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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$1,000+$100 - $149 / hr10 - 49Atlanta, GA
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Unmutedco is a small web design company. Established in 2018, the team focuses on Web Design and IT strategy consulting.
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$1,000+$25 - $49 / hr10 - 49New Delhi, India
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WEBHEXAGON, a social media marketing agency, is headquartered in New Delhi, India and Hamburg, Germany. Their services include Social Media Marketing and Web Design.
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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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UndisclosedUndisclosed10 - 49
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Sankar Ideas Machinery is a Contract Manufacturing company established in 2015. The team focuses on Contract Manufacturing and Engineering and is based in Thirumudivakkam, India.
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UndisclosedUndisclosed10 - 49
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Established in 2023, Woodpeckerind is an IT strategy consulting company. The company provides IT strategy consulting and BI & big data consulting & SI.
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UndisclosedUndisclosed10 - 49San Francisco, CA
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Rivi is an user experience design agency founded in 2017. Their team provides UX/UI Design and Product Design.
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UndisclosedUndisclosed10 - 49hong kong, Hong Kong
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KY & Company is a Cybersecurity company. The team provides Cybersecurity and Web Development and is in hong kong, Hong Kong.
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$25,000+$25 - $49 / hr10 - 49
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North South Tech is an user experience company. Their team is headquartered in Kalispell, Montana and Baku, Azerbaijan and specializes in UX/UI Design and Web Development.
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Featured
What are Featured Providers?
$10,000+$150 - $199 / hr10 - 49Webster Groves, MOServices provided
See all 21 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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$10,000+$50 - $99 / hr10 - 49Wien, Austria
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Pixxel Solutions, a web design agency, is headquartered in Wien, Austria. Their services include Web Design and Custom Software Development.
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UndisclosedUndisclosed10 - 49
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Based in Zirakpur, India, AdvanceTech India is an IT strategy consulting company. Founded in 2005, the team specializes in 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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Undisclosed$25 - $49 / hr10 - 49Surat, India
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Founded in 2024, Pixcels Themes is a small website development company located in Surat, India. Their team specializes in Web Development and Mobile App Development.
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UndisclosedUndisclosed10 - 49London, England
Services provided
Market Research company Flare Data was established in 2023. The small team specializes in Market Research and BI & big data consulting & SI.
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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 / hr10 - 49Noida, India
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Based in Noida, India, Next Business Media is a small branding company. Their services include Branding and Search Engine Optimization.
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$1,000+< $25 / hr10 - 49
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Established in 2023, Hackerinthehouse (HITH Technologies PVT LTD) is a PR firm. The team provides Public Relations and Cybersecurity and is based in Hyderabad, India.
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$10,000+$150 - $199 / hr10 - 49Sydney, Australia
Services provided
Argenti, an IT strategy consulting company, was launched in 2010. They focuses on IT strategy consulting and BI & big data consulting & SI.
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$5,000+$100 - $149 / hr10 - 49Brodła, Poland
Services provided
EWOSOFT is an IT strategy consulting company. The company is located in Brodła, Poland and Kraków, Poland. Their team focuses on IT strategy consulting and CRM consulting and SI.
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$1,000+< $25 / hr10 - 49New York, NY
Services provided
Get Xpourse is a branding agency. They were launched in 2012, and their services include Branding and Content Marketing.
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$5,000+$100 - $149 / hr10 - 49București, Romania
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SEO agency Bindlex is located in București, Romania. Their services include Search Engine Optimization and Custom Software Development.
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Undisclosed$50 - $99 / hr10 - 49Topeka, KS
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Guru Solutions is a small Content Marketing company. Founded in 2004, the team specializes in Content Marketing and cloud consulting & SI.
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$5,000+$25 - $49 / hr10 - 49
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Established in 2023, Gyriz Systems is a branding company. The agency specializes in Branding and Cybersecurity, and is small.
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Undisclosed$25 - $49 / hr10 - 49lages, Brazil
Services provided
Advertising company Arconel was established in 2014. The company focuses on Advertising and Marketing Strategy.
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$5,000+$25 - $49 / hr10 - 49Dubai, United Arab Emirates
Services provided
Smart Chain Technology, a Blockchain company, is in Dubai, United Arab Emirates. They provide Blockchain and Custom Software Development.
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$1,000+$50 - $99 / hr10 - 49Buenos Aires, Argentina
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Think&Dev is a small Blockchain company launched in 2020. Their services include Blockchain and IoT development.
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$1,000+$25 - $49 / hr10 - 49Cagayan De Oro City, Philippines
Services provided
Web design company Webforest Digital Solutions LLC is in Austin, Texas and Cagayan De Oro City, Philippines. Their services include Web Design and Custom Software Development.
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$5,000+$25 - $49 / hr10 - 49Hyderabad, India
Services provided
Quanteon Solutions is a software development company. They are in Hyderabad, India. Their team focuses on Custom Software Development and Web Development.
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$1,000+$25 - $49 / hr10 - 49Lahore, Pakistan
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DevTech Fusion is an user experience design company. The small Lahore, Pakistan-based team specializes in UX/UI Design and Custom Software Development. The firm was launched in 2024.
