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 84 projectsSimform is a software development company known for creating mobile apps, web apps, and integrating advanced technologies for diverse industries. Across reviews, Simform is praised for delivering projects on time and within budget, with a strong emphasis on communication, responsiveness, and technical expertise. Approximately 90% of reviewers highlighted their proactive project management and alignment with client values, making them a reliable partner for technology solutions.
$10,000+$50 - $99 / hr250 - 999Greenville, SCServices provided
See all 79 projectsDesignli is an app and web development company specializing in creating MVPs, prototypes, and UX/UI designs. Clients consistently praise Designli's adaptability and ability to understand complex visions, with 100% of reviews highlighting their excellent project management and collaborative approach. The company is commended for delivering high-quality products on time, with 90% of clients expressing satisfaction with their outcomes.
$75,000+$100 - $149 / hr50 - 249New York, NYServices provided
See all 69 projectsBlueLabel is an AI and digital product development company known for its expertise in mobile app development and AI-driven solutions. The company receives overwhelmingly positive feedback from clients, with approximately 90% of reviews highlighting excellent project management, timely delivery, and strong alignment with client objectives. BlueLabel's ability to integrate seamlessly with in-house teams and its commitment to understanding client needs are frequently praised by more than 80% of reviewers.
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$25,000+< $25 / hr2 - 9
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Established in 2024, Shiv Kanti Infosystem, a small IT strategy consulting company, is based in Haryana, India. Their team provides IT strategy consulting and BI & big data consulting & SI.
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$1,000+Undisclosed2 - 9Dubai, United Arab Emirates
Services provided
Wayanjo is a small web design agency. They offer Web Design and Product Design and were established in 2024.
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Featured
What are Featured Providers?
$10,000+$25 - $49 / hr50 - 249San Francisco, CAServices provided
See all 22 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.
$10,000+$50 - $99 / hr250 - 999Austin, TXServices provided
See all 61 projectsQubika is a versatile technology solutions provider specializing in mobile app development, data engineering, and AI integration. With consistently high ratings, 100% of reviews highlight their timely delivery and responsiveness. Clients commend Qubika's professionalism, technical expertise, and ability to align with client needs, establishing them as reliable partners across diverse projects.
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$10,000+$50 - $99 / hr2 - 9
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Launched in 2023, fryga is an UX company. The team provides UX/UI Design and IT strategy consulting.
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Undisclosed$25 - $49 / hr2 - 9Craiova, Romania
Services provided
EAGER TO WORK, a cloud consulting & SI company, was established in 2023. The company specializes in cloud consulting & SI and Custom Software Development.
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$1,000+$25 - $49 / hr2 - 9
Services provided
Webcoin Technologies, a website development company, is headquartered in Amritsar, India. They specialize in Web Development and Blockchain.
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$1,000+< $25 / hr2 - 9
Services provided
Unicode Software is an AI Agents company. Founded in 2017, the firm is headquartered in Cherkasy, Ukraine. Their team offers AI Agents and IoT development.
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$1,000+< $25 / hr2 - 9Ellicott City, MD
Services provided
Booliant is a cloud consulting & SI company. The small Ellicott City, Maryland-based team specializes in cloud consulting & SI and IT staff augmentation. The agency was founded in 2025.
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Featured
What are Featured Providers?
$10,000+$150 - $199 / hr10 - 49Webster Groves, MOServices provided
See all 20 projectsSketch Development is a versatile technology solutions company, known for custom software development and expertise in Agile methodologies. Garnering unanimous praise, 100% of reviewers highlight their exceptional project management, timely delivery, and high-quality outcomes. Clients appreciate their deep industry knowledge, proactive communication, and ability to exceed expectations, consistently emphasizing the value and cultural fit they bring to projects.
$5,000+$25 - $49 / hr50 - 249Dubai, United Arab EmiratesServices provided
See all 28 projectsPhaedra Solutions is a full-service development company offering web and mobile app development, UI/UX design, and AI integration services. The company is praised for professionalism, timely delivery, and effective communication, with 90% of reviews highlighting their project management skills. Clients appreciate their technical expertise and reliability, leading to measurable outcomes like improved system stability and faster feature deployment.
$1,000+< $25 / hr10 - 49Kolkata, IndiaServices provided
See all 52 projectsGrowth Loops Technology Private Limited is a versatile software development company specializing in mobile app development, UI/UX design, and AI systems. Receiving overwhelmingly positive feedback, with 100% satisfaction from clients, reviewers consistently commend the company's technical expertise, efficient project management, and commitment to client needs, noting that 70% of clients specifically praise their ability to deliver innovative solutions within budget.
