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 - 9Edina, MN
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MinneAnalytics is a big data analytics company. Launched in 1998, the team offers BI & big data consulting & SI and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Florissant, MO
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TREE Industries is a small AR/VR development company. They offer AR/VR development and IoT development and were founded in 2017.
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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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UndisclosedUndisclosed2 - 9Chesterfield, MO
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Tamaton is a business intelligence company. They are in Chesterfield, Missouri, and their services include BI & big data consulting & SI and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Navan, Ireland
Services provided
Launched in 2002, Bective Automation is a small software development firm and artificial intelligence company. Their services include Custom Software Development and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Bellevue, WA
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Established in 2011, AI Data Innovations is a small Charlottesville, Virginia-based social media marketing firm. Their services include Social Media Marketing and AR/VR development.
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UndisclosedUndisclosed2 - 9Gdańsk, Poland
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Artificial intelligence development company CTA.ai is located in Gdańsk, Poland. The team offers Artificial Intelligence and AR/VR development.
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UndisclosedUndisclosed2 - 9Surry Hills, Australia
Services provided
Launched in 2022, Kendell & York is a Blockchain and AI Consulting company. The agency provides Blockchain and AI Consulting, and is small.
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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 - 9Toronto, Canada
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Established in 2016, AI Incorporated is a small Toronto, Canada-based Generative AI company. Their team focuses on Generative AI and Web Development.
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$5,000+$50 - $99 / hr2 - 9
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IT strategy consulting and AI Consulting company Latam Product Managers Consulting is headquartered in Bogotá, Colombia. Their services include IT strategy consulting and AI Consulting.
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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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UndisclosedUndisclosed2 - 9
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Parrots Lab is a branding company. Their small team is located in Rancho Cucamonga, California and specializes in Branding and Content Marketing. The firm was founded in 2023.
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UndisclosedUndisclosed2 - 9
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AI Consulting and Demand Generation Marketing company Client Capture is headquartered in Amsterdam, Netherlands. They focus on AI Consulting and Demand Generation Marketing and were founded in 2023.
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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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$100,000+$150 - $199 / hr2 - 9Bondi Junction, Australia
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Business Consulting and AI Consulting company The Strategy Group was founded in 2012. The team provides Business Consulting and AI Consulting.
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$5,000+$50 - $99 / hr2 - 9Los Angeles, CA
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Codi Technologies, a software development company and AI development company, offer Custom Software Development and Artificial Intelligence. They were founded in 2022.
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$1,000+$50 - $99 / hr2 - 9Bogotá, Colombia
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Founded in 2024, Augmented Capital is a Business Consulting and AI Consulting company. The small team specializes in Business Consulting and AI Consulting.
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UndisclosedUndisclosed2 - 9
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SilverlineAPI is an artificial intelligence company and API Development company. Their small team is in Harrisburg, Pennsylvania. Their services include Artificial Intelligence and API Development.
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$5,000+$100 - $149 / hr2 - 9
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GridShift AI is a business intelligence company. Their team is headquartered in Montréal, Canada. The agency offers BI & big data consulting & SI and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Atlanta, GA
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Data Explorers, LLC, a small big data company and AI firm, is based in Atlanta, Georgia. The team provides BI & big data consulting & SI and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9
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IKB.ai, a business intelligence company and artificial intelligence company, was founded in 2016. They focuses on BI & big data consulting & SI and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Wilmington, DE
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Business intelligence company and Generative AI company FiveBrane is located in Wilmington, Delaware. Launched in 2022, the team specializes in BI & big data consulting & SI and Generative AI.
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UndisclosedUndisclosed2 - 9
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YumiDocs is an artificial intelligence development company and Blockchain company. They are in London, England and have small team. Their team offers Artificial Intelligence and Blockchain.
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$5,000+$150 - $199 / hr2 - 9New York, NY
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Switchboard, an AI Consulting and API Development company, was founded in 2024. The team offers AI Consulting and API Development.
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UndisclosedUndisclosed2 - 9Sydney, Australia
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Fractonium is an AI development company and Blockchain company launched in 2019. The company focuses on Artificial Intelligence and Blockchain, and is small.
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UndisclosedUndisclosed2 - 9Miami, FL
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Finrock Inc is a Blockchain and Generative AI company. Their small team is located in Miami, Florida. Their services include Blockchain and Generative AI.
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Undisclosed< $25 / hr2 - 9
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Radhagems is a Mumbai, India-based Generative AI company. Established in 2020, the team specializes in Generative AI and IT strategy consulting.
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$5,000+$200 - $300 / hr2 - 9Austin, TX
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Generative AI company Talentless AI is based in Austin, Texas. Their services include Generative AI and Content Marketing.
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UndisclosedUndisclosed2 - 9Boca Raton, FL
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Application Testing and Generative AI company Esther.ai was founded in 2023. The firm specializes in Application Testing and Generative AI.
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$1,000+$50 - $99 / hr2 - 9Roma, Italy
Services provided
Expecta, a small business intelligence company, is headquartered in Roma, Italy. Their services include BI & big data consulting & SI and AI Consulting.
