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 versatile software development company specializing in mobile and web app development, as well as custom software solutions. The company receives overwhelmingly positive feedback, with approximately 100% of clients highlighting their strong communication, technical expertise, and professionalism. Clients appreciate their ability to deliver projects on time and within budget, consistently exceeding expectations in aligning with company values and offering a personalized, responsive service.
$10,000+$50 - $99 / hr250 - 999Greenville, SCServices provided
See all 79 projectsDesignli is a UX/UI design and app development company specializing in creating interactive prototypes and technical roadmaps. With a strong emphasis on project management and responsiveness, 100% of the reviewers noted their ability to deliver high-quality, user-friendly designs on time. Clients also commend Designli's proactive approach and expertise in guiding project development through effective communication and stakeholder collaboration.
$75,000+$100 - $149 / hr50 - 249New York, NYServices provided
See all 69 projectsBlueLabel is a versatile design and technology company specializing in AI and mobile app development, offering services such as workflow automation, mobile solution design, and AI integration. They receive high praise across multiple reviews for their strong project management, timely delivery, and exceptional customer service. Approximately 90% of reviews highlight their excellent culture fit and alignment with company values, while over 80% commend their innovative and strategic approach.
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Undisclosed< $25 / hr2 - 9
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Kodify is a software development company. They are located in New Delhi, India and have small team. They specialize in Custom Software Development and Web Development.
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$1,000+$25 - $49 / hr2 - 9Bornato, Italy
Services provided
Praxis Futura is a web design company. The team offers Web Design and Custom Software Development, and the agency is located in Bornato, Italy.
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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 software development company specializing in mobile app development, data engineering, and product design. Across their reviews, 100% of clients commend their timely delivery, responsiveness, and high-quality output. Their ability to adapt and integrate seamlessly with client teams is frequently highlighted, with 100% of reviewers noting exceptional professionalism and commitment to client success.
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$1,000+$25 - $49 / hr2 - 9
Services provided
Innotech space, a SEO company, is located in ghaziabad, India. They focus on Search Engine Optimization and cloud consulting & SI and were established in 2025.
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$1,000+$50 - $99 / hr2 - 9
Services provided
Archtelion is a CRM consulting and SI company. Established in 2023, the agency is based in İstanbul, Türkiye. Their team provides CRM consulting and SI and Custom Software Development.
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$1,000+$25 - $49 / hr2 - 9
Services provided
Systemify Automation, a small Robotics Process Automation company, is headquartered in Sheridan, Wyoming. Their services include Robotics Process Automation and AI Agents.
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$1,000+$25 - $49 / hr2 - 9
Services provided
Xmagico Solutions is a software development firm launched in 2024. In Chennai, India, the team provides Custom Software Development and Web Development.
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$1,000+Undisclosed2 - 9
Services provided
Praxis Effect, a software development company, was founded in 2025. The team offers Custom Software Development and Microservices Architecture Services.
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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 provider specializing in custom software development, Agile implementation, and project management tools such as Jira. They consistently receive commendations for their exceptional project execution, expertise, and client engagement, with 100% of reviewers expressing satisfaction and no suggested improvements. Reviewers highlight their ability to deliver timely, high-quality solutions tailored to client needs.
$1,000+$25 - $49 / hr50 - 249Dubai, United Arab EmiratesServices provided
See all 28 projectsPhaedra Solutions is a development company that specializes in web and mobile app development, UI/UX design, and AI integrations. Reviews indicate a strong reputation for professionalism, timely delivery, and responsive communication, with 100% system uptime and successful project outcomes like increased user retention and reduced bugs. Approximately 80% of clients highlight their project management and communication skills as impressive, while some suggest minor improvements in project management and technical details.
$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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$1,000+< $25 / hr2 - 9
Services provided
InGrowwth Innovations is an ERP consulting and SI company. The team provides ERP consulting and SI and Cybersecurity, and the company is in Ahmedabad, India.
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Undisclosed$25 - $49 / hr2 - 9
Services provided
Custom software development company Tech Mag Solutions was founded in 2019. The small team specializes in Custom Software Development and Web Development.
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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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User experience design agency 10Silicon is in Lahore, Pakistan. They focus on UX/UI Design and Product Design.
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$1,000+$300+ / hr2 - 9
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Ventaro AI, a Digital Strategy company, was established in 2025. Headquartered in Balwyn, Australia, the team specializes in Digital Strategy and Social Media Marketing.
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Featured
What are Featured Providers?
$10,000+$25 - $49 / hr50 - 249Sahibzada Ajit Singh Nagar, IndiaServices provided
See all 131 projectsTrigma is a versatile technology firm specializing in AI-driven solutions, software development, and platform integration. Across the reviews, clients consistently praise Trigma's technical expertise, timely project delivery, and responsive support. Approximately 90% of the reviews highlight their effective project management and technical knowledge, while no significant areas for improvement are mentioned, indicating a high level of client satisfaction.
