Top Artificial Intelligence Companies
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Featured
What are Featured Providers?
$25,000+$25 - $49 / hr1,000 - 9,999Orlando, FLServices provided
See all 84 projectsSimform is a versatile software development company specializing in mobile and web app development, as well as custom software solutions. The company receives overwhelmingly positive feedback, with approximately 100% of clients highlighting their strong communication, technical expertise, and professionalism. Clients appreciate their ability to deliver projects on time and within budget, consistently exceeding expectations in aligning with company values and offering a personalized, responsive service.
$10,000+$50 - $99 / hr1,000 - 9,999Warszawa, PolandServices provided
See all 72 projectsInnowise is a versatile technology solutions provider offering services such as custom database creation, data management, software development, and DevOps support. The company is consistently praised for its project management, timely delivery, and ability to integrate smoothly into client teams. Approximately 90% of reviewers commend Innowise's technical expertise and responsiveness, while some suggest improvements in documentation and visual detail handling. Overall, Innowise is recognized for delivering high-quality outcomes with a commitment to client satisfaction.
$75,000+$100 - $149 / hr50 - 249New York, NYServices provided
See all 69 projectsBlueLabel is a versatile design and technology company specializing in AI and mobile app development, offering services such as workflow automation, mobile solution design, and AI integration. They receive high praise across multiple reviews for their strong project management, timely delivery, and exceptional customer service. Approximately 90% of reviews highlight their excellent culture fit and alignment with company values, while over 80% commend their innovative and strategic approach.
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UndisclosedUndisclosed2 - 9Warszawa, Poland
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Black Media ADX is a Warszawa, Poland-based pay per click company. They provide Pay Per Click and Advertising and were launched in 2020.
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UndisclosedUndisclosed2 - 9San Diego, CA
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8People, Inc. Is a small data analytics company. They provide BI & big data consulting & SI and cloud consulting & SI and were established in 2017.
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Featured
What are Featured Providers?
$10,000+$25 - $49 / hr50 - 249San Francisco, CAServices provided
See all 22 projectsAzumo is a versatile software development company specializing in building and enhancing a wide array of applications, including conversational AI, mobile app development, cloud migration, and real-time analytics. Approximately 100% of reviewers highlight Azumo's strong communication, cultural alignment, and timely delivery, with many impressed by their adaptability and technical expertise, which align with client needs and project demands consistently.
$50,000+$100 - $149 / hr10,000+Charlottesville, VAServices provided
See all 25 projectsTELUS Digital is a technology solutions provider specializing in modernizing healthcare billing systems. Their services have significantly improved clients' operational efficiencies, with 85-90% of processes being automated. Reviews highlight TELUS Digital's robust system architecture and security measures, with a notable focus on scalability and adaptability, though they could benefit from adopting more agile methodologies. Overall, their collaborative approach and comprehensive solutions garner positive feedback.
$10,000+$50 - $99 / hr250 - 999Austin, TXServices provided
See all 61 projectsQubika is a versatile software development company specializing in mobile app development, data engineering, and product design. Across their reviews, 100% of clients commend their timely delivery, responsiveness, and high-quality output. Their ability to adapt and integrate seamlessly with client teams is frequently highlighted, with 100% of reviewers noting exceptional professionalism and commitment to client success.
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UndisclosedUndisclosed2 - 9
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IDesoft Systems is a software development company located in Milan, Italy. Their services include Custom Software Development and Mobile App Development.
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UndisclosedUndisclosed2 - 9Charlotte, NC
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HuntSource, LLC is a data analytics company. They were founded in 2017, and their services include BI & big data consulting & SI and Cybersecurity.
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UndisclosedUndisclosed2 - 9
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Software at Scale is an UX design company. The Sydney, Australia-based firm specializes in UX/UI Design and IT strategy consulting.
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UndisclosedUndisclosed2 - 9City of London, England
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IT strategy consulting company Privacy Partnership is located in City of London, England. They offer IT strategy consulting and Business Consulting.
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UndisclosedUndisclosed2 - 9London, England
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IT strategy consulting company PrivacySolved provides IT strategy consulting and Cybersecurity. They are in London, England.
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Featured
What are Featured Providers?
$1,000+$25 - $49 / hr50 - 249Dubai, United Arab EmiratesServices provided
See all 28 projectsPhaedra Solutions is a development company that specializes in web and mobile app development, UI/UX design, and AI integrations. Reviews indicate a strong reputation for professionalism, timely delivery, and responsive communication, with 100% system uptime and successful project outcomes like increased user retention and reduced bugs. Approximately 80% of clients highlight their project management and communication skills as impressive, while some suggest minor improvements in project management and technical details.
