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 82 projectsSimform is a technology services company specializing in mobile app development, web development, and custom software solutions. According to reviews, 100% of clients praise their expert technical knowledge, timely project delivery, and exceptional communication skills. Clients consistently report satisfaction with their professional approach and ability to adapt, often highlighting Simform's effective project management and collaborative problem-solving abilities.
$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 67 projectsBlueLabel is a software development company specializing in AI-driven solutions, mobile app development, and product strategy. The company is noted for its professionalism, innovative approach, and strong project management skills, frequently delivering projects on time and within budget. Approximately 90% of reviews highlight their commitment to understanding client needs, while 80% commend their high-quality deliverables and customer support.
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UndisclosedUndisclosed10 - 49
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Botsify is an AI development company. Their small team is headquartered in Australia. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Milsons Point, Australia
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Headquartered in Milsons Point, Australia, On_Msg is a small artificial intelligence firm. The team specializes in 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 21 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.
$25,000+$50 - $99 / hr1,000 - 9,999New York, NYServices provided
See all 98 projectsVention is a versatile software development company specializing in AI, software development, and staff augmentation. With a consistent record of delivering projects on time and high-quality work, Vention has received overwhelmingly positive feedback from clients (approximately 100% satisfaction), who praise their talented engineers, effective collaboration, and impressive project management. They are noted for their flexibility, responsiveness, and alignment with client needs.
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UndisclosedUndisclosed10 - 49Moorabbin, Australia
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Based in Moorabbin, Australia, Buzzlink is a small artificial intelligence firm. The team provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Perth, Australia
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Artificial intelligence development company Magia Solutions was founded in 1998. Headquartered in Perth, Australia, the team specializes in Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49
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TaxBot is an AI company. They are in Australia and have small team. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Perth, Australia
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Established in 1980, Start Digital is an artificial intelligence firm. The agency offers Artificial Intelligence and AI Consulting, and is small.
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UndisclosedUndisclosed10 - 49
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Inspiro is an AI firm. Their small team is based in Australia. Their services include 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 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.
$10,000+$25 - $49 / hr50 - 249Bengaluru, IndiaServices provided
See all 17 projectsGrowexx is a versatile technology company specializing in AI, software development, and mobile app solutions. Their services are highly praised across reviews for delivering projects on time, demonstrating excellent project management, adaptability, and client-centric approaches. With 100% of reviewers noting the company's excellent value for cost, and 85% highlighting their impressive project management and commitment to client needs, Growexx stands out as a reliable partner for technology development projects.
$1,000+$25 - $49 / hr50 - 249Dubai, United Arab EmiratesServices provided
See all 24 projectsPhaedra Solutions is a versatile software development company specializing in UI/UX design, website development, and mobile app development. Across the reviews, 100% of clients commend their technical expertise and reliability in delivering projects on time. Clients highlight their exceptional communication, constructive problem-solving, and alignment with client values. Some note minor areas for improvement, such as project management efficiency and internet connectivity during meetings, but overall satisfaction is high.
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UndisclosedUndisclosed10 - 49
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Real Estate Web Experts, a small AI development company, is in Vale, Australia. The team provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Tarneit, Australia
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Small AI development company Hosted BOTS, is headquartered in Tarneit, Australia. The team specializes in Artificial Intelligence and AI Consulting.
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Featured
What are Featured Providers?
$25,000+$50 - $99 / hr50 - 249Fornebu, NorwayServices provided
See all 13 projectsLANARS is a versatile software development company specializing in mobile app and web development, focusing on Cloud integration and backend solutions. Across reviews, LANARS is praised for their strong communication, commitment to timelines, and ability to handle complex projects even in challenging circumstances. Approximately 100% of reviewers commend their project management and technical expertise, highlighting their consistent delivery of high-quality work.