$25,000+$50 - $99 / hr50 - 249Fornebu, NorwayServices provided
See all 15 projectsLANARS is a comprehensive technology solutions provider specializing in mobile and web app development, cloud services, and integration of advanced technologies such as AI and IoT. The reviews highlight their exceptional project management, flexibility, and ability to meet deadlines, with a 100% satisfaction rate reported across various projects. Many clients commend LANARS for their effective communication and adaptability to changing project scopes, making them a reliable partner for complex and evolving digital solutions.
$25,000+$25 - $49 / hr50 - 249L'viv, UkraineServices provided
See all 54 projectsLeobit is a software development company specializing in custom software solutions, mobile app development, and web modernization. Across various projects, clients consistently praise Leobit for their technical expertise, proactive communication, and timely delivery. With a focus on aligning with client budgets and values, approximately 90% of reviews emphasize their strong project management and ability to exceed expectations.
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$1,000+< $25 / hr2 - 9
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WebMarkaz is a custom software development company. They are in Islamabad, Pakistan, and their services include Custom Software Development and Web Development.
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$10,000+$50 - $99 / hr2 - 9
Services provided
Cleria Studio, an IT strategy consulting company, is located in Barcelona, Spain. They provide IT strategy consulting and cloud consulting & SI.
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$10,000+$100 - $149 / hr2 - 9Bratislava-Staré Mesto, Slovakia
Services provided
AI Agents company R[AI]SING SUN is in Bratislava-Staré Mesto, Slovakia. The team offers AI Agents and Custom Software Development.
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Undisclosed< $25 / hr2 - 9
Services provided
CRM Support Online is an Email Marketing company launched in 2023. The team provides Email Marketing and CRM consulting and SI and is in Seattle, Washington.
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$10,000+$150 - $199 / hr2 - 9
Services provided
Located in Richmond, Texas, Uberino LLC is a cloud consulting & SI company. They offer cloud consulting & SI and Web Development and were established in 2018.
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$1,000+$25 - $49 / hr2 - 9Silver Spring, MD
Services provided
KLabs is a cloud consulting & SI company. The Silver Spring, Maryland-based firm was launched in 2025. Their team offers cloud consulting & SI and Custom Software Development.
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$1,000+$25 - $49 / hr2 - 9Lahore, Pakistan
Services provided
DevNauts, a web development firm, was established in 2025. The team provides Web Development and Mobile App Development.
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$1,000+$50 - $99 / hr2 - 9
Services provided
In Cork, Ireland, Ancoox LTD is a website development firm. Their services include Web Development and Mobile App Development.
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$5,000+$25 - $49 / hr2 - 9
Services provided
Located in karachi, Pakistan, Remote Augment is an IT staff augmentation company. Their services include IT staff augmentation and Custom Software Development.
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$5,000+$200 - $300 / hr2 - 9
Services provided
LOVALTO, a CRM consulting and SI company, is located in Sunbury, Ohio. They provide CRM consulting and SI and cloud consulting & SI.
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UndisclosedUndisclosed2 - 9
Services provided
Social media marketing firm Scale Value was established in 2025. The team focuses on Social Media Marketing and IT strategy consulting and is in Jaipur, India.
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$10,000+$25 - $49 / hr2 - 9
Services provided
MSET is a custom software development company. Located in Mostar, Bosnia and Herzegovina, the team specializes in Custom Software Development and IT staff augmentation.
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$1,000+$50 - $99 / hr2 - 9
Services provided
Established in 2024, AKCA YAZILIM VE TEKNOLOJİ ANONİM ŞİRKETİ is a Cybersecurity company. The team provides Cybersecurity and Custom Software Development.
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$50,000+$200 - $300 / hr2 - 9Singapore, Singapore
Services provided
LXXXIV is a cloud consulting & SI company. The team is located in Singapore, Singapore, and their services include cloud consulting & SI and Cybersecurity.
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$1,000+Undisclosed2 - 9Los Olivos, Peru
Services provided
Branding firm Futuraria was launched in 2025. The agency offers Branding and IT strategy consulting.
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$5,000+$300+ / hr2 - 9
Services provided
AiSyncSo - AI Studio, a small user experience design company, is in Beirut, Lebanon. The team focuses on UX/UI Design and Product Design.
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$1,000+$25 - $49 / hr2 - 9Setif, Algeria
Services provided
Intellectsoft technologies, a Digital Strategy company, offer Digital Strategy and Custom Software Development. They were launched in 2024.
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$5,000+$50 - $99 / hr2 - 9Ahmedabad, India
Services provided
In Ahmedabad, India, Avior Solutions LLP is a small CRM consulting and SI company. Their services include CRM consulting and SI and Custom Software Development.
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$1,000+$25 - $49 / hr2 - 9
Services provided
Sapphire Consulting Corporation is a small SEO company established in 2018. Their services include Search Engine Optimization and ERP consulting and SI.
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Undisclosed$50 - $99 / hr2 - 9
Services provided
Nyro Dynamics is an IT managed services company. The agency is based in Coquitlam, Canada. Their services include IT managed services and cloud consulting & SI.
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Undisclosed$25 - $49 / hr2 - 9Norfolk, VA
Services provided
Business Scale Pros is an Email Marketing company. They are headquartered in Norfolk, Virginia, and their services include Email Marketing and Search Engine Optimization.
