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 88 projectsSimform is a versatile software development company specializing in mobile app development, web application enhancements, and software modernization. The reviews reflect an overwhelmingly positive sentiment, with approximately 90% praising their project management, technical expertise, and responsiveness. Clients appreciate Simform's ability to integrate with in-house teams and their commitment to long-term quality, though some suggest improvements in project requirement clarity and documentation.
$50,000+$100 - $149 / hr10 - 49Vancouver, CanadaServices provided
See all 7 projectsWizard Labs is a technology consultancy specializing in AI and machine learning solutions. The overall feedback from their reviews is overwhelmingly positive, with 100% of clients praising their project management and technical expertise. Approximately 90% of reviewers highlight the professionalism and depth of knowledge demonstrated by Maz, the founder, in guiding projects efficiently. Clients appreciate their capacity to deliver high-quality, scalable products on time and within budget, with no significant areas for improvement noted.
$50,000+$150 - $199 / hr250 - 999Los Angeles, CAServices provided
See all 91 projectsGoji Labs is a versatile software development company specializing in mobile and web applications, known for its strategic approach and strong project management. Reviews highlight their impressive communication and accountability, with 90% of clients praising their responsiveness and collaborative nature. While some desire faster issue resolutions, the company's focus on client needs and strategic decision-making is consistently appreciated.
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UndisclosedUndisclosed50 - 249St. Louis, MO
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DataServ, LLC is an ERP consulting and SI company. Their midsize team is headquartered in St. Louis, Missouri and provides ERP consulting and SI and Business Consulting. The firm was founded in
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UndisclosedUndisclosed50 - 249Redmond, WA
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Pragna Solutions is a Recruiting company. Their midsize team is in Redmond, Washington and Bengaluru, India. Their services include Recruiting and Staffing.
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Featured
What are Featured Providers?
$75,000+$100 - $149 / hr50 - 249New York, NYServices provided
See all 71 projectsBlueLabel is an AI and software development company known for providing AI-powered automation, digital transformation, and mobile app development services. Across numerous reviews, 90% of clients commend BlueLabel for being timely, responsive, and aligning well with client objectives. Approximately 70% highlight their impressive ability to integrate into existing environments and deliver innovative solutions. Some reviews, however, suggest improvements in communication and thoroughness in initial testing phases.
$10,000+$25 - $49 / hr50 - 249San Francisco, CAServices provided
See all 27 projectsAzumo is a technology company specializing in custom software development and IT solutions, including web-based applications, AI implementations, and cloud migrations. The reviews highlight Azumo's strong project management, timely delivery, and excellent communication, with 100% positive feedback and frequent praise for their flexibility, responsiveness, and ability to adapt to changing project requirements.
$10,000+$25 - $49 / hr50 - 249Dubai, United Arab EmiratesServices provided
See all 28 projectsPhaedra Solutions, a software development firm, is highly regarded for delivering end-to-end web and mobile app solutions, UI/UX design, and AI integrations. The company is praised for its professionalism, timely project delivery, and strong communication skills, with 100% of reviews highlighting their reliability and dedication. Clients consistently commend their project management capabilities and responsiveness, although there were minor suggestions for improving internet connectivity during meetings. Overall, 90% of the reviews express satisfaction with Phaedra Solutions' services.
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UndisclosedUndisclosed50 - 249Dover, DE
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Dextara Digital is a CRM consulting and SI company established in 2019. Their services include CRM consulting and SI and Artificial Intelligence.
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$1,000+$50 - $99 / hrFreelancerYork, England
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Web development company AppEDGE was founded in 2021. The team offers Web Development and Web Design and is headquartered in York, England.
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$1,000+$25 - $49 / hr50 - 249
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Mind4creative is a web design company. They focus on Web Design and Web Development and were launched in 2017. The company is located in Karachi, Pakistan.
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$5,000+< $25 / hr50 - 249
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Docudigital Solutions Private Limited is a midsize Avadi, India-based Document Digitization & Management company. The team provides Document Digitization & Management and Artificial Intelligence.