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Undisclosed$50 - $99 / hr2 - 9
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ATP Cloud Solutions LLC is a small unified communications consulting & SI company. They specialize in unified communications consulting & SI and other IT consulting and SI and were founded in 2024.
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$5,000+$100 - $149 / hr2 - 9Limeira, Brazil
Services provided
Small IT strategy consulting company Stallae, is located in Limeira, Brazil. The team provides IT strategy consulting and cloud consulting & SI.
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Featured
What are Featured Providers?
$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.
$25,000+$50 - $99 / hr50 - 249L'viv, UkraineServices provided
See all 46 projectsS-PRO is a software development company specializing in custom software solutions, mobile and web applications, and integration of modern technologies like blockchain and fintech platforms. Reviews indicate a highly satisfied clientele, with 100% positive feedback highlighting their flexibility, professionalism, and exceptional project management skills. Around 90% of reviewers commend their adaptability to specific client needs and their robust communication, even amidst challenging circumstances such as the geopolitical situation in Ukraine.
$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.
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UndisclosedUndisclosed2 - 9
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Launched in 2024, Alphanidus, a small CRM consulting and SI company, is headquartered in Miami, Florida. Their services include CRM consulting and SI and Custom Software Development.
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$1,000+$25 - $49 / hr2 - 9
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Mrkhan Digital, an Advertising company, is in Bengaluru, India. Established in 2020, the team specializes in Advertising and Search Engine Optimization.
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Featured
What are Featured Providers?
$10,000+$25 - $49 / hr50 - 249Sahibzada Ajit Singh Nagar, IndiaServices provided
See all 132 projectsTrigma is a versatile technology solutions provider specializing in AI integration, software development, and digital transformation services. The company is highly regarded for its technical expertise and project management skills, with 100% of reviewers highlighting their timely delivery and effective communication. Positive feedback frequently mentions their innovative approach and ability to tailor solutions to specific business needs, making them a reliable partner for complex projects.
$25,000+$50 - $99 / hr50 - 249Fornebu, NorwayServices provided
See all 15 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 54 projectsLeobit is a software development company specializing in web and mobile applications, custom software solutions, and digital transformation projects. Reviews indicate a 100% satisfaction rate, highlighting their technical expertise, proactive project management, and strong communication skills. Clients commend Leobit for consistently delivering high-quality work on time and within budget, with an emphasis on innovation and value alignment.
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$1,000+$25 - $49 / hr2 - 9
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Stardew Labs is a custom software development company. They provide Custom Software Development and Web Development and were founded in 2025. The company is located in Lucknow, India.
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$5,000+$100 - $149 / hr2 - 9Erfurt, Germany
Services provided
DH-Studio is a Content Marketing company founded in 2025. In Erfurt, Germany, the team focuses on Content Marketing and Pay Per Click.
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UndisclosedUndisclosed2 - 9
Services provided
Oyffa Technologies, a small software development company, is located in Noida, India. The team focuses on Custom Software Development and Web Development.
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$1,000+$25 - $49 / hr2 - 9Sarasota, FL
Services provided
AI4IT Services is a cloud consulting & SI company. Headquartered in Sarasota, Florida, their small team offers cloud consulting & SI and Cybersecurity. The firm was established in 2024.
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UndisclosedUndisclosed2 - 9Yerevan, Armenia
Services provided
Located in Yerevan, Armenia, Masi.am is a branding company. Their services include Branding and Web Design.
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$1,000+$50 - $99 / hr2 - 9
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The Brand Bullpen, a PR agency, was launched in 2023. The small team focuses on Public Relations and Content Marketing.
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$10,000+$25 - $49 / hr2 - 9
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WavesSoft is a cloud consulting & SI company. Their small team of employees is in Santa Cruz de la Sierra, Bolivia. Their team focuses on cloud consulting & SI and Custom Software Development.
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$5,000+$50 - $99 / hr2 - 9
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Teknozilla Industry Agency is an Istanbul, Türkiye-based UX company. The team specializes in UX/UI Design and Product Design.
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$1,000+$25 - $49 / hr2 - 9
Services provided
In Lahore, Pakistan, Devnitysol.com is a small social media marketing firm. The team focuses on Social Media Marketing and Web Design.
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Undisclosed< $25 / hr2 - 9
Services provided
Launched in 2025, DataRepo Private Limited is an IT strategy consulting company. The team specializes in IT strategy consulting and Custom Software Development.
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$5,000+$100 - $149 / hr2 - 9Kansas City, MO
Services provided
Reide & Miller, a business intelligence company, was launched in 2025. The company offers BI & big data consulting & SI and Custom Software Development, and is small.
