.
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UndisclosedUndisclosed10 - 49Warszawa, Poland
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BrandOriented is a small Warszawa, Poland-based IT strategy consulting company. The team specializes in IT strategy consulting and Business Consulting.
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UndisclosedUndisclosed10 - 49Barrowford, England
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Small Cybersecurity company Seriun, is located in Barrowford, England. The team provides Cybersecurity and BI & big data consulting & SI.
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UndisclosedUndisclosed10 - 49Middleborough, MA
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JIT Solutions IT, a Cybersecurity company, was established in 1995. The agency provides Cybersecurity and IT managed services.
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UndisclosedUndisclosed10 - 49Toronto, Canada
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GlobalDWS Corporation is an IT strategy consulting company. They are in Toronto, Canada and have small team. They offer IT strategy consulting and Custom Software Development.
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UndisclosedUndisclosed10 - 49Toronto, Canada
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ITechtions Inc. Is an IT strategy consulting company. Their team is located in Toronto, Canada. The agency provides IT strategy consulting and DevOps Managed Services.
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UndisclosedUndisclosed10 - 49Hamilton Township, NJ
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TechTrends is an IT strategy consulting company. Established in 2003, the team specializes in IT strategy consulting and BI & big data consulting & SI. The firm is in Hamilton Township, New Jersey.
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UndisclosedUndisclosed10 - 49Waltham, MA
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Founded in 2018, Cumulus is a small IoT development company in Waltham, Massachusetts. Their team provides IoT development and Application Testing.
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UndisclosedUndisclosed10 - 49Abbotsford, Australia
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Exa Product Development, a small Engineering company, is headquartered in Abbotsford, Australia. Their services include Engineering and Digital Engineering.
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UndisclosedUndisclosed10 - 49Haymarket, Australia
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IDEAQU is an UX agency. Their team is in Haymarket, Australia. The company specializes in UX/UI Design and BI & big data consulting & SI.
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UndisclosedUndisclosed10 - 49Sugar Land, TX
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Avani Systems Inc, a cloud consulting & SI company, was launched in 2014. They provides cloud consulting & SI and Cybersecurity.
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UndisclosedUndisclosed10 - 49Springfield, IL
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Founded in 2020, 1981 Digital Marketing is a branding company. The firm specializes in Branding and Content Marketing.
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UndisclosedUndisclosed10 - 49Noventa di Piave, Italy
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MM-One Group Srl is a public relations company. Their small team is headquartered in Noventa di Piave, Italy. Their services include Public Relations and Social Media Marketing.
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UndisclosedUndisclosed10 - 49Tampa, FL
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Guac Digital, a branding company, focuses on Branding and Search Engine Optimization. The firm is located in Tampa, Florida and Tel Aviv-Yafo, Israel.
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UndisclosedUndisclosed10 - 49Wayzata, MN
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Modern Foundation is a Market Research company based in Wayzata, Minnesota. They focus on Market Research and Digital Strategy.
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UndisclosedUndisclosed10 - 49Paris, France
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UX agency Wolfox was established in 2015. The firm focuses on UX/UI Design and Branding, and is small.
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UndisclosedUndisclosed10 - 49Norcross, GA
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Branding firm Grapevine Marketing, LLC provides Branding and Social Media Marketing. They were launched in 2004.
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UndisclosedUndisclosed10 - 49North Paravur, India
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GigsBoard, a small Market Research company, is based in North Paravur, India. The team provides Market Research and Architectural Design.
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UndisclosedUndisclosed10 - 49Corte Madera, CA
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Based in Corte Madera, California, Mammoth Growth is a Marketing Strategy company. Launched in 2015, the team specializes in Marketing Strategy and Email Marketing.
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UndisclosedUndisclosed10 - 49Canfield, OH
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45PRESS is a Canfield, Ohio-based web development company. They specialize in Web Development and DevOps Managed Services and were launched in 2014.
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UndisclosedUndisclosed10 - 49Sterlington, LA
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TGN Digital Web Designs LLC is a SEO agency based in Sterlington, Louisiana. They focus on Search Engine Optimization and Web Design and were established in 2016.
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UndisclosedUndisclosed10 - 49
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Social media marketing firm The Think is headquartered in City of London, England. The team offers Social Media Marketing and Graphic Design.