$50,000+$50 - $99 / hr10 - 49Bengaluru, IndiaServices provided
See all 8 projectsKrazimo is a technology development and consultancy firm specializing in advanced AI and Web3 solutions. With a focus on AI-driven projects, such as real-time data integration and scalable SaaS platforms, they deliver high-quality outcomes, praised by clients for their adaptability and effective project management. Review feedback is overwhelmingly positive, with no significant negative remarks, highlighting their technical expertise and customer-centric approach.
$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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UndisclosedUndisclosed10 - 49
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Agorai is an artificial intelligence company. They are in and have small team. Their team specializes in Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Ann Arbor, MI
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Clinc, Inc. Is an AI company. Their small team is based in Ann Arbor, Michigan. Their services include Artificial Intelligence and AI Consulting.
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Featured
What are Featured Providers?
$10,000+$25 - $49 / hr10 - 49Kyiv, UkraineServices provided
See all 37 projectsTallium Inc. is a versatile software development company specializing in mobile app and web platform development, with strong expertise in UX/UI design and backend/frontend integration. Overall, 100% of the reviews reflect positive feedback, highlighting their excellent project management, technical expertise, and commitment to client satisfaction. Approximately 90% of reviewers commend their communication and responsiveness as standout attributes.
$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.
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UndisclosedUndisclosed10 - 49
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Small artificial intelligence firm EnterpriseBot, is based in. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Mountain View, CA
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Passage AI is a small Mountain View, California-based AI development company. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49San Francisco, CA
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Yalochat, an AI company, was established in 2015. They provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Warszawa, Poland
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IncredBots, an AI firm, is located in Warszawa, Poland. They provide Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Newark, NJ
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Artificial intelligence development company KLoBot, Inc focuses on Artificial Intelligence and AI Consulting. They were established in 2019.
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UndisclosedUndisclosed10 - 49Laramie, WY
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Fusion Global Solutions LLC is a Business Consulting company headquartered in Laramie, Wyoming. They offer Business Consulting and BI & big data consulting & SI and were launched in 2006.
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UndisclosedUndisclosed10 - 49Redondo Beach, CA
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Artificial intelligence company Aigo.ai is in Redondo Beach, California. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Santa Monica, CA
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Small Back Office Outsourcing company Mystic River Consulting, is headquartered in Santa Monica, California. The team provides Back Office Outsourcing and IT managed services.
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UndisclosedUndisclosed10 - 49Medellín, Colombia
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Headquartered in Medellín, Colombia, ZENITH SOFTWARE is a small software development firm. Their services include Custom Software Development and Web Development.
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UndisclosedUndisclosed10 - 49Norwalk, CT
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Chateaux is a small user experience design agency launched in 1985. Their team focuses on UX/UI Design and cloud consulting & SI.
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UndisclosedUndisclosed10 - 49
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Aspire Agency, an Advertising company, offer Advertising and Social Media Marketing. They were founded in 2020.
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UndisclosedUndisclosed10 - 49
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Epi-interactive is a small Wellington, England-based web design agency. Their services include Web Design and UX/UI Design.
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UndisclosedUndisclosed10 - 49
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Pixeled Eggs, a Product Design company, was founded in 2011. The team specializes in Product Design and Business Consulting.
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UndisclosedUndisclosed10 - 49Fair Oaks Ranch, TX
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CapabilitySource is a Market Research company located in Fair Oaks Ranch, Texas. The team focuses on Market Research and Marketing Strategy.
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UndisclosedUndisclosed10 - 49Berlin, Germany
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Artificial intelligence company OMQ is headquartered in Berlin, Germany. The team focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Berlin, Germany
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INTEGR8 is an user experience company headquartered in Berlin, Germany. They focus on UX/UI Design and Web Development.
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UndisclosedUndisclosed10 - 49Pune, India
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Located in Pune, India, Fifth Estate Agency is a branding firm. Their services include Branding and Public Relations.
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UndisclosedUndisclosed10 - 49
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Digital Citizens is a Product Design company. Established in 2019, the firm is headquartered in Beirut, Lebanon. Their team offers Product Design and Custom Software Development.
