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 85 projectsSimform is a software development company offering services such as mobile and web app development, system integration, and custom software solutions. Reviews indicate a strong emphasis on communication, project management, and technical expertise, with approximately 90% of the feedback highlighting responsiveness and proactive collaboration. While some suggest improvement in end-user documentation, the majority commend Simform's professionalism, strategic alignment, and long-term partnership approach.
$75,000+$100 - $149 / hr50 - 249New York, NYServices provided
See all 69 projectsBlueLabel is a digital product strategy consultancy specializing in AI and mobile app development, with expertise across various industries, including finance, manufacturing, and healthcare. Reviews reveal a high level of client satisfaction, with approximately 95% of clients praising their communication, timely delivery, and cultural alignment. Common themes include their ability to integrate seamlessly with client teams and their proficiency in leveraging cutting-edge technologies to deliver impactful solutions.
$10,000+$25 - $49 / hr50 - 249San Francisco, CAServices provided
See all 24 projectsAzumo is a software development company specializing in custom software solutions, including AI applications and cloud migrations. Across the reviews, 100% of clients highlighted Azumo's exceptional project management and communication. Their responsiveness, cultural fit, and alignment with company values were frequently praised, with over 80% of reviewers expressing satisfaction with their service delivery and professional ethos.
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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 technology services company providing mobile app development, data engineering, product design, and AI integration. The company has received overwhelmingly positive feedback, with over 90% of reviews highlighting their responsiveness, ability to deliver on time, and high-quality outcomes. Clients consistently praise Qubika’s professionalism, adaptability, and commitment to meeting project goals and budgets.
$25,000+$50 - $99 / hr10 - 49Lisboa, PortugalServices provided
See all 28 projectsAltar.io is a technology consulting company specializing in custom software development and product scoping, particularly for startups and SaaS solutions. Based on their Clutch.co reviews, over 90% of clients praise their collaborative culture, innovative thinking, and commitment to project success, with no significant areas for improvement highlighted. Their exceptional project management and communication skills are frequently noted, contributing to a highly regarded client experience.
$10,000+$150 - $199 / hr10 - 49Webster Groves, MOServices provided
See all 23 projectsSketch Development is a software development company known for delivering end-to-end product strategy, UX/UI design, and technical solutions across various industries. Their clients consistently praise their strong project management skills, with 100% of reviews highlighting timely delivery and effective communication. The company is commended for aligning closely with client values and needs, providing tailored, scalable solutions that enhance operational efficiency and user experiences. Sketch Development's ability to understand complex industry-specific workflows and deliver high-quality, user-centered products is frequently noted as impressive.
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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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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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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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Featured
What are Featured Providers?
$10,000+$50 - $99 / hr50 - 249Rīga, LatviaServices provided
See all 32 projectsSnotor is a versatile software development company offering services such as mobile app development, web platform design, and software integrations. Overall, their clients express high satisfaction, with approximately 95% of feedback being positive, highlighting strong technical expertise, responsive communication, and efficient project management. Common themes across reviews include their proactive collaboration and ability to deliver successful, timely results.
$25,000+$25 - $49 / hr250 - 999Dallas, TXServices provided
See all 53 projectsCodeNinja is a versatile software development company offering services including AI integration, custom SaaS solutions, enterprise web development, and staff augmentation. Their client feedback is overwhelmingly positive, with approximately 95% of reviews praising their project management, responsiveness, and alignment with business needs. Clients appreciate their ability to deliver innovative, user-friendly solutions on time and within budget, making them a reliable development partner.
$10,000+$25 - $49 / hr50 - 249Dubai, United Arab EmiratesServices provided
See all 28 projectsPhaedra Solutions is a software development company known for its expertise in UI/UX design, web and mobile app development, and AI-integrated workflows. Reviews highlight their professionalism, timely delivery, and effective communication, with over 90% of clients commending their project management and technical expertise. Clients appreciate their dedication to delivering high-quality work and ability to meet project milestones consistently.
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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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Featured
What are Featured Providers?
$10,000+$25 - $49 / hr50 - 249Lucknow, IndiaServices provided
See all 36 projectsKraftors Web Solutions Private Limited is a versatile technology development company offering comprehensive solutions including software development, machine learning, and UI/UX design. The company boasts a high level of client satisfaction, with 100% of reviews highlighting their timely delivery, strong project management, and commitment to understanding client needs. Reviewers frequently praise their alignment with client goals and impressive results, underscoring their ability to tailor solutions to complex challenges in diverse industries.
