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 - 49Jacksonville, FL
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Founded in 2005, EZ Automation Systems is an UX design company. The team provides UX/UI Design and Custom Software Development.
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UndisclosedUndisclosed10 - 49Virginia Beach, VA
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Vectrona is an AR/VR development company. The company is based in Virginia Beach, Virginia. Their services include AR/VR development and Corporate Training & Coaching.
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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 - 49Louisville, KY
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Based in Louisville, Kentucky, InfoBeyond Technology LLC is a data analytics company. The team specializes in BI & big data consulting & SI and Cybersecurity.
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UndisclosedUndisclosed10 - 49Louisville, KY
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Lihard Solutions Corp. Is a business intelligence company. They were launched in 2012, and their services include BI & big data consulting & SI and Custom Software Development.
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UndisclosedUndisclosed10 - 49Dubai, United Arab Emirates
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Intellare is a business intelligence company. They are headquartered in Dubai, United Arab Emirates and have small team. Their team provides BI & big data consulting & SI and IT managed services.
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UndisclosedUndisclosed10 - 49Paris, France
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TeamBrain, a SEO company, was established in 2013. The agency focuses on Search Engine Optimization and Business Consulting.
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UndisclosedUndisclosed10 - 49Cary, NC
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IT Automation LLC is a big data company. They are in Cary, North Carolina and have small team. They specialize in BI & big data consulting & SI and Artificial Intelligence.
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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 - 49San Francisco, CA
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In San Francisco, California, Gradient is a small Funding & Investment company. Their services include Funding & Investment and Web Design.
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UndisclosedUndisclosed10 - 49Seattle, WA
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Elev8 Consulting LLC is a Business Consulting company founded in 2018. The agency provides Business Consulting and Product Marketing, and is small.
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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 - 49San Francisco, CA
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Scribely, an UX company, is in San Francisco, California. Their services include UX/UI Design and Transcription.
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UndisclosedUndisclosed10 - 49Toronto, Canada
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Founded in 2021, World AI Group is a small Market Research company. Their team offers Market Research and Email Marketing.
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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 - 49Vancouver, Canada
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Gravity Union, an ECM consulting and SI company, is headquartered in Vancouver, Canada. They offer ECM consulting and SI and unified communications consulting & SI and were launched in 2015.
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UndisclosedUndisclosed10 - 49Sunnyvale, CA
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Big data analytics company Veloxity Inc. Was launched in 2013. The firm focuses on BI & big data consulting & SI and Artificial Intelligence.
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UndisclosedUndisclosed10 - 49Los Angeles, CA
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AutomatedView Technologies is a Los Angeles, California-based Digital Strategy company. Their services include Digital Strategy and BI & big data consulting & SI.
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UndisclosedUndisclosed10 - 49
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Infotechglobe, a small Cybersecurity company, is headquartered in Toronto, Canada. Their services include Cybersecurity and AI Consulting.
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UndisclosedUndisclosed10 - 49Manchester, England
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Cybersecurity company Secarma Ltd was founded in 2001. The team provides Cybersecurity and IoT development.
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UndisclosedUndisclosed10 - 49Portland, OR
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3 Tree Tech is a business intelligence company. They were established in 2017, and their services include BI & big data consulting & SI and Cybersecurity.
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UndisclosedUndisclosed10 - 49Los Angeles, CA
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TDF is a social media marketing company founded in 2010. Headquartered in Los Angeles, California, the team provides Social Media Marketing and Product Design.
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UndisclosedUndisclosed10 - 49London, England
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Headquartered in London, England, Checkstep is a Content Moderation Services company. The team provides Content Moderation Services and Artificial Intelligence.
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UndisclosedUndisclosed10 - 49Boston, MA
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Olmstead Associates is a Business Consulting company. Based in Boston, Massachusetts, the team provides Business Consulting and Back Office Outsourcing.
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UndisclosedUndisclosed10 - 49Portland, OR
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CrackaJack Digital Solutions, an IT managed services company, is in Portland, Oregon. They focus on IT managed services and IT staff augmentation.
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UndisclosedUndisclosed10 - 49Portland, OR
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Corios is a business intelligence company established in 2010. The team provides BI & big data consulting & SI and cloud consulting & SI.
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UndisclosedUndisclosed10 - 49Tigard, OR
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Lead IT Consulting is an IT strategy consulting company. Their team is located in Tigard, Oregon and offers IT strategy consulting and cloud consulting & SI.
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UndisclosedUndisclosed10 - 49
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Techno Innovation, a social media marketing company, was launched in 2024. The team focuses on Social Media Marketing and Content Marketing.
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UndisclosedUndisclosed10 - 49Melbourne, Australia
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Cybersecurity company Aspirante is headquartered in Melbourne, Australia and Pyrmont, Australia. The team focuses on Cybersecurity and Artificial Intelligence.
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UndisclosedUndisclosed10 - 49
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Caliber6 is a custom software development company founded in 2013. The team specializes in Custom Software Development and Staffing.