$1,000+< $25 / hr10 - 49Kolkata, IndiaServices provided
See all 51 projectsGrowth Loops Technology Private Limited is a versatile software development company specializing in mobile app development, UI/UX design, and AI systems. Receiving overwhelmingly positive feedback, with 100% satisfaction from clients, reviewers consistently commend the company's technical expertise, efficient project management, and commitment to client needs, noting that 70% of clients specifically praise their ability to deliver innovative solutions within budget.
$10,000+< $25 / hr50 - 249New Delhi, IndiaServices provided
See all 64 projectsTechnoYuga Soft Pvt. Ltd. is a versatile software development company specializing in mobile and web application development, with additional expertise in AI and UI/UX design. The company consistently receives positive feedback, with approximately 100% of reviewers highlighting their professional project management and ability to deliver tailored, scalable solutions on time. Clients frequently commend their deep understanding of client requirements and their capacity to exceed expectations.
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UndisclosedUndisclosed2 - 9Frisco, TX
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Nortek Innovations, a small Content Marketing company, is based in Frisco, Texas. Their services include Content Marketing and Search Engine Optimization.
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UndisclosedUndisclosed2 - 9Miami, FL
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Idea Stress Test Simulator is an Application Testing company based in Miami, Florida. They provide Application Testing and Market Research and were launched in 2023.
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Featured
What are Featured Providers?
$25,000+$25 - $49 / hr50 - 249L'viv, UkraineServices provided
See all 46 projectsS-PRO is a software development company specializing in custom software solutions, mobile and web applications, and integration of modern technologies like blockchain and fintech platforms. Reviews indicate a highly satisfied clientele, with 100% positive feedback highlighting their flexibility, professionalism, and exceptional project management skills. Around 90% of reviewers commend their adaptability to specific client needs and their robust communication, even amidst challenging circumstances such as the geopolitical situation in Ukraine.
$25,000+$25 - $49 / hr250 - 999Dallas, TXServices provided
See all 53 projectsCodeNinja is a versatile software development company offering services including AI integration, custom SaaS solutions, enterprise web development, and staff augmentation. Their client feedback is overwhelmingly positive, with approximately 95% of reviews praising their project management, responsiveness, and alignment with business needs. Clients appreciate their ability to deliver innovative, user-friendly solutions on time and within budget, making them a reliable development partner.
$25,000+$50 - $99 / hr50 - 249Fornebu, NorwayServices provided
See all 15 projectsLANARS is a comprehensive technology solutions provider specializing in mobile and web app development, cloud services, and integration of advanced technologies such as AI and IoT. The reviews highlight their exceptional project management, flexibility, and ability to meet deadlines, with a 100% satisfaction rate reported across various projects. Many clients commend LANARS for their effective communication and adaptability to changing project scopes, making them a reliable partner for complex and evolving digital solutions.
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UndisclosedUndisclosed2 - 9Middlesex, England
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Haley IT Services (LABH UK Ltd), an user experience design company, was launched in 2011. The company offers UX/UI Design and BI & big data consulting & SI, and is small.
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UndisclosedUndisclosed2 - 9Edison, NJ
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Based in Edison, New Jersey, Calinfonet Inc is a big data company. The team offers BI & big data consulting & SI and cloud consulting & SI.
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Featured
What are Featured Providers?
$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.
$25,000+$25 - $49 / hr50 - 249Warszawa, PolandServices provided
See all 50 projectsSolveIt is a software development company offering a range of services, including mobile app development, web design, AI integration, and cloud-based solutions. Across multiple reviews, SolveIt consistently receives positive feedback for their technical expertise, proactive communication, and ability to deliver projects on time, with over 90% of clients expressing satisfaction with their work quality and responsiveness. Clients frequently highlight their adaptability and commitment to project success.
$25,000+$25 - $49 / hr50 - 249L'viv, UkraineServices provided
See all 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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UndisclosedUndisclosed2 - 9Noida, India
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Solvexis Consulting Pvt Ltd is a data analytics company founded in 2012. The team offers BI & big data consulting & SI and cloud consulting & SI.
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UndisclosedUndisclosed2 - 9Chicago, IL
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ComplySAM is a big data company located in Chicago, Illinois. They provide BI & big data consulting & SI and Cybersecurity.
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UndisclosedUndisclosed2 - 9
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Metto Studio is a small Product Design company in Austin, Texas. Their services include Product Design and Web Development.
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UndisclosedUndisclosed2 - 9Toronto, Canada
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Accuras Inc is a business intelligence company. They offer BI & big data consulting & SI and Cybersecurity and were launched in 2019. The company is in Toronto, Canada.
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UndisclosedUndisclosed2 - 9Cape Coral, FL
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Launched in 2012, Nteractive Group is a small pay per click agency. Their team specializes in Pay Per Click and Video Production.
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UndisclosedUndisclosed2 - 9Millsap, TX
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BPUBLIC is an Advertising company. The firm is in Millsap, Texas. Their team specializes in Advertising and Search Engine Optimization.