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$5,000+$25 - $49 / hr50 - 249
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Mangusta Tech is a Dnipro, Ukraine-based IT strategy consulting company. They provide IT strategy consulting and cloud consulting & SI.
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Featured
What are Featured Providers?
$10,000+$50 - $99 / hr250 - 999Austin, TXServices provided
See all 62 projectsQubika is a versatile software development and data consultancy company, excelling in mobile app development, data engineering, and AI integration. The overall feedback from their reviews is overwhelmingly positive, with clients praising their timely delivery, technical expertise, and adaptability. Notably, 100% of reviewers cited Qubika's professionalism and ability to meet project deadlines, with no areas for improvement mentioned by clients.
$10,000+$150 - $199 / hr10 - 49Webster Groves, MOServices provided
See all 23 projectsSketch Development is a versatile software development company providing comprehensive services such as UX/UI design, Agile coaching, and custom software solutions across various sectors. Reviews indicate overwhelmingly positive feedback, with 100% of clients appreciating their project management, responsiveness, and alignment with company culture. A notable 70% of reviewers highlight their impressive ability to adapt and deliver tailored solutions efficiently.
$10,000+$25 - $49 / hr250 - 999Rzeszów, PolandServices provided
See all 45 projectsEdvantis is a versatile software development company providing services in custom software development, e-commerce optimization, mobile app development, and data security content development. The company is highly praised for its reliability, professionalism, and ability to deliver projects on time and within budget, with 100% of reviews highlighting their strong project management and communication skills. Additionally, 70% of reviewers emphasize Edvantis' adaptability and partnership approach.
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$10,000+$50 - $99 / hr50 - 249
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WebAISoft is a midsize IT strategy consulting company in Surrey, Canada and Dublin, California. The team provides IT strategy consulting and cloud consulting & SI.
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$1,000+$25 - $49 / hr50 - 249Mississauga, Canada
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Web development firm Icon Digital Hub was launched in 2010. The firm specializes in Web Development and Mobile App Development.
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Featured
What are Featured Providers?
$10,000+$50 - $99 / hr50 - 249London, EnglandServices provided
See all 23 projectsOld.St Labs is a versatile software development company that provides custom solutions across various industries including healthcare, finance, and technology. They are highly praised for their exceptional project management, adaptability, and professional communication. All reviews reflect positive feedback, highlighting their ability to deliver on time and within budget, with no areas needing improvement mentioned by any of the clients.
$1,000+< $25 / hr50 - 249Kolkata, 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.
$10,000+$50 - $99 / hr50 - 249Rīga, LatviaServices provided
See all 35 projectsSnotor is a versatile development company specializing in software and mobile app development, AI solutions, and technical audits. Their reviews on Clutch.co are overwhelmingly positive, with consistent praise for their technical expertise, communication, and project management. Approximately 100% of the reviews commend Snotor's responsiveness and reliability, emphasizing their collaborative approach and commitment to project success.
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$1,000+$25 - $49 / hr50 - 249Lahore, Pakistan
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RT Tech Solutions is an e-commerce development company. They are in Lahore, Pakistan and Austin, Texas, and their services include E-Commerce Development and Product Design.
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$10,000+$150 - $199 / hr50 - 249
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Jadwani Associate Pvt Ltd is a web design agency launched in 2023. The company specializes in Web Design and Content Marketing.
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Featured
What are Featured Providers?
$10,000+$25 - $49 / hr50 - 249Lucknow, IndiaServices provided
See all 40 projectsKraftors AI & R is a versatile technology company specializing in AI solutions, app development, and digital platform modernization. Reviews highlight their effective project management, responsiveness, and solution-oriented approach, with 100% of customers praising their ability to understand and address client needs. The company is noted for delivering high-quality work within budget, often exceeding client expectations, making them a reliable partner for complex technological projects.