$25,000+$50 - $99 / hr50 - 249Fornebu, NorwayServices provided
See all 13 projectsLANARS is a full-service technology company specializing in software development, mobile app creation, and web solutions. Based on the reviews, LANARS is praised for its reliability, flexibility, and high-quality outputs, with 100% of reviewers expressing satisfaction in project management and communication. Several clients highlighted their impressive ability to adapt to changing scopes and maintain timelines, along with exceptional technical expertise and dedication to client needs, even during challenging circumstances.
$25,000+$25 - $49 / hr50 - 249L'viv, UkraineServices provided
See all 56 projectsLeobit is a versatile software development company offering services such as mobile app development, web platform modernization, and custom software solutions. Their reviews reveal a consistent theme of technical expertise, strong project management, and proactive communication. Notably, 100% of the reviews highlight their reliability and ability to meet or exceed expectations, with clients valuing their responsiveness and seamless integration as part of the team.
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UndisclosedUndisclosed250 - 999Mountain View, CA
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Founded in 2019, Factored, a midsize software development firm, is located in Mountain View, California. Their team provides Custom Software Development and BI & big data consulting & SI.
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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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Featured
What are Featured Providers?
$10,000+$50 - $99 / hr50 - 249Denver, COServices provided
See all 91 projectsJPLoft is a versatile app development company with expertise in creating web, mobile, and custom applications. Across various projects, clients commend their punctuality and responsive communication, with 90% noting timely delivery and quality outcomes. Their ability to tailor solutions that align with client visions and budgets is frequently highlighted, with 80% of reviews praising their cultural fit and value for cost.
$10,000+< $25 / hr50 - 249New Delhi, IndiaServices provided
See all 64 projectsTechnoYuga Soft Pvt. Ltd. is a versatile software development company specializing in mobile and web application development, with additional expertise in AI and UI/UX design. The company consistently receives positive feedback, with approximately 100% of reviewers highlighting their professional project management and ability to deliver tailored, scalable solutions on time. Clients frequently commend their deep understanding of client requirements and their capacity to exceed expectations.
$10,000+< $25 / hr50 - 249Hyderabad, IndiaServices provided
See all 52 projectsAhex Technologies is a versatile web and mobile app development company known for delivering scalable, user-friendly solutions tailored to client needs. Overall, 100% of the reviews mention excellent project management and proactive communication, with 80% highlighting their technical expertise and commitment to client satisfaction. Reviewers consistently praise their responsiveness and ability to meet deadlines while suggesting minor improvements in areas like UI enhancements and documentation.
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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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UndisclosedUndisclosed10 - 49Wilmington, DE
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PS3G is a small Wilmington, Delaware-based AI development company. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Middletown, DE
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Datrics, an artificial intelligence firm, was established in 2019. The agency offers Artificial Intelligence and AI Consulting, and is small.
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UndisclosedUndisclosed10 - 49Wilmington, DE
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Established in 2018, CellStrat is an artificial intelligence company. The team offers Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Newark, DE
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Established in 2017, Intentico is an artificial intelligence development company. The team specializes in Artificial Intelligence and AI Consulting and is headquartered in Newark, Delaware.
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List of the Best Artificial Intelligence Companies
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$50,000+$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
37/40.019.8/20 Reviews10/10 Clients & Experience7.2/10 Market PresenceService focus
60% AI Development40% Other -
$25,000+$50 - $99 / hr50 - 249Poznań, Poland
Ability to deliver
36.5/40.019.4/20 Reviews10/10 Clients & Experience7/10 Market PresenceService focus
50% AI Development50% Other -