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UndisclosedUndisclosed10 - 49Halifax, Canada
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Bloqs4Good is a Blockchain company established in 2018. The agency specializes in Blockchain and BI & big data consulting & SI.
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UndisclosedUndisclosed10 - 49Hamburg, Germany
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Explicatis GmbH is an user experience design company. The small Hamburg, Germany-based team specializes in UX/UI Design and IT strategy consulting. The agency was established in 1999.
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UndisclosedUndisclosed10 - 49Milano, Italy
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My NEO Group, a Blockchain Marketing company, is based in Milano, Italy and Carouge, Switzerland. They focus on Blockchain Marketing and Artificial Intelligence.
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UndisclosedUndisclosed10 - 49Toronto, Canada
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Small Digital Strategy company RLAB Group, is in Toronto, Canada. Their services include Digital Strategy and Social Media Marketing.
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UndisclosedUndisclosed10 - 49Padova, Italy
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M31, a Blockchain Marketing company, was founded in 2006. They specializes in Blockchain Marketing and Product Design.
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UndisclosedUndisclosed10 - 49Naperville, IL
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Based in Naperville, Illinois, JDK Technologies is a small Cybersecurity company. The team specializes in Cybersecurity and cloud consulting & SI.
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UndisclosedUndisclosed10 - 49
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Inspired Infotech LLC. Is a branding firm launched in 2012. The company provides Branding and Social Media Marketing, and is small.
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UndisclosedUndisclosed10 - 49Madrid, Spain
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Pibeca Solutions is a branding agency in Madrid, Spain. They focus on Branding and Marketing Strategy.
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UndisclosedUndisclosed10 - 49New York, NY
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DroppGroup, a Blockchain company, is in New York, New York. Their services include Blockchain and Blockchain Marketing.
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UndisclosedUndisclosed10 - 49Bellevue, WA
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Leszynski Group, Inc. Is a cloud consulting & SI company. Launched in 1990, the team specializes in cloud consulting & SI and Business Consulting.
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UndisclosedUndisclosed10 - 49Wilmington, DE
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CoreTek Labs is an AI development company in Wilmington, Delaware. The team specializes in Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Dublin, Ireland
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W3bCloud is a small Dublin, Ireland-based Blockchain company. Their services include Blockchain and Blockchain Marketing.
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UndisclosedUndisclosed10 - 49Fort Myers, FL
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Cybersecurity company Cyberleaf is in Fort Myers, Florida. The team specializes in Cybersecurity and Compliance Consulting.
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UndisclosedUndisclosed10 - 49Pasadena, CA
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Business intelligence company AuriQ Systems, Inc. Is headquartered in Pasadena, California. Founded in 1996, the team focuses on BI & big data consulting & SI and Custom Software Development.
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UndisclosedUndisclosed10 - 49Bengaluru, India
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Adwitiya Technologies is a cloud consulting & SI company. The small Bengaluru, India-based team offers cloud consulting & SI and Web Development. The agency was established in 2011.
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UndisclosedUndisclosed10 - 49Kharkiv, Ukraine
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Anuitex Solutions, Ltd. Is a web development firm based in Kharkiv, Ukraine. The team provides Web Development and Mobile App Development.
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UndisclosedUndisclosed10 - 49Gebze, Türkiye
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Geobilgi Bilişim Teknolojileri, an application development company, is in Gebze, Türkiye. They focus on Mobile App Development and IT strategy consulting and were launched in 2014.
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UndisclosedUndisclosed10 - 49London, England
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Nauta Capital UK Ltd is a Funding & Investment company headquartered in London, England and Barcelona, Spain. Founded in 2004, the team offers Funding & Investment and DevOps Managed Services.
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UndisclosedUndisclosed10 - 49
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Russell Marketing is an Advertising company. Their team is based in Austin, Texas. The company offers Advertising and Social Media Marketing.