$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 63 projectsLeobit is a software development company that specializes in delivering complex IT solutions, including AI and automation, enhancing platforms, and mobile app development. Reviews indicate a strong satisfaction rate with no significant negative feedback reported. Approximately 100% of clients highlight Leobit’s expertise, reliable project management, and their ability to meet deadlines, emphasizing their role as a strategic partner.
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$10,000+$25 - $49 / hr50 - 249
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Established in 2021, Beagle Channel is an IT staff augmentation company. The team specializes in IT staff augmentation and Custom Software Development.
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$1,000+< $25 / hr50 - 249
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SHJ International is a Direct Marketing company. Established in 2006, the team focuses on Direct Marketing and Search Engine Optimization. The company is in Wilmington, Delaware.
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$1,000+$25 - $49 / hr50 - 249
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Midsize SEO agency Click Asia, is located in Bhagalpur, India and Dehradun, India. Their services include Search Engine Optimization and Web Design.
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$10,000+$25 - $49 / hr50 - 249Milwaukee, WI
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Avectree, an IT strategy consulting company, was founded in 2016. They specializes in IT strategy consulting and BI & big data consulting & SI.
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$10,000+$50 - $99 / hr50 - 249Rishon LeTsiyon, Israel
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WolfCode, a midsize UX agency, is located in Rishon LeTsiyon, Israel. Their services include UX/UI Design and CRM consulting and SI.
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$1,000+$25 - $49 / hr50 - 249
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Digital DirAction is a website development company. The team offers Web Development and E-Commerce Development and is in Cambridge, Massachusetts and Cadaval, Portugal.
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Undisclosed< $25 / hr50 - 249
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Bridge The Gap (BTG ) Technologies is a social media marketing agency. The team is in St. Petersburg, Florida, and their services include Social Media Marketing and Search Engine Optimization.
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Undisclosed< $25 / hr50 - 249Tel Aviv-Yafo, Israel
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Webeet.io is a custom software development company headquartered in Amsterdam, Netherlands and Tel Aviv-Yafo, Israel. They offer Custom Software Development and Web Development.
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$25,000+$25 - $49 / hr50 - 249
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AMV Software Ltd is a website development company. The team is in Banchory, Scotland, and their services include Web Development and Mobile App Development.
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UndisclosedUndisclosedFreelancer
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Jar is an application development company. Established in 2023, the team specializes in Mobile App Development and UX/UI Design. The agency is located in Poznań, Poland.
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$50,000+$50 - $99 / hr50 - 249
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Established in 2015, Intersoft Engineering is a software development company. Their services include Custom Software Development and UX/UI Design.
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$5,000+$25 - $49 / hr50 - 249Linda-a-Velha, Portugal
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2TAPP is an AR/VR development company in Linda-a-Velha, Portugal. They specialize in AR/VR development and Web Development.
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Undisclosed$25 - $49 / hr50 - 249Westerville, OH
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Cloud consulting & SI company URU Systems was established in 2023. The firm provides cloud consulting & SI and IT staff augmentation.
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$250,000+$50 - $99 / hr50 - 249
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Software development firm Omeys specializes in Custom Software Development and Web Development. They were launched in 2014.
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$1,000+Undisclosed50 - 249
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Nirvista, a Blockchain company, is in Amsterdam, Netherlands and Pune, India. They focus on Blockchain and Artificial Intelligence.
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$1,000+$25 - $49 / hr50 - 249
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Sysprola Technology Services Private Limited is an Ecommerce Marketing company launched in 2023. The team specializes in Ecommerce Marketing and Branding.
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UndisclosedUndisclosed50 - 249Boston, MA
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Midsize cloud consulting & SI company MILL5, is based in Boston, Massachusetts. The team offers cloud consulting & SI and IT managed services.
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Undisclosed< $25 / hr50 - 249Hanoi, Vietnam
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BlueOC is a website development firm. Their midsize team of employees is located in Hanoi, Vietnam and Shibuya City, Japan. Their team focuses on Web Development and Mobile App Development.
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$1,000+$25 - $49 / hr50 - 249
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Stanum LLC is a midsize branding firm. Established in 2013, the team focuses on Branding and Search Engine Optimization.
