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 / hr1,000 - 9,999Warszawa, PolandServices provided
See all 72 projectsInnowise is a versatile technology solutions provider offering services such as custom database creation, data management, software development, and DevOps support. The company is consistently praised for its project management, timely delivery, and ability to integrate smoothly into client teams. Approximately 90% of reviewers commend Innowise's technical expertise and responsiveness, while some suggest improvements in documentation and visual detail handling. Overall, Innowise is recognized for delivering high-quality outcomes with a commitment to client satisfaction.
$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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$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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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+$25 - $49 / hr50 - 249Sahibzada Ajit Singh Nagar, IndiaServices provided
See all 130 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.
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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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$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
Services provided
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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Featured
What are Featured Providers?
$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.
$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 51 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 - $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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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+$25 - $49 / 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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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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Featured
What are Featured Providers?
$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.
$10,000+$25 - $49 / hr50 - 249Warszawa, PolandServices provided
See all 50 projectsSolveIt is a software development company offering a range of services, including mobile app development, web design, AI integration, and cloud-based solutions. Across multiple reviews, SolveIt consistently receives positive feedback for their technical expertise, proactive communication, and ability to deliver projects on time, with over 90% of clients expressing satisfaction with their work quality and responsiveness. Clients frequently highlight their adaptability and commitment to project success.
$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 / 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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UndisclosedUndisclosed10 - 49
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Layots Technologies Private Limited, an IT strategy consulting company, is in Chennai, India. They provide IT strategy consulting and cloud consulting & SI and were established in 2019.
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$1,000+$25 - $49 / hr10 - 49
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Branding agency Born Creative was founded in 2015. The agency specializes in Branding and Social Media Marketing, and is small.
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$1,000+$50 - $99 / hr10 - 49Rīga, Latvia
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Established in 2008, Lailio Solutions SIA is an IT strategy consulting company. The small team specializes in IT strategy consulting and CRM consulting and SI.
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UndisclosedUndisclosed10 - 49
Services provided
Prescient is a Fairfax, Virginia-based IT strategy consulting company. They specialize in IT strategy consulting and Cybersecurity and were launched in 2003.
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$5,000+$50 - $99 / hr10 - 49Frankfort, IL
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Software development firm Nexacore Digital is in Frankfort, Illinois. They provide Custom Software Development and Web Development.
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$1,000+$25 - $49 / hr10 - 49
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Verifast AI is an AI Agents company. The team focuses on AI Agents and Generative AI and is headquartered in Bengaluru, India.
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$5,000+$25 - $49 / hr10 - 49
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Digitize Info System, a social media marketing agency, is headquartered in Rajkot, India. They specialize in Social Media Marketing and Search Engine Optimization.
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$1,000+$25 - $49 / hr10 - 49
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Webseowiz is a custom software development firm. Launched in 2018, the team offers Custom Software Development and Web Development.
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$5,000+$25 - $49 / hr10 - 49Thiruvananthapuram, India
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Business intelligence company Reizend Private Limited specializes in BI & big data consulting & SI and cloud consulting & SI. They were launched in 2020.
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$5,000+$25 - $49 / hr10 - 49
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Silicon Valley IT Solutions is an IT strategy consulting company. Established in 2023, the team provides IT strategy consulting and Cybersecurity. The agency is headquartered in Sunnyvale,
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$5,000+< $25 / hr10 - 49
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Software development company AgileSoftLabs is headquartered in Puducherry, India. They provide Custom Software Development and Web Development and were established in 2013.
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$5,000+$50 - $99 / hr10 - 49
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Digidea is a custom software development firm. The small istanbul, Türkiye-based team focuses on Custom Software Development and Web Development. The agency was founded in 2014.
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UndisclosedUndisclosed10 - 49
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True North Marketing is a software development company in Dubai, United Arab Emirates. They provide Custom Software Development and Web Development and were launched in 2022.
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$25,000+$50 - $99 / hr10 - 49La Roquette-sur-Siagne, France
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Smartaly, an IoT development company, was founded in 2019. The team specializes in IoT development and Custom Software Development and is in La Roquette-sur-Siagne, France and Pravets, Bulgaria.
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$10,000+$50 - $99 / hr10 - 49
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CBOS (PTY) LTD is an IT strategy consulting company. The Cape Town, South Africa-based company was established in 2014. Their team focuses on IT strategy consulting and cloud consulting & SI.