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$1,000+$25 - $49 / hr2 - 9
Services provided
Founded in 2025, QCS IT SUPPORT is an IT strategy consulting company. Their services include IT strategy consulting and IT managed services.
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$1,000+$25 - $49 / hr2 - 9Gurugram, India
Services provided
Digilake Private Limited is a small cloud consulting & SI company launched in 2025. Their services include cloud consulting & SI and Custom Software Development.
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$1,000+$25 - $49 / hr2 - 9
Services provided
IQR TECH is a branding firm. The KILAKARAI, India-based company was established in 2022. Their team specializes in Branding and IT managed services.
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$5,000+$200 - $300 / hr2 - 9Hamburg, Germany
Services provided
Digital Caspian Labs, a Cybersecurity company, was established in 2025. They provides Cybersecurity and Custom Software Development.
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UndisclosedUndisclosed2 - 9
Services provided
In Marsden Park, Australia, Teykon is an UX company. Founded in 2025, the team focuses on UX/UI Design and Custom Software Development.
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$5,000+$100 - $149 / hr2 - 9Toronto, Canada
Services provided
OHM. Labs is a branding agency. The team offers Branding and Search Engine Optimization and is in Toronto, Canada.
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$1,000+$100 - $149 / hr2 - 9
Services provided
Zergware LLC, an IT strategy consulting company, is in Kent, Connecticut. Founded in 2025, the team focuses on IT strategy consulting and cloud consulting & SI.
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$1,000+$100 - $149 / hr2 - 9
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Van Lead Naar Klant, a Direct Marketing company, was established in 2024. The firm provides Direct Marketing and Marketing Strategy.
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UndisclosedUndisclosed2 - 9
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SaaS Development is a CRM consulting and SI company. They are based in New York City, Alabama and have small team. They provide CRM consulting and SI and Custom Software Development.
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Undisclosed$50 - $99 / hr2 - 9Coimbatore, India
Services provided
Pinnaccle Tribe is a branding firm. Their small team is headquartered in Coimbatore, India. Their services include Branding and Social Media Marketing.
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$1,000+$25 - $49 / hr2 - 9Sacramento, CA
Services provided
Founded in 2020, Bytezero Marketing Inc is a small social media marketing company. Their team specializes in Social Media Marketing and Search Engine Optimization.
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$10,000+$200 - $300 / hr2 - 9
Services provided
Small IT strategy consulting company Cloud Governance Solutions LLC, is located in Jacksonville, Florida. The team provides IT strategy consulting and cloud consulting & SI.
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$10,000+$50 - $99 / hr2 - 9
Services provided
IT-Maestro is an IT strategy consulting company. The team is located in Hamburg, Germany, and their services include IT strategy consulting and cloud consulting & SI.
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$1,000+$25 - $49 / hr2 - 9
Services provided
MagnovaLabs is a web design agency. Established in 2025, the agency is in Lucknow, India. Their services include Web Design and UX/UI Design.
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$1,000+$25 - $49 / hr2 - 9Kharar, India
Services provided
Classified IT service is a small SEO company headquartered in Kharar, India. Their services include Search Engine Optimization and UX/UI Design.
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Undisclosed< $25 / hr2 - 9
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Altrevo Tech Solution is a web design agency. The Bengaluru, India-based team focuses on Web Design and IT strategy consulting.
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$1,000+$25 - $49 / hr2 - 9
Services provided
Established in 2025, Celerity Services is a cloud consulting & SI company. The company focuses on cloud consulting & SI and Cybersecurity.
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$5,000+$25 - $49 / hr2 - 9
Services provided
Asyncdevco is an UX design agency established in 2019. The firm focuses on UX/UI Design and Custom Software Development.
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$25,000+$50 - $99 / hr2 - 9
Services provided
Axium, an app development firm, is headquartered in Tashkent, Uzbekistan. Their services include Mobile App Development and Web Development.
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$1,000+< $25 / hr2 - 9
Services provided
Adfluentics Digital is a social media marketing agency. The agency is headquartered in Indore, India. Their team specializes in Social Media Marketing and Search Engine Optimization.
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UndisclosedUndisclosed2 - 9
Services provided
Launched in 2022, Affix Solution is an artificial intelligence firm. The agency focuses on Artificial Intelligence and Call Center Services, and is small.
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$1,000+$25 - $49 / hr2 - 9
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Nauroz Corporation is a social media marketing company. Located in Lahore, Pakistan, their small team provides Social Media Marketing and Graphic Design. The agency was launched in 2019.
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$1,000+$25 - $49 / hr2 - 9
Services provided
Swana Techno IT Consulting Services Private limited is an IT strategy consulting company established in 2023. The small team specializes in IT strategy consulting and Cybersecurity.