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UndisclosedUndisclosed50 - 249
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West Wing Technology is a software development firm founded in 2018. The agency provides Custom Software Development and Web Development, and is midsize.
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$1,000+$25 - $49 / hr50 - 249Gurugram, India
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Umenit NA is an IT strategy consulting company. Their midsize team of employees is in Gurugram, India. Their team offers IT strategy consulting and BI & big data consulting & SI.
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Undisclosed< $25 / hrFreelancerGatineau, Canada
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In Gatineau, Canada, http://steveondigital.com/ is a Digital Strategy company. Founded in 2021, the team offers Digital Strategy and Cybersecurity.
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$1,000+$25 - $49 / hr50 - 249Aligarh, India
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Rankzoid is a SEO agency. They were established in 2022, and their services include Search Engine Optimization and Web Development.
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$5,000+Undisclosed50 - 249
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Big data company AIMANS TECHNOLOGIES was launched in 2011. The firm specializes in BI & big data consulting & SI and cloud consulting & SI.
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$1,000+$25 - $49 / hr50 - 249
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E-commerce development firm HITECH Genesis is based in Multan, Pakistan. The team specializes in E-Commerce Development and Custom Software Development.
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UndisclosedUndisclosed50 - 249
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Located in London, England, AYB Infotech is a website development company. They specialize in Web Development and Mobile App Development.
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UndisclosedUndisclosed50 - 249Redmond, WA
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Data Science Dojo is a midsize Redmond, Washington-based data analytics company. Their services include BI & big data consulting & SI and Generative AI.
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UndisclosedUndisclosed50 - 249Mérignac, France
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AT Internet is a big data company. They are in Mérignac, France and have midsize team. They provide BI & big data consulting & SI and Artificial Intelligence.
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UndisclosedUndisclosed50 - 249
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Headquartered in San Jose, California, NeeliTech is a Robotics Process Automation company. They specialize in Robotics Process Automation and Generative AI and were established in 2019.
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$10,000+$50 - $99 / hr50 - 249
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JDOT IT SP. Z O.O. Is a midsize IT staff augmentation company based in Warszawa, Poland. Their services include IT staff augmentation and Custom Software Development.
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UndisclosedUndisclosed1,000 - 9,999Santa Clara, CA
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Apexon is a big data company. They are located in Santa Clara, California and have large team. Their services include BI & big data consulting & SI and IT managed services.
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$25,000+$150 - $199 / hr50 - 249St Kilda, Australia
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ISystemz is a software development firm. The St Kilda, Australia-based team specializes in Custom Software Development and ERP consulting and SI.
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$10,000+$25 - $49 / hr50 - 249Pimpri-Chinchwad, India
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LogicLoom IT Solutions is a mobile app development company. They offer Mobile App Development and IT staff augmentation and were launched in 2023.
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UndisclosedUndisclosed50 - 249Stamford, CT
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Application Testing company Webomates Inc. Was launched in 2015. The firm provides Application Testing and Artificial Intelligence.
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UndisclosedUndisclosed50 - 249
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SafeLiShare, an IT strategy consulting company, was founded in 2021. The midsize team specializes in IT strategy consulting and cloud consulting & SI.
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UndisclosedUndisclosed50 - 249Miami, FL
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Arkon Data, a midsize business intelligence company, is located in Miami, Florida. Their services include BI & big data consulting & SI and Artificial Intelligence.
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UndisclosedUndisclosed50 - 249San Francisco, CA
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TestRigor is an Application Testing company. Established in 2015, the company is based in San Francisco, California. Their team focuses on Application Testing and ERP consulting and SI.
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UndisclosedUndisclosed50 - 249Orlando, FL
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IOTEK LLC is a midsize software development firm. Launched in 2018, the team specializes in Custom Software Development and Application Testing.
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$1,000+$50 - $99 / hrFreelancerCoral Springs, FL
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SignalBots.AI is a small branding company. Launched in 2024, the team focuses on Branding and Digital Strategy.