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$1,000+$25 - $49 / hr2 - 9
Services provided
IntegralX is an IT strategy consulting company founded in 2023. The company specializes in IT strategy consulting and Custom Software Development, and is small.
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$5,000+$25 - $49 / hr2 - 9Edmonton, Canada
Services provided
Small Digital Strategy company Boring Tech Solutions, is based in Edmonton, Canada. The team focuses on Digital Strategy and Web Design.
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$1,000+$25 - $49 / hr2 - 9
Services provided
Based in Ahmedabad, India, Kalp Technocrats is a small cloud consulting & SI company. The team provides cloud consulting & SI and Cybersecurity.
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$5,000+$50 - $99 / hr2 - 9Cape Town, South Africa
Services provided
Houten Digital is a software development firm. The Cape Town, South Africa-based company was established in 2025. Their services include Custom Software Development and Web Development.
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Undisclosed$25 - $49 / hr2 - 9
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Market Research company DIMENSIONAL ANALYTICS is based in Cuttack, India. The team offers Market Research and BI & big data consulting & SI.
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Undisclosed< $25 / hr2 - 9
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Growg Web Services is a web design agency. Established in 2023, the team specializes in Web Design and Custom Software Development.
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Undisclosed< $25 / hr2 - 9
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WebX Labs is a custom software development firm established in 2023. The small team focuses on Custom Software Development and Web Development.
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$1,000+< $25 / hr2 - 9Pune, India
Services provided
Cloud consulting & SI company Netloir Technologies provides cloud consulting & SI and Custom Software Development. They were established in 2025.
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$1,000+Undisclosed2 - 9Cambridge, MA
Services provided
Founded in 2025, Cognixlab is a Digital Strategy company. The team provides Digital Strategy and Search Engine Optimization.
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Undisclosed< $25 / hr2 - 9Sheridan, WY
Services provided
Ityanta Technology and Solutions is a cloud consulting & SI company. They are in Gandhinagar, India and Sheridan, Wyoming, and their services include cloud consulting & SI and Web Development.
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$1,000+$200 - $300 / hr2 - 9Gambrills, MD
Services provided
TaskScout Solutions is a small custom software development company launched in 2025. Their services include Custom Software Development and Web Development.
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$5,000+Undisclosed2 - 9
Services provided
Aenric Technologies is a custom software development firm. Based in Albuquerque, New Mexico, their team focuses on Custom Software Development and Web Development.
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$1,000+$200 - $300 / hr2 - 9Clifton, NJ
Services provided
LogicLoom Systems is an AI Agents company. Based in Clifton, New Jersey, their small team specializes in AI Agents and AI Consulting. The agency was established in 2025.
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Undisclosed< $25 / hr2 - 9
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Roots Digit is a small web design company in Vadodara, India. Their services include Web Design and Custom Software Development.
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$1,000+$25 - $49 / hr2 - 9
Services provided
ERP consulting and SI company RAHM Technologies is headquartered in Oakbrook Terrace, Illinois. They focus on ERP consulting and SI and IT managed services and were established in 2025.
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UndisclosedUndisclosed2 - 9
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Launched in 2021, Advanced Humanoids is a small IT strategy consulting company. Their services include IT strategy consulting and Custom Software Development.
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$1,000+$50 - $99 / hr2 - 9
Services provided
Design95 is a web design agency located in Brownstown, Michigan. Their services include Web Design and Graphic Design.
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$1,000+$25 - $49 / hr2 - 9
Services provided
Launched in 2021, Digital Growth Hive is a social media marketing company. The company specializes in Social Media Marketing and Conversion Optimization.
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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 -
$50,000+$25 - $49 / hr50 - 249Kyiv, Ukraine
Ability to deliver
38.7/40.020/20 Reviews9.1/10 Clients & Experience9.6/10 Market PresenceService focus
50% AI Development50% Other -
$10,000+$50 - $99 / hr250 - 999Marlborough, MA
Ability to deliver
39.5/40.019.8/20 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 -
$25,000+$25 - $49 / hr250 - 999Dallas, TX
Ability to deliver
38.4/40.020/20 Reviews10/10 Clients & Experience8.4/10 Market PresenceService focus
50% AI Development50% Other -
$5,000+$25 - $49 / hr50 - 249Miami, FL
Ability to deliver
38.3/40.018.6/20 Reviews10/10 Clients & Experience9.7/10 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
60% AI Development40% 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 -
$100,000+$50 - $99 / hr250 - 999Cluj-Napoca, Romania
Ability to deliver
37.8/40.018.2/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
65% AI Development35% 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 -
$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 -
$25,000+$50 - $99 / hr250 - 999Jaipur, India
Ability to deliver
38.6/40.018.8/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
30% AI Development70% Other -
$10,000+$25 - $49 / hr50 - 249San Ramon, CA
Ability to deliver
37.6/40.017.8/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
60% AI Development40% Other
Latest Artificial Intelligence Articles
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Adding AI is only the start. This guide breaks down the real challenges teams face after launch with data quality, integration, monitoring, and maintaining...
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.