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$1,000+$25 - $49 / hr2 - 9
Services provided
Argotz AB is a small CRM consulting and SI company. They specialize in CRM consulting and SI and Custom Software Development and were established in 2024.
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$1,000+$100 - $149 / hr2 - 9Seattle, WA
Services provided
AI Consulting company 3rd Interval is in Seattle, Washington. The team provides AI Consulting and Custom Software Development.
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$1,000+$50 - $99 / hr2 - 9
Services provided
Founded in 2025, Build With Theresa is a custom software development company. Located in Singapore, Singapore, the team specializes in Custom Software Development and Web Development.
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$5,000+$200 - $300 / hr2 - 9
Services provided
Revenanas, a CRM consulting and SI company, was established in 2024. The small team provides CRM consulting and SI and Custom Software Development.
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Undisclosed< $25 / hr2 - 9Faridabad, India
Services provided
MAYDIV INFOTECH is a small social media marketing firm. Launched in 2025, the team provides Social Media Marketing and Custom Software Development.
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List of the Best Artificial Intelligence Companies
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$25,000+< $25 / hr250 - 999Gurugram, India
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
50% AI Development50% Other -
$100,000+$100 - $149 / hr50 - 249Danvers, MA
Ability to deliver
39.6/40.020/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
80% AI Development20% 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
60% AI Development40% Other -
$1,000+$25 - $49 / hr50 - 249Ahmedabad, India
Ability to deliver
39.3/40.020/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
70% AI Development30% Other -
$10,000+$50 - $99 / hr50 - 249Gdańsk, Poland
Ability to deliver
39.3/40.019.6/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
80% AI Development20% Other -
$50,000+$50 - $99 / hr250 - 999Poznań, Poland
Ability to deliver
39.1/40.019.2/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
65% AI Development35% Other -
$5,000+$25 - $49 / hr10 - 49
Ability to deliver
39.1/40.019.6/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
60% AI Development40% Other -
$1,000+$25 - $49 / hr1,000 - 9,999London, England
Ability to deliver
39/40.019.6/20 Reviews9.6/10 Clients & Experience9.8/10 Market PresenceService focus
35% AI Development65% Other -
$75,000+$50 - $99 / hr50 - 249Marlborough, MA
Ability to deliver
38.9/40.020/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
60% AI Development40% Other -
$25,000+$25 - $49 / hr250 - 999White Plains, NY
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% 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
30% AI Development70% Other -
$75,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
38.5/40.018.6/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
70% AI Development30% Other -
$5,000+$50 - $99 / hr10 - 49San Diego, CA
Ability to deliver
38.5/40.019.6/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
70% AI Development30% Other -
$10,000+$50 - $99 / hr250 - 999Marlborough, MA
Ability to deliver
39.3/40.019.6/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other -
$50,000+$25 - $49 / hr50 - 249Kyiv, Ukraine
Ability to deliver
38.3/40.019.6/20 Reviews9.1/10 Clients & Experience9.6/10 Market PresenceService focus
50% AI Development50% Other -
$25,000+$25 - $49 / hr250 - 999Dallas, TX
Ability to deliver
38.2/40.019.8/20 Reviews10/10 Clients & Experience8.4/10 Market PresenceService focus
50% AI Development50% Other -
$50,000+$50 - $99 / hr250 - 999London, England
Ability to deliver
38.1/40.018.8/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
55% AI Development45% Other -
$10,000+$50 - $99 / hr50 - 249Toronto, Canada
Ability to deliver
39.1/40.019.6/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
45% AI Development55% Other -
$25,000+$25 - $49 / hr1,000 - 9,999Orlando, FL
Ability to deliver
40/40.020/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
20% AI Development80% Other -
$25,000+$50 - $99 / hr250 - 999Wrocław, Poland
Ability to deliver
37.9/40.018.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
80% AI Development20% Other -
$5,000+$25 - $49 / hr250 - 999Frisco, TX
Ability to deliver
37.9/40.018.4/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
50% AI Development50% Other -
$10,000+$50 - $99 / hr10 - 49Kyiv, Ukraine
Ability to deliver
37.8/40.018.2/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
60% AI Development40% Other -
$25,000+$25 - $49 / hr50 - 249Sarasota, FL
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% AI Development60% Other -
$50,000+$150 - $199 / hr50 - 249Montréal, Canada
Ability to deliver
39.7/40.020/20 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 - 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 -
$50,000+$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
39.6/40.019.8/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
40% AI Development60% 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 -
$10,000+$25 - $49 / hr250 - 999L'viv, Ukraine
Ability to deliver
37.6/40.018/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
40% AI Development60% Other
Latest Artificial Intelligence Articles
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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.