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UndisclosedUndisclosed10 - 49
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Jam Sessions, a web design company, was founded in 2018. The team provides Web Design and UX/UI Design.
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UndisclosedUndisclosed10 - 49London, England
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Based in London, England and Cape Town, South Africa, riivo Ltd is a Low/No Code Development company. The team offers Low/No Code Development and CRM consulting and SI.
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UndisclosedUndisclosed10 - 49Dallas, TX
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PSolv is a data analytics company. Established in 2011, the team provides BI & big data consulting & SI and cloud consulting & SI.
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UndisclosedUndisclosed10 - 49London, England
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Scene Creative is a web design agency. They are located in London, England and have small team of experts. Their services include Web Design and UX/UI Design.
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UndisclosedUndisclosed10 - 49
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Proveo Automation is a business intelligence company. Their team is headquartered in Washington, District of Columbia and offers BI & big data consulting & SI and cloud consulting & SI.
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UndisclosedUndisclosed10 - 49Dubai, United Arab Emirates
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Eastern Wing Marketing is a small Market Research company. They focus on Market Research and Social Media Marketing and were founded in 2024.
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UndisclosedUndisclosed10 - 49Sheridan, WY
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Coder Feast is a small cloud consulting & SI company launched in 2017. Their services include cloud consulting & SI and Cybersecurity.
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UndisclosedUndisclosed10 - 49Huntsville, AL
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IT strategy consulting company LaunchTech was launched in 2016. The team provides IT strategy consulting and Cybersecurity.
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UndisclosedUndisclosed10 - 49Sheridan, WY
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INA WEBTECH, an Email Marketing company, is located in Sheridan, Wyoming and Berlin, Germany. Established in 2016, the team offers Email Marketing and Affiliate Marketing.
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UndisclosedUndisclosed10 - 49Stamford, CT
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Fonantrix is a business intelligence company established in 2011. Their team specializes in BI & big data consulting & SI and Mobile App Development.
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UndisclosedUndisclosed10 - 49Nashville, TN
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Morphe Consulting is a big data company. Founded in 2023, the agency is located in Nashville, Tennessee. Their services include BI & big data consulting & SI and Web Development.
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UndisclosedUndisclosed10 - 49Vancouver, Canada
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Safety CLI Cybersecurity is a Cybersecurity company. The small Vancouver, Canada-based team offers Cybersecurity and Artificial Intelligence. The agency was founded in 2017.
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UndisclosedUndisclosed10 - 49Budapest, Hungary
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Guidance Creative IT is an IT strategy consulting company. The Budapest, Hungary-based team provides IT strategy consulting and cloud consulting & SI.
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UndisclosedUndisclosed10 - 49Nicosia, Cyprus
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Agilium Labs, a cloud consulting & SI company, is headquartered in Nicosia, Cyprus. They specialize in cloud consulting & SI and Custom Software Development and were launched in 2012.
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UndisclosedUndisclosed10 - 49Nicosia, Cyprus
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Established in 2016, Innovation Acts Ltd is a small Cybersecurity company. Their team focuses on Cybersecurity and IoT development.
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UndisclosedUndisclosed10 - 49Agios Athanasios, Cyprus
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XGroup is a small Agios Athanasios, Cyprus-based branding company. The team focuses on Branding and Custom Software Development.
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UndisclosedUndisclosed10 - 49Ottignies-Louvain-la-Neuve, Belgium
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B12 Consulting is an UX company. Their small team is located in Ottignies-Louvain-la-Neuve, Belgium. Their services include UX/UI Design and Custom Software Development.
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UndisclosedUndisclosed10 - 49Dublin, Ireland
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Saros Consulting is an IT strategy consulting company. The Dublin, Ireland-based company was established in 2016. Their team focuses on IT strategy consulting and cloud consulting & SI.
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UndisclosedUndisclosed10 - 49
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AppTask is an IT strategy consulting company. Launched in 2013, the company provides IT strategy consulting and IoT development.
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UndisclosedUndisclosed10 - 49Petaling Jaya, Malaysia
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Oxydata Software Sdn Bhd, a big data company, is in Petaling Jaya, Malaysia. They provide BI & big data consulting & SI and CRM consulting and SI and were launched in 2008.
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UndisclosedUndisclosed10 - 49Riyadh, Saudi Arabia
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Founded in 2015, PROART Consulting is a business intelligence company. The team specializes in BI & big data consulting & SI and CRM consulting and SI.
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UndisclosedUndisclosed10 - 49Frankfurt am Main, Germany
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Launched in 2021, Admirise Digital Performance Agency is an artificial intelligence development company. The team focuses on Artificial Intelligence and Content Marketing.
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UndisclosedUndisclosed10 - 49München, Germany
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ALAIKA Advisory is a big data company. Located in München, Germany, the firm was founded in 2022. Their team provides BI & big data consulting & SI and Cybersecurity.
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UndisclosedUndisclosed10 - 49Budapest, Hungary
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Software development firm Logipix LLC. Is in Budapest, Hungary. The team provides Custom Software Development and AR/VR development.
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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.