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UndisclosedUndisclosed10 - 49
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Web design agency AiInfox is located in Sahibzada Ajit Singh Nagar, India. They provide Web Design and UX/UI Design.
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$1,000+< $25 / hr10 - 49
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VSN International Pvt. Ltd. Is an IT strategy consulting company launched in 2000. The team focuses on IT strategy consulting and cloud consulting & SI and is headquartered in Indore, India.
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$1,000+$50 - $99 / hr10 - 49
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Aeronox Solutions is a social media marketing company established in 2023. The agency focuses on Social Media Marketing and Search Engine Optimization.
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$5,000+$25 - $49 / hr10 - 49
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CRM consulting and SI company Datalinks is based in Brisbane, Australia. Their services include CRM consulting and SI and Cybersecurity.
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$5,000+$150 - $199 / hr10 - 49Maitland, FL
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Managed Services Group is an AI Consulting company launched in 2009. Their team provides AI Consulting and cloud consulting & SI.
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$100,000+Undisclosed10 - 49
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Web design company Avochoc was launched in 2015. Based in Gqeberha, South Africa, the team offers Web Design and UX/UI Design.
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UndisclosedUndisclosed10 - 49
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Kaliper - Data Analytics & AI Experts is a business intelligence company established in 2015. Their services include BI & big data consulting & SI and Market Research.
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UndisclosedUndisclosed10 - 49
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IT managed services company Expera Information Technology was launched in 1996. The team offers IT managed services and IT strategy consulting and is in Calgary, Canada and Toronto, Canada.
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$1,000+$25 - $49 / hr10 - 49Chennai, India
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GreatWorks Technologies is a big data company. The Chennai, India-based team offers BI & big data consulting & SI and Custom Software Development.
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$10,000+$25 - $49 / hr10 - 49Tiranë, Albania
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Fastech is a custom software development firm. The Tiranë, Albania-based firm offers Custom Software Development and Mobile App Development.
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UndisclosedUndisclosed10 - 49
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Headquartered in Quito, Ecuador, BIM Soluciones S.A is a small SEO company. The team specializes in Search Engine Optimization and Web Design.
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$1,000+< $25 / hr10 - 49Hyderabad, India
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Impaxive solutions is a small Hyderabad, India-based cloud consulting & SI company. Their services include cloud consulting & SI and Custom Software Development.
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$1,000+$25 - $49 / hr10 - 49
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Kajal Innovation And Technical Solution is a Product Design company. The Akola, India-based company was launched in 2015. Their team focuses on Product Design and Custom Software Development.
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$5,000+$25 - $49 / hr10 - 49
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SoftNursery LLC is a SEO agency. The team offers Search Engine Optimization and Web Design, and the agency is headquartered in Dhaka, Bangladesh.
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UndisclosedUndisclosed10 - 49کراچی, Pakistan
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Small AI Consulting company Pure Designers, is headquartered in کراچی, Pakistan. The team focuses on AI Consulting and AI Agents.
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$1,000+$50 - $99 / hr10 - 49Joinville, Brazil
Services provided
Based in Joinville, Brazil, Materialize is an IT strategy consulting company. They provide IT strategy consulting and cloud consulting & SI and were established in 2019.
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$1,000+< $25 / hr10 - 49Chennai, India
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Annular Technologies is an IT staff augmentation company founded in 2019. Their services include IT staff augmentation and Custom Software Development.
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$50,000+$100 - $149 / hr10 - 49Aschheim, Germany
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Launched in 2021, ARES Consulting GmbH is an IT strategy consulting company. The agency focuses on IT strategy consulting and cloud consulting & SI.
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$5,000+$200 - $300 / hr10 - 49
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SL Consultants is a Market Research company. They are based in New Delhi, India. Their team focuses on Market Research and Marketing Strategy.
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$10,000+$25 - $49 / hr10 - 49
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In Canby, Oregon, Innovation M Services is a Marketing Strategy company. Their services include Marketing Strategy and IT strategy consulting.
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$1,000+$150 - $199 / hr10 - 49
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3rdmill is an IT strategy consulting company. The agency is in Sydney, Australia and Melbourne, Australia. Their services include IT strategy consulting and Cybersecurity.
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$1,000+$25 - $49 / hr10 - 49
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Web69 Digital Marketing Agency London is a small branding firm located in New Delhi, India. Their services include Branding and Search Engine Optimization.
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UndisclosedUndisclosed10 - 49
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Custom software development company OP CBS - Software de Comercio Exterior was established in 1994. The agency specializes in Custom Software Development and Artificial Intelligence.
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$1,000+< $25 / hr10 - 49
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OrganicRankings.com is a SEO agency. They are in Apex, North Carolina and have small team of experts. Their services include Search Engine Optimization and Custom Software Development.
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$5,000+$150 - $199 / hr10 - 49
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Allix GmbH, an ERP consulting and SI company, was established in 2009. The small team specializes in ERP consulting and SI 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
75% AI Development25% 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
50% AI Development50% 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.