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UndisclosedUndisclosed2 - 9Longford, Ireland
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Information Providers Ltd is a small Longford, Ireland-based IT strategy consulting company. The team provides IT strategy consulting and cloud consulting & SI.
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UndisclosedUndisclosed2 - 9
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Tech2marketing is a branding company. Their team is located in Redmond, Washington and provides Branding and Public Relations.
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UndisclosedUndisclosed2 - 9
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Blockchain Marketing company GenaDrop is in Miami, Florida. They offer Blockchain Marketing and Blockchain and were founded in 2021.
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UndisclosedUndisclosed2 - 9Eatontown, NJ
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Established in 2005, Wealth Engineering LLC is a Blockchain company. The small team specializes in Blockchain and Blockchain Marketing.
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UndisclosedUndisclosed2 - 9
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Established in 2023, MVP Flutter, a small UX agency, is based in Krakow, Poland. Their services include UX/UI Design and Custom Software Development.
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UndisclosedUndisclosed2 - 9Boston, MA
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SpyGuards Consulting, a Cybersecurity company, was founded in 2023. They provides Cybersecurity and IoT development.
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UndisclosedUndisclosed2 - 9City of London, England
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Hexwired Recruitment, an Advertising company, is located in City of London, England. They focus on Advertising and Cybersecurity and were launched in 2020.
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UndisclosedUndisclosed2 - 9Phoenixville, PA
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ARZ NXT LLC, a small IoT development company, is located in Phoenixville, Pennsylvania. Their services include IoT development and IT strategy consulting.
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UndisclosedUndisclosed2 - 9White Plains, MD
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E-Internet Marketing Services is a SEO company. Their small team is headquartered in White Plains, Maryland. Their services include Search Engine Optimization and Web Design.
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UndisclosedUndisclosed2 - 9Jacksonville, FL
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Established in 2015, Automate Scale, a small Content Marketing company, is located in Jacksonville, Florida. Their services include Content Marketing and Email Marketing.
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UndisclosedUndisclosed2 - 9Kharkiv, Ukraine
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Located in Kharkiv, Ukraine, Bigid Marketing Agency is a Conversion Optimization company. They provide Conversion Optimization and Branding.
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UndisclosedUndisclosed2 - 9Las Vegas, NV
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Dynamic Digital Marketing is a SEO agency established in 2023. The company focuses on Search Engine Optimization and Pay Per Click.
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UndisclosedUndisclosed2 - 9Macon, GA
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Crescendus Marketing and Consulting is a social media marketing firm. The agency is located in Macon, Georgia. Their services include Social Media Marketing and Email Marketing.
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UndisclosedUndisclosed2 - 9Colchester, CT
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Nutmeg State Marketing Agency is a social media marketing company launched in 2023. The firm provides Social Media Marketing and Email Marketing, and is small.
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UndisclosedUndisclosed2 - 9
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DidgitalPro is a social media marketing company. They are located in Odesa, Ukraine and have small team. They focus on Social Media Marketing and Content Marketing.
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UndisclosedUndisclosed2 - 9Gilbert, AZ
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Inspired Marketing & Design is a SEO services firm. Established in 2020, the agency is headquartered in Gilbert, Arizona. Their services include Search Engine Optimization and Web Design.
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UndisclosedUndisclosed2 - 9Irvine, CA
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AI SEO Services is a small Content Marketing company based in Irvine, California. Their services include Content Marketing and Search Engine Optimization.
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UndisclosedUndisclosed2 - 9Pikesville, MD
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Maryland Web Design Corporation is an Advertising company. They offer Advertising and Marketing Strategy and were launched in 1999. The company is in Pikesville, Maryland.
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UndisclosedUndisclosed2 - 9London, England
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Kiktronik Limited is a small London, England-based Cybersecurity company. Their services include Cybersecurity and IT managed services.
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UndisclosedUndisclosed2 - 9Eatontown, NJ
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DesignbyAllan.com is an Eatontown, New Jersey-based social media marketing firm. Their services include Social Media Marketing and Email Marketing.
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UndisclosedUndisclosed2 - 9Pottstown, PA
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FutureNow Marketing is a small Pottstown, Pennsylvania-based Advertising company. The team offers Advertising and Branding.
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UndisclosedUndisclosed2 - 9El Paso, TX
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Website development company Arias Create was launched in 2024. The small team provides Web Development and Market Research.
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UndisclosedUndisclosed2 - 9Pewaukee, WI
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Dev Cabin Technologies, a web design company, was launched in 2018. Based in Pewaukee, Wisconsin, the team specializes in Web Design and Custom Software Development.
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UndisclosedUndisclosed2 - 9Salt Lake City, UT
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Launched in 2011, Rally Interactive is a small Event Marketing company. Their team offers Event Marketing and Web Design.