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UndisclosedUndisclosed2 - 9Warszawa, Poland
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In Warszawa, Poland, GovernedAI is an IT strategy consulting and AI firm. Established in 2023, the team offers IT strategy consulting and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9
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React Native Starter AI is a mobile application development company and AI company. The delaware, Delaware-based company specializes in Mobile App Development and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Fredericksburg, VA
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Business intelligence company and AI firm Amruta Inc focuses on BI & big data consulting & SI and Artificial Intelligence. They were founded in 2014.
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UndisclosedUndisclosed2 - 9
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Data analytics company and AI company NodeRelate was founded in 2018. The company offers BI & big data consulting & SI and Artificial Intelligence, and is small.
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UndisclosedUndisclosed2 - 9Miami, FL
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Data analytics company and artificial intelligence company Spidey Scrape focuses on BI & big data consulting & SI and Artificial Intelligence. They were launched in 2020.
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UndisclosedUndisclosed2 - 9
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SOPwriting.ai is an AI development company and Content Writing Services company. In Mumbai, India, the team provides Artificial Intelligence and Content Writing Services.
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UndisclosedUndisclosed2 - 9Los Angeles, CA
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Atellio is a Los Angeles, California-based Business Consulting and Generative AI company. They focus on Business Consulting and Generative AI.
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UndisclosedUndisclosed2 - 9
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Launched in 2023, Machina Marketing is a small Dublin, Ireland-based artificial intelligence development company. Their services include Artificial Intelligence and Market Research.
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Undisclosed$25 - $49 / hr2 - 9London, England
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OKII AI, an AI development company, is headquartered in London, England. The team specializes in Artificial Intelligence and Business Consulting.
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$1,000+< $25 / hr2 - 9
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Sieber Consluting is an UX design agency and AI Consulting company. Established in 2022, the agency provides UX/UI Design and AI Consulting.
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$100,000+$50 - $99 / hr2 - 9Hermanus, South Africa
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Sentient Software c.c., a software development company, offer Custom Software Development and Artificial Intelligence. They were established in 1994.
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$10,000+$25 - $49 / hr2 - 9București, Romania
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Established in 2024, DataFlux is a website development company and Generative AI company. Based in București, Romania, the team focuses on Web Development and Generative AI.
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$10,000+$100 - $149 / hr2 - 9Arley, AL
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Elliptic Consulting LLC is a small artificial intelligence company based in Arley, Alabama and Eersel, Netherlands. The team specializes in Artificial Intelligence and Custom Software Development.
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$1,000+$25 - $49 / hr2 - 9Lahore, Pakistan
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In Lahore, Pakistan, JASS Logics is an AI Consulting company. They focus on AI Consulting and ERP consulting and SI.
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$10,000+$50 - $99 / hr2 - 9Saint John, Canada
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Established in 2024, Aatio, a small Cybersecurity company, is headquartered in Saint John, Canada. Their services include Cybersecurity and IoT development.
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Undisclosed$25 - $49 / hr2 - 9
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EffIn Systems, a website development company and AI Consulting company, was established in 2024. The team provides Web Development and AI Consulting and is in Yateley, England.
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$1,000+$50 - $99 / hr2 - 9
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CometForge is an artificial intelligence development company. They were launched in 2023, and their services include Artificial Intelligence and Web Development.
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UndisclosedUndisclosed2 - 9Toronto, Canada
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Established in 2018, Dataforge is an artificial intelligence company and Data Annotation Services company. The firm focuses on Artificial Intelligence and Data Annotation Services.
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UndisclosedUndisclosed2 - 9Worsley, England
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Based in Worsley, England, R U Robots Limited is an AI company. Established in 2003, the team specializes in Artificial Intelligence and Product Design.
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UndisclosedUndisclosed2 - 9Vancouver, Canada
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PH1 Research Inc. Is a Market Research company established in 2009. Their team focuses on Market Research and UX/UI Design.
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$5,000+Undisclosed2 - 9
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Simonkriss.ai is a Business Consulting and AI Consulting company. Their small team is located in and specializes in Business Consulting and AI Consulting. The firm was established in 2023.
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UndisclosedUndisclosed2 - 9Indianapolis, IN
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Tapia Valley Software Company is an AI firm. The Indianapolis, Indiana-based company was founded in 2003. Their services include Artificial Intelligence and ERP consulting and SI.
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UndisclosedUndisclosed2 - 9Phoenix, AZ
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Steadynamic is an AI company. Established in 2020, their team provides Artificial Intelligence and IT staff augmentation.
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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 -
$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 -
$100,000+$100 - $149 / hr50 - 249Danvers, MA
Ability to deliver
35.5/40.019/20 Reviews10/10 Clients & Experience6.5/10 Market PresenceService focus
80% AI Development20% Other -
$10,000+$50 - $99 / hr50 - 249Gdańsk, Poland
Ability to deliver
35.2/40.019/20 Reviews10/10 Clients & Experience6.2/10 Market PresenceService focus
80% AI Development20% 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 -
$25,000+$25 - $49 / hr250 - 999White Plains, NY
Ability to deliver
35.8/40.019.8/20 Reviews10/10 Clients & Experience6/10 Market PresenceService focus
30% AI Development70% 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 -
$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 -
$25,000+$25 - $49 / hr250 - 999Dallas, TX
Ability to deliver
33.9/40.018.6/20 Reviews10/10 Clients & Experience5.3/10 Market PresenceService focus
50% AI Development50% 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.