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$1,000+$50 - $99 / hr10 - 49
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Land of Web SRL is a SEO agency. Their team is headquartered in Iași, Romania. The firm offers Search Engine Optimization and Web Development.
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$5,000+$150 - $199 / hr10 - 49
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ISales Solutions is a CRM consulting and SI company. The small Towson, Maryland-based team offers CRM consulting and SI and Business Consulting. The company was founded in 2018.
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$5,000+$150 - $199 / hr10 - 49Washington, MO
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NOC Technology is a cloud consulting & SI company launched in 2009. The firm specializes in cloud consulting & SI and Cybersecurity.
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Undisclosed$50 - $99 / hr10 - 49
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Camsol Services GmbH is an user experience agency established in 2022. The small team provides UX/UI Design and Cybersecurity.
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$100,000+< $25 / hr10 - 49
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OnSpot is an AI development company launched in 2021. Their services include Artificial Intelligence and Call Center Services.
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$5,000+$100 - $149 / hr10 - 49
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Hitech Advisors is an IT strategy consulting company. The small Kirkland, Washington-based team focuses on IT strategy consulting and Cybersecurity. The company was founded in 2012.
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$5,000+$25 - $49 / hr10 - 49Gurugram, India
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NetNXT, a cloud consulting & SI company, is located in Gurugram, India. They provide cloud consulting & SI and Cybersecurity.
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$5,000+$25 - $49 / hr10 - 49Chennai, India
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Techietet is a cloud consulting & SI company. Launched in 2020, the team offers cloud consulting & SI and Web Development.
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$1,000+$25 - $49 / hr10 - 49
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Custom software development firm Vijay Software was launched in 2008. The team specializes in Custom Software Development and Mobile App Development.
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$1,000+$25 - $49 / hr10 - 49
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Techsalo, a software development company, was launched in 2016. Headquartered in Gurugram, India, the team offers Custom Software Development and Web Development.
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$25,000+$100 - $149 / hr10 - 49Neuss, Germany
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Dart Digital is a web design company. The Neuss, Germany-based company was founded in 2021. Their services include Web Design and UX/UI Design.
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UndisclosedUndisclosed10 - 49Lewes, DE
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AI Agents company NOORAI LLC is based in Lewes, Delaware. Established in 2024, the team focuses on AI Agents and Generative AI.
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$1,000+< $25 / hr10 - 49
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Headquartered in Jaipur, India, Dousoft It Solution Pvt. Ltd. Is a small ERP consulting and SI company. The team specializes in ERP consulting and SI and Web Development.
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$1,000+< $25 / hr10 - 49
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CodevirusSecurity is a small Cybersecurity company launched in 2019. Their services include Cybersecurity and IT strategy consulting.
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$1,000+Undisclosed10 - 49Rajkot, India
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Established in 2010, Empieretech is a small Rajkot, India-based AI Agents company. Their services include AI Agents and Artificial Intelligence.
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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 -
$5,000+$25 - $49 / hr10 - 49
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 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 -
$75,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
39.3/40.019.4/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
70% AI Development30% 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 -
$10,000+$25 - $49 / hr250 - 999Reston, VA
Ability to deliver
38.9/40.019.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
60% AI Development40% 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+$100 - $149 / hr50 - 249Montréal, Canada
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
45% AI Development55% Other -
$5,000+$25 - $49 / hr50 - 249Miami, FL
Ability to deliver
38.7/40.019/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
50% AI Development50% 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+$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 -
$50,000+$50 - $99 / hr250 - 999London, England
Ability to deliver
38.5/40.019.2/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
45% AI Development55% 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
60% AI Development40% Other -
$10,000+$50 - $99 / hr10 - 49Kyiv, Ukraine
Ability to deliver
38.4/40.018.8/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
60% AI Development40% Other -
$5,000+$50 - $99 / hr10 - 49San Diego, CA
Ability to deliver
38.3/40.019.4/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
70% AI Development30% Other -
$10,000+$50 - $99 / hr250 - 999Marlborough, MA
Ability to deliver
39.1/40.019.4/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other -
$25,000+$50 - $99 / hr250 - 999Jaipur, India
Ability to deliver
39/40.019.2/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
30% AI Development70% 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 -
$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 -
$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 -
$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 -
$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
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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.