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UndisclosedUndisclosed10 - 49
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Established in 2021, Subflow is a small SMS Marketing company. Their services include SMS Marketing and Content Marketing.
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UndisclosedUndisclosed10 - 49
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Ztudium Group is a public relations agency founded in 2011. The company focuses on Public Relations and Marketing Strategy.
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List of the Best Artificial Intelligence Companies
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$25,000+$50 - $99 / hr250 - 999Poznań, Poland
Ability to deliver
39.9/40.020/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
50% AI Development50% Other -
$25,000+< $25 / hr250 - 999Gurugram, India
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
55% AI Development45% Other -
$5,000+< $25 / hr250 - 999Ahmedabad, India
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
35% AI Development65% 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
39.5/40.019.6/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
70% AI Development30% Other -
$10,000+$25 - $49 / hr250 - 999Reston, VA
Ability to deliver
39.5/40.019.8/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% AI Development60% 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 -
$100,000+$100 - $149 / hr50 - 249Danvers, MA
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
90% AI Development10% 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 - 999Rzeszów, Poland
Ability to deliver
39.1/40.019.6/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
40% AI Development60% 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 -
$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 -
$25,000+$50 - $99 / hr250 - 999Atlanta, GA
Ability to deliver
38.5/40.018.8/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
90% AI Development10% Other -
$25,000+$50 - $99 / hr250 - 999Wrocław, Poland
Ability to deliver
38.5/40.018.8/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
80% AI Development20% Other -
$5,000+$50 - $99 / hr10 - 49San Diego, CA
Ability to deliver
38.5/40.019.6/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
70% AI Development30% Other -
$10,000+$50 - $99 / hr10 - 49Kyiv, Ukraine
Ability to deliver
38.2/40.018.6/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
60% AI Development40% Other -
$50,000+$50 - $99 / hr1,000 - 9,999Minneapolis, MN
Ability to deliver
38.2/40.019.2/20 Reviews9.2/10 Clients & Experience9.8/10 Market PresenceService focus
40% AI Development60% Other -
$75,000+$50 - $99 / hr50 - 249Marlborough, MA
Ability to deliver
38.1/40.019.2/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
65% AI Development35% Other -
$10,000+$50 - $99 / hr50 - 249Toronto, Canada
Ability to deliver
39.1/40.019.6/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
45% AI Development55% Other -
$10,000+$50 - $99 / hr250 - 999Austin, TX
Ability to deliver
37.9/40.018.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% AI Development60% Other -
$10,000+$25 - $49 / hr50 - 249San Ramon, CA
Ability to deliver
37.8/40.018/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
55% AI Development45% Other -
$10,000+$50 - $99 / hr50 - 249Paris, France
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
40% AI Development60% Other -
$50,000+$50 - $99 / hr250 - 999Palo Alto, CA
Ability to deliver
37.8/40.018.2/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
45% AI Development55% Other -
$50,000+$25 - $49 / hr1,000 - 9,999New York, NY
Ability to deliver
37.8/40.017.8/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
40% AI Development60% Other -
$75,000+$150 - $199 / hr50 - 249Frederick, MD
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% AI Development60% Other -
$10,000+$50 - $99 / hr50 - 249Manchester, England
Ability to deliver
37.6/40.017.8/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
80% AI Development20% Other -
$10,000+$25 - $49 / hr250 - 999Sahibzada Ajit Singh Nagar, India
Ability to deliver
38.5/40.018.8/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other -
$5,000+$25 - $49 / hr250 - 999Surry Hills, Australia
Ability to deliver
40/40.020/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
25% AI Development75% Other -
$50,000+$50 - $99 / hr1,000 - 9,999Atlanta, GA
Ability to deliver
37.4/40.017.6/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
25% AI Development75% Other
Latest Artificial Intelligence Articles
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How to Choose a GenAI Consultant
Discover key factors to choose the right Gen AI partner in 2026 to drive innovation, efficiency, and business growth. A complete guide.
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.