$50,000+$50 - $99 / hr250 - 999Poznań, Poland
Ability to deliver
36/40.018.8/20 Reviews10/10 Clients & Experience7.2/10 Market PresenceService focus
80% AI Development20% Other -
$25,000+< $25 / hr250 - 999Gurugram, India
Ability to deliver
35.9/40.020/20 Reviews10/10 Clients & Experience5.9/10 Market PresenceService focus
50% AI Development50% Other -
$100,000+$100 - $149 / hr50 - 249Danvers, MA
Ability to deliver
35.7/40.019.2/20 Reviews10/10 Clients & Experience6.5/10 Market PresenceService focus
80% AI Development20% Other -
$75,000+Undisclosed250 - 999Charlotte, NC
Ability to deliver
35.5/40.020/20 Reviews10/10 Clients & Experience5.5/10 Market PresenceService focus
35% AI Development65% Other -
$10,000+$50 - $99 / hr50 - 249Gdańsk, Poland
Ability to deliver
35.4/40.019.2/20 Reviews10/10 Clients & Experience6.2/10 Market PresenceService focus
80% AI Development20% Other -
$25,000+$25 - $49 / hr250 - 999White Plains, NY
Ability to deliver
36/40.020/20 Reviews10/10 Clients & Experience6/10 Market PresenceService focus
30% AI Development70% Other -
$1,000+$25 - $49 / hr50 - 249Ahmedabad, India
Ability to deliver
35/40.020/20 Reviews10/10 Clients & Experience5/10 Market PresenceService focus
60% AI Development40% Other -
$75,000+$50 - $99 / hr50 - 249Marlborough, MA
Ability to deliver
35/40.019.8/20 Reviews10/10 Clients & Experience5.2/10 Market PresenceService focus
60% AI Development40% Other -
$50,000+$200 - $300 / hr10 - 49Fishers, IN
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
30% AI Development70% Other -
$10,000+$25 - $49 / hr250 - 999San Francisco, CA
Ability to deliver
38.7/40.020/20 Reviews10/10 Clients & Experience8.7/10 Market PresenceService focus
20% AI Development80% Other -
$5,000+$25 - $49 / hr50 - 249Jaipur, India
Ability to deliver
34.8/40.018.8/20 Reviews10/10 Clients & Experience6/10 Market PresenceService focus
50% AI Development50% Other -
$25,000+$25 - $49 / hr1,000 - 9,999Orlando, FL
Ability to deliver
36.6/40.020/20 Reviews10/10 Clients & Experience6.6/10 Market PresenceService focus
20% AI Development80% Other -
$25,000+< $25 / hr250 - 999Ahmedabad, India
Ability to deliver
37/40.019.6/20 Reviews10/10 Clients & Experience7.4/10 Market PresenceService focus
25% AI Development75% Other -
$10,000+$25 - $49 / hr250 - 999Reston, VA
Ability to deliver
34.5/40.018/20 Reviews10/10 Clients & Experience6.5/10 Market PresenceService focus
60% AI Development40% Other -
$5,000+$50 - $99 / hr50 - 249Miami, FL
Ability to deliver
35.5/40.018.4/20 Reviews10/10 Clients & Experience7.1/10 Market PresenceService focus
45% AI Development55% Other -
$10,000+$25 - $49 / hr250 - 999Rzeszów, Poland
Ability to deliver
35.4/40.019/20 Reviews10/10 Clients & Experience6.4/10 Market PresenceService focus
30% AI Development70% Other -
$10,000+$50 - $99 / hr50 - 249Toronto, Canada
Ability to deliver
35.3/40.018.8/20 Reviews10/10 Clients & Experience6.5/10 Market PresenceService focus
45% AI Development55% Other -
$100,000+$50 - $99 / hr250 - 999Cluj-Napoca, Romania
Ability to deliver
34.1/40.018.4/20 Reviews10/10 Clients & Experience5.7/10 Market PresenceService focus
65% AI Development35% Other -
$25,000+$25 - $49 / hr250 - 999Dallas, TX
Ability to deliver
34.1/40.018.8/20 Reviews10/10 Clients & Experience5.3/10 Market PresenceService focus
50% AI Development50% Other -
$5,000+$25 - $49 / hr250 - 999Frisco, TX
Ability to deliver
34.1/40.018/20 Reviews10/10 Clients & Experience6.1/10 Market PresenceService focus
50% AI Development50% Other -
$50,000+$25 - $49 / hr50 - 249Buenos Aires, Argentina
Ability to deliver
36/40.020/20 Reviews9.8/10 Clients & Experience6.2/10 Market PresenceService focus
40% AI Development60% Other -
$50,000+$25 - $49 / hr250 - 999Warszawa, Poland
Ability to deliver
33.8/40.017.6/20 Reviews10/10 Clients & Experience6.2/10 Market PresenceService focus
40% AI Development60% Other -
$10,000+$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
33.8/40.017.6/20 Reviews10/10 Clients & Experience6.2/10 Market PresenceService focus
100% AI Development -
$10,000+$50 - $99 / hr10 - 49Lewes, DE
Ability to deliver
33.8/40.018.8/20 Reviews10/10 Clients & Experience5/10 Market PresenceService focus
80% AI Development20% Other -
$1,000+$25 - $49 / hr1,000 - 9,999London, England
Ability to deliver
33.7/40.017.8/20 Reviews9.6/10 Clients & Experience6.3/10 Market PresenceService focus
35% AI Development65% Other -
$25,000+$25 - $49 / hr50 - 249Sarasota, FL
Ability to deliver
35.6/40.020/20 Reviews10/10 Clients & Experience5.6/10 Market PresenceService focus
40% AI Development60% Other -
$75,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
33.5/40.018/20 Reviews10/10 Clients & Experience5.5/10 Market PresenceService focus
70% AI Development30% Other -
$5,000+$25 - $49 / hr250 - 999Jaipur, India
Ability to deliver
37.4/40.020/20 Reviews10/10 Clients & Experience7.4/10 Market PresenceService focus
20% AI Development80% Other
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.