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UndisclosedUndisclosed2 - 9
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Blulytix is a social media marketing company. Founded in 2022, the team provides Social Media Marketing and Content Marketing.
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UndisclosedUndisclosed2 - 9Lititz, PA
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Founded in 2006, The Mediatwist Group, a small social media marketing agency, is in Lititz, Pennsylvania. Their team offers Social Media Marketing and Search Engine Optimization.
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UndisclosedUndisclosed2 - 9
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Six Degrees Digital Media is a branding company. They are based in Phoenix, Arizona. Their team focuses on Branding and Social Media Marketing.
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UndisclosedUndisclosed2 - 9
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In , Daretics is a small Market Research company. The team provides Market Research and Digital Strategy.
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UndisclosedUndisclosed2 - 9
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Genomic Digital, a small Advertising company, is located in. The team focuses on Advertising and Branding.
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UndisclosedUndisclosed2 - 9Uyo, Nigeria
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Launched in 2021, Enbros Technologies, a small cloud consulting & SI company, is located in London, England and Uyo, Nigeria. Their services include cloud consulting & SI and IT managed services.
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UndisclosedUndisclosed2 - 9
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Noria Digital Agency is a web design agency. They were founded in 2018 and specialize in Web Design and Graphic Design.
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UndisclosedUndisclosed2 - 9Shinjuku City, Japan
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Sherpa Co. Is an Accounting company. They focus on Accounting and Artificial Intelligence and were founded in 2022.
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UndisclosedUndisclosed2 - 9Bharatpur, Nepal
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Based in Bharatpur, Nepal, Pastel Software Solutions is a small Blockchain company. The team specializes in Blockchain and Web Development.
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List of the Best Artificial Intelligence Companies
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$25,000+< $25 / hr250 - 999Gurugram, India
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
50% AI Development50% Other -
$100,000+$100 - $149 / hr50 - 249Danvers, MA
Ability to deliver
39.6/40.020/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
80% AI Development20% Other -
$5,000+$25 - $49 / hr10 - 49
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
60% AI Development40% Other -
$1,000+$25 - $49 / hr50 - 249Ahmedabad, India
Ability to deliver
39.3/40.020/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
70% AI Development30% Other -
$10,000+$50 - $99 / hr50 - 249Gdańsk, Poland
Ability to deliver
39.3/40.019.6/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
80% AI Development20% Other -
$75,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
39.3/40.019.4/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
70% AI Development30% Other -
$50,000+$50 - $99 / hr250 - 999Poznań, Poland
Ability to deliver
39.1/40.019.2/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
65% AI Development35% Other -
$5,000+$25 - $49 / hr50 - 249Miami, FL
Ability to deliver
38.9/40.019.2/20 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 -
$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 -
$50,000+$100 - $149 / hr50 - 249Montréal, Canada
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
45% AI Development55% Other -
$50,000+$25 - $49 / hr50 - 249Kyiv, Ukraine
Ability to deliver
38.7/40.020/20 Reviews9.1/10 Clients & Experience9.6/10 Market PresenceService focus
50% AI Development50% Other -
$10,000+$25 - $49 / hr250 - 999Rzeszów, Poland
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
30% AI Development70% Other -
$50,000+$50 - $99 / hr250 - 999London, England
Ability to deliver
38.5/40.019.2/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
45% AI Development55% Other -
$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
60% AI Development40% Other -
$10,000+$50 - $99 / hr10 - 49Kyiv, Ukraine
Ability to deliver
38.4/40.018.8/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
60% AI Development40% Other -
$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 -
$25,000+$25 - $49 / hr1,000 - 9,999Orlando, FL
Ability to deliver
40/40.020/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
20% AI Development80% Other -
$25,000+$50 - $99 / hr250 - 999Wrocław, Poland
Ability to deliver
37.9/40.018.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
80% AI Development20% Other -
$5,000+$25 - $49 / hr250 - 999Frisco, TX
Ability to deliver
37.9/40.018.4/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
50% AI Development50% Other -
$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 -
$100,000+$50 - $99 / hr250 - 999Cluj-Napoca, Romania
Ability to deliver
37.8/40.018.2/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
65% AI Development35% Other -
$25,000+$25 - $49 / hr50 - 249Sarasota, FL
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% AI Development60% Other -
$10,000+$50 - $99 / hr250 - 999Austin, TX
Ability to deliver
37.7/40.018/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% AI Development60% Other -
$10,000+$25 - $49 / hr50 - 249San Ramon, CA
Ability to deliver
37.6/40.017.8/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
60% AI Development40% Other -
$10,000+$25 - $49 / hr250 - 999Sahibzada Ajit Singh Nagar, India
Ability to deliver
38.5/40.018.8/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other
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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.