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 77 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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$10,000+$50 - $99 / hr2 - 9Katy, TX
Services provided
Airan is a small IT strategy consulting company launched in 2023. Their team focuses on IT strategy consulting and IT managed services.
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$10,000+$100 - $149 / hr2 - 9
Services provided
Cognito Technologies is an user experience design company. They are headquartered in Singapore, Singapore and Bilbao, Spain and have small team. They focus on UX/UI Design and Graphic 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 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.
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UndisclosedUndisclosed2 - 9
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Atom8 is a data analytics company. Founded in 2009, their team offers BI & big data consulting & SI and cloud consulting & SI.
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$1,000+$25 - $49 / hr2 - 9
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Established in 2025, NohaTek is a web design agency. The team specializes in Web Design and cloud consulting & SI.
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$1,000+$25 - $49 / hr2 - 9Dubai, United Arab Emirates
Services provided
Founded in 2024, Sensia Ventures Group is a social media marketing agency. The small team provides Social Media Marketing and Graphic Design.
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$5,000+$50 - $99 / hr2 - 9
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IT strategy consulting company ITRE Solutions was established in 2024. The small team provides IT strategy consulting and Custom Software Development.
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$1,000+$50 - $99 / hr2 - 9
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GrowingAI is a SEO company. The Laxmangarh, India-based agency was launched in 2024. Their services include Search Engine Optimization and Pay Per Click.
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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.
$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.
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$5,000+$100 - $149 / hr2 - 9Richmond, Canada
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SEO services firm IdeaSolved focuses on Search Engine Optimization and Custom Software Development. They are in Richmond, Canada.
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$1,000+< $25 / hr2 - 9
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Small SEO agency Top Rated Designer, is headquartered in Chittagong, Bangladesh. Their services include Search Engine Optimization and UX/UI Design.
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Featured
What are Featured Providers?
$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.
$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.
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Undisclosed< $25 / hr2 - 9
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Founded in 2024, Estrosoft is an IT strategy consulting company. The team specializes in IT strategy consulting and Custom Software Development and is located in Lahore, Pakistan.
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$10,000+$150 - $199 / hr2 - 9
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GRIDSEARCH, an IT strategy consulting company, was established in 2022. The company focuses on IT strategy consulting and CRM consulting and SI, and is small.
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Featured
What are Featured Providers?
$25,000+$50 - $99 / 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.
$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 - $49 / hr2 - 9
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Winks Web is an IT strategy consulting company. Established in 2020, their team offers IT strategy consulting and Cybersecurity.
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Undisclosed$50 - $99 / hr2 - 9
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Established in 2025, zeecomedia is a software development firm. The team specializes in Custom Software Development and Web Development and is in Ikeja, Nigeria.
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$1,000+$50 - $99 / hr2 - 9
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Modrn Agency, a Marketing Strategy company, is headquartered in Los Angeles, California. They provide Marketing Strategy and Digital Strategy and were launched in 2024.
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$5,000+$25 - $49 / hr2 - 9
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Netspire Limited is a small HongKong, Hong Kong-based Advertising company. Their services include Advertising and Search Engine Optimization.
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$5,000+$100 - $149 / hr2 - 9
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BRNDLB, a branding agency, was established in 2020. The team specializes in Branding and Digital Strategy and is based in Berlin, Germany and Hamburg, Germany.
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$10,000+$25 - $49 / hr2 - 9Łódź, Poland
Services provided
Programium, a custom software development firm, was founded in 2025. The agency focuses on Custom Software Development and Web Development.
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UndisclosedUndisclosed2 - 9
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LT-Development is a small Advertising company launched in 2024. Their services include Advertising and Web Design.
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$1,000+< $25 / hr2 - 9
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Established in 2020, Progressive Web Pty Ltd is a Digital Strategy company. Headquartered in Edenvale, South Africa, the team specializes in Digital Strategy and Web Design.
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Undisclosed< $25 / hr2 - 9
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Small SEO agency Creacove, is located in Lagos , Nigeria. Their services include