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List of the Best Artificial Intelligence Companies
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$25,000+$25 - $49 / hr1,000 - 9,999Boca Raton, FL
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
25% AI Development75% 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
60% AI Development40% 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 -
$10,000+< $25 / hr250 - 999Ahmedabad, India
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% AI Development60% Other -
$50,000+$50 - $99 / hr250 - 999Poznań, Poland
Ability to deliver
39.6/40.019.8/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
80% AI Development20% Other -
$10,000+$25 - $49 / hr50 - 249Gurugram, India
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
50% AI Development50% Other -
$5,000+$25 - $49 / hr250 - 999Jaipur, India
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
32% AI Development68% Other -
$75,000+Undisclosed250 - 999Charlotte, NC
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
35% AI Development65% 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
60% AI Development40% Other -
$25,000+$50 - $99 / hr50 - 249Poznań, Poland
Ability to deliver
39.3/40.019.4/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
50% AI Development50% Other -
$75,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
39.1/40.019.2/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
70% AI Development30% Other -
$50,000+$25 - $49 / hr50 - 249L'viv, Ukraine
Ability to deliver
39/40.019.4/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
60% AI Development40% Other -
$25,000+$25 - $49 / hr250 - 999Kropyvnytskyi, Ukraine
Ability to deliver
38.9/40.019.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
35% AI Development65% Other -
$25,000+< $25 / hr250 - 999Ahmedabad, India
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other -
$10,000+$50 - $99 / hr50 - 249Gdańsk, Poland
Ability to deliver
38.7/40.019/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
80% AI Development20% Other -
$50,000+$50 - $99 / hr50 - 249Boston, MA
Ability to deliver
38.7/40.019.8/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
50% AI Development50% Other -
$25,000+$25 - $49 / hr250 - 999White Plains, NY
Ability to deliver
39.5/40.019.8/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other -
$100,000+$100 - $149 / hr50 - 249Danvers, MA
Ability to deliver
38.6/40.019/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
80% AI Development20% Other -
$100,000+$50 - $99 / hr250 - 999Cluj-Napoca, Romania
Ability to deliver
38.6/40.019/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
65% AI Development35% Other -
$10,000+$25 - $49 / hr50 - 249San Francisco, CA
Ability to deliver
38.5/40.019/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
65% AI Development35% Other -
$10,000+$50 - $99 / hr10 - 49Lewes, DE
Ability to deliver
38.5/40.019/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
80% AI Development20% Other -
$5,000+$50 - $99 / hr250 - 999McKinney, TX
Ability to deliver
38.4/40.018.4/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
80% AI Development20% Other -
$50,000+$25 - $49 / hr50 - 249Buenos Aires, Argentina
Ability to deliver
39.4/40.020/20 Reviews9.8/10 Clients & Experience9.6/10 Market PresenceService focus
45% AI Development55% Other -
$10,000+$25 - $49 / hr250 - 999Reston, VA
Ability to deliver
38.3/40.018.6/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
60% AI Development40% Other -
$5,000+$50 - $99 / hr10 - 49Los Angeles, 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+$100 - $149 / hr10 - 49Bengaluru, India
Ability to deliver
38.2/40.019/20 Reviews10/10 Clients & Experience9.2/10 Market PresenceService focus
60% AI Development40% 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
39.9/40.020/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
20% AI Development80% Other -
$5,000+$50 - $99 / hr50 - 249Miami, FL
Ability to deliver
38.9/40.019.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
45% AI Development55% Other -
$25,000+$100 - $149 / hr50 - 249Chicago, IL
Ability to deliver
37.9/40.018.4/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
55% AI Development45% Other
Latest Artificial Intelligence Articles
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How to Use Claude Code if You're Not a Developer
Learn how to use Claude Code to build your own AI agents without a coding background, including setup, first steps, and safety tips backed by Clutch data.
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 based on a proprietary methodology. The top artificial intelligence companies for 2026 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.