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UndisclosedUndisclosed10 - 49London, England
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Founded in 2014, Aligne is a big data analytics company. The agency offers BI & big data consulting & SI and Cybersecurity, and is small.
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UndisclosedUndisclosed10 - 49San Ramon, CA
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Cidersoft is a web design company. The San Ramon, California-based team provides Web Design and UX/UI Design.
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UndisclosedUndisclosed10 - 49Tampa, FL
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Based in Tampa, Florida, Fizen Technology is an ERP consulting and SI company. The team focuses on ERP consulting and SI and Cybersecurity.
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UndisclosedUndisclosed10 - 49Nashua, NH
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Established in 2020, Skylytics Data, LLC is a small cloud consulting & SI company. Their team offers cloud consulting & SI and IT strategy consulting.
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UndisclosedUndisclosed10 - 49Las Vegas, NV
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Maxana.ai, a custom software development company, is located in Las Vegas, Nevada. They specialize in Custom Software Development and Computer Engineering.
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List of the Best Artificial Intelligence Companies
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$25,000+$25 - $49 / hr250 - 999New York, NY
Ability to deliver
40/40.020/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
45% AI Development55% Other -
$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 -
$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+$25 - $49 / hr250 - 999Reston, VA
Ability to deliver
39.3/40.019.6/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
60% AI Development40% Other -
$5,000+$25 - $49 / hr50 - 249Jaipur, India
Ability to deliver
39.2/40.019.6/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
55% AI Development45% Other -
$10,000+$50 - $99 / hr50 - 249Gdańsk, Poland
Ability to deliver
39.1/40.019.4/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
80% AI Development20% Other -
$5,000+$25 - $49 / hr10 - 49
Ability to deliver
39.1/40.019.6/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
60% AI Development40% Other -
$50,000+$50 - $99 / hr250 - 999Poznań, Poland
Ability to deliver
39/40.019.2/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
75% AI Development25% Other -
$100,000+$100 - $149 / hr50 - 249Danvers, MA
Ability to deliver
39/40.019.4/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
80% AI Development20% 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+$50 - $99 / hr50 - 249Los Angeles, CA
Ability to deliver
38.6/40.019.6/20 Reviews10/10 Clients & Experience9/10 Market PresenceService focus
50% AI Development50% Other -
$1,000+$25 - $49 / hr1,000 - 9,999London, England
Ability to deliver
38.6/40.019.2/20 Reviews9.6/10 Clients & Experience9.8/10 Market PresenceService focus
35% AI Development65% Other -
$10,000+$25 - $49 / hr250 - 999Rzeszów, Poland
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
30% AI Development70% Other -
$75,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
38.5/40.018.6/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
70% AI Development30% Other -
$100,000+$50 - $99 / hr250 - 999Cluj-Napoca, Romania
Ability to deliver
38.4/40.018.8/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
65% AI Development35% Other -
$5,000+$50 - $99 / hr10 - 49San Diego, CA
Ability to deliver
38.1/40.019.2/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
70% AI Development30% Other -
$10,000+$50 - $99 / hr250 - 999Marlborough, MA
Ability to deliver
38.9/40.019.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% 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 -
$50,000+$50 - $99 / hr250 - 999London, England
Ability to deliver
37.9/40.018.6/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
50% AI Development50% 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 -
$50,000+$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
40% AI Development60% Other -
$10,000+$50 - $99 / hr50 - 249Manchester, England
Ability to deliver
37.8/40.018/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
80% AI Development20% Other -
$10,000+$25 - $49 / hr50 - 249San Francisco, CA
Ability to deliver
37.8/40.018.4/20 Reviews10/10 Clients & Experience9.4/10 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 -
$50,000+$150 - $199 / hr50 - 249Montréal, Canada
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% AI Development60% Other -
$75,000+$150 - $199 / hr50 - 249Frederick, MD
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% AI Development60% Other -
$25,000+$100 - $149 / hr10 - 49Bengaluru, India
Ability to deliver
37.7/40.018.8/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
60% AI Development40% Other -
$25,000+$100 - $149 / hr50 - 249Chicago, IL
Ability to deliver
38.7/40.019.2/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
45% AI Development55% Other -
$25,000+$25 - $49 / hr250 - 999Dallas, TX
Ability to deliver
37.6/40.019.2/20 Reviews10/10 Clients & Experience8.4/10 Market PresenceService focus
50% AI Development50% 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.