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 - 49Huntsville, AL
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Arcarithm, a small AI development company, is in Huntsville, Alabama. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249
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AI REV, a midsize AI Consulting company, is in New York City, New York. Their services include AI Consulting and Artificial Intelligence.
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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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UndisclosedUndisclosed50 - 249New York, NY
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Launched in 2018, Optimal Dynamics is an AI firm. Located in New York, New York, the team focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9
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Lil Data Monster is a small AI firm launched in 2020. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Seseña, Spain
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Binomial Consulting & Design , an artificial intelligence company, is based in Seseña, Spain. The team specializes in Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Newtown, PA
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NURBS Labs LLC is an artificial intelligence firm. They are based in Newtown, Pennsylvania and Mangalore, India. Their team specializes in Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9
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Sprinter Consulting, LLC is an AI Consulting company. They are headquartered in Brentwood, Tennessee and Houston, Texas and have small team. They offer AI Consulting 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.
$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.
$25,000+$50 - $99 / hr50 - 249Fornebu, NorwayServices provided
See all 14 projectsLANARS is a versatile app and software development company with expertise in mobile and web platforms, backend integration, and IoT solutions. Their reviews emphasize high-quality deliverables, skilled communication, and effective project management. Over 90% of feedback highlights LANARS' commitment to timelines and adaptability, with clients praising their problem-solving capabilities and dedication, even under challenging circumstances like geopolitical issues.
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UndisclosedUndisclosed50 - 249London, England
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Launched in 2021, Mesh-AI is a midsize London, England-based artificial intelligence development company. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9
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AI development company FTL Innovations was founded in 2016. The team offers Artificial Intelligence and AI Consulting and is located in Draper, Utah.
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Featured
What are Featured Providers?
$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.
$10,000+$25 - $49 / hr10 - 49Kyiv, UkraineServices provided
See all 38 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.
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UndisclosedUndisclosed2 - 9Laguna Beach, CA
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Small AI firm AI Lab Consulting, is based in Laguna Beach, California. The team provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9San Francisco, CA
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AI company Ai Engine is based in San Francisco, California. Their services include Artificial Intelligence and AI Consulting.
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Featured
What are Featured Providers?
$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.
$10,000+< $25 / hr50 - 249Hyderabad, IndiaServices provided
See all 50 projectsAhex Technologies is a versatile IT solutions provider specializing in custom software, web, and mobile application development across various industries. With a focus on quality, innovation, and client satisfaction, they consistently deliver projects on time and within budget. Approximately 90% of reviews highlight their responsiveness and flexibility, while 80% commend their project management skills, underscoring their strong capabilities in meeting diverse client needs.
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UndisclosedUndisclosed2 - 9Palo Alto, CA
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AI TECHS, a small artificial intelligence company, is headquartered in Palo Alto, California. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Mountain View, CA
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In Mountain View, California, Mindscale is an AI development company. The team offers Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Mountain View, CA
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Riiid, an artificial intelligence company, was founded in 2014. The team specializes in Artificial Intelligence and AI Consulting and is based in Mountain View, California.
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UndisclosedUndisclosed50 - 249San Mateo, CA
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Stottler Henke Associates is an AI company. They were established in 1988, and their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Santa Clara, CA
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Enterprise AI Company (Ent.AI) is a small Santa Clara, California-based AI company. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Saratoga, CA
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Digamma.ai is an AI company. The team is in Saratoga, California, and their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Cupertino, CA
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QuantFarm is an AI firm founded in 2014. The small team offers Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249San Francisco, CA
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ZestyAI is a midsize AI Consulting company. Founded in 2015, the team offers AI Consulting and Artificial Intelligence.
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UndisclosedUndisclosed50 - 249Palo Alto, CA
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Established in 2011, Got It AI is an AI development company. The midsize team specializes in Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Seattle, WA
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Adaptive Insight LLC is an artificial intelligence company. They were established in 2009, and their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249Cupertino, CA
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NimbleWork is an AI Consulting company based in Cupertino, California and Mumbai, India. They provide AI Consulting and Artificial Intelligence and were founded in 2002.
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UndisclosedUndisclosedFreelancerSeattle, WA
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Many Doors is an AI development company. Founded in 2009, the firm is in Seattle, Washington. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249
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Macula is a cloud consulting & SI company. Their midsize team is located in Sheridan, Wyoming and focuses on cloud consulting & SI and Artificial Intelligence. The agency was founded in 2021.
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UndisclosedUndisclosed2 - 9
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Auroris AI, an AI firm, provides Artificial Intelligence and AI Consulting. The company is in San Jose, California.
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UndisclosedUndisclosed1,000 - 9,999Hamburg, Germany
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Headquartered in Hamburg, Germany, Fast Lane Institute for Knowledge Transfer GmbH is a cloud consulting & SI company. They provide cloud consulting & SI and Cybersecurity.
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UndisclosedUndisclosed10 - 49Stamford, CT
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Noteworthy AI, an AI Consulting company, was founded in 2020. The team offers AI Consulting and Artificial Intelligence.
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UndisclosedUndisclosed10 - 49Guilford, CT
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InveniAI is an artificial intelligence development company. They are based in Guilford, Connecticut, and their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Trumbull, CT
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AI Consulting company Foyer.ai is headquartered in Trumbull, Connecticut. Their services include AI Consulting and Artificial Intelligence.
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UndisclosedUndisclosed50 - 249Norwalk, CT
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OneOrigin is an AR/VR development company. They are headquartered in Norwalk, Connecticut and Bengaluru, India. Their team offers AR/VR development and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9North Haven, CT
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AI Consulting company HROnTips was founded in 2009. The team offers AI Consulting and Artificial Intelligence and is headquartered in North Haven, Connecticut and Noida, India.
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UndisclosedUndisclosed50 - 249Farmington, CT
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FPT/Intellinet is an AI development company. They are located in Farmington, Connecticut and Sandy Springs, Georgia. Their team focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249Stamford, CT
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RiskSpan is an AI firm launched in 2001. Located in Stamford, Connecticut and Arlington, Virginia, the team specializes in Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249Mumbai, India
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Aureus Analytics is an artificial intelligence development company launched in 2013. The midsize team focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49New Haven, CT
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Intelligent Artifacts, Inc. Is an AI company. Launched in 2009, the agency offers Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Bethany, CT
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Revolutionary Integration Group Inc, a small AI development company, is in Bethany, Connecticut. Their services include Artificial Intelligence and IoT development.
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UndisclosedUndisclosed2 - 9New Haven, CT
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VoterLabs is an artificial intelligence development company launched in 2012. The team offers Artificial Intelligence and AI Consulting and is in New Haven, Connecticut.
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UndisclosedUndisclosed2 - 9Stamford, CT
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Predictive Motion Inc, an AI company, was established in 2002. The team provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed1,000 - 9,999Paris, France
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Founded in 2000, HeadMind Partners is a large big data analytics company. Their services include BI & big data consulting & SI and Cybersecurity.
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UndisclosedUndisclosed2 - 9Newtown, CT
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NeuroMentix is a small Newtown, Connecticut-based artificial intelligence firm. The team provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Rogers, AR
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Shiloh Technologies is an AI company. Their team is located in Rogers, Arkansas and provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Vestavia Hills, AL
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Skypa Systems is a small AI company based in Vestavia Hills, Alabama. The team offers Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Newark, DE
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SiriusIQ is an AI firm in Newark, Delaware. They focus on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Dover, DE
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SimplifyPI is a Dover, Delaware-based AI Consulting company. They focus on AI Consulting and Artificial Intelligence and were established in 2018.
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UndisclosedUndisclosed10 - 49Newark, DE
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Launched in 2019, Alphaa AI is a small Newark, Delaware-based AI Consulting company. Their services include AI Consulting and Artificial Intelligence.
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UndisclosedUndisclosed10 - 49Riyadh, Saudi Arabia
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TachyHealth, an artificial intelligence company, was founded in 2018. The team focuses on Artificial Intelligence and AI Consulting and is located in Lewes, Delaware and Riyadh, Saudi Arabia.
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UndisclosedUndisclosed50 - 249Dover, DE
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AI firm Infilect was founded in 2018. The team offers Artificial Intelligence and AI Consulting and is based in Dover, Delaware and Bengaluru, India.
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UndisclosedUndisclosed10 - 49Middletown, DE
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Knowtified is a small AR/VR development company headquartered in Middletown, Delaware and EU, Hungary. The team provides AR/VR development and Artificial Intelligence.
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UndisclosedUndisclosed10 - 49Wilmington, DE
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AI development company Bizmoni was founded in 2018. The agency offers Artificial Intelligence and AI Consulting, and is small.
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UndisclosedUndisclosed10 - 49Wilmington, DE
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Established in 2012, Itemize is an artificial intelligence company. The company offers Artificial Intelligence and AI Consulting, and is small.
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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 -
$10,000+$25 - $49 / hr250 - 999Rzeszów, Poland
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
40% AI Development60% 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 -
$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 -
$75,000+$50 - $99 / hr50 - 249Marlborough, MA
Ability to deliver
38.7/40.019.8/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
65% AI Development35% 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
38.3/40.018.6/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
80% AI Development20% Other -
$5,000+$50 - $99 / hr10 - 49San Diego, CA
Ability to deliver
38.3/40.019.4/20 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 -
$10,000+$50 - $99 / hr50 - 249Toronto, Canada
Ability to deliver
38.9/40.019.4/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
45% AI Development55% 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 -
$50,000+$100 - $149 / hr50 - 249Bournemouth, England
Ability to deliver
37.8/40.018/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
50% AI Development50% 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 -
$10,000+$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
37.7/40.018/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
100% AI Development -
$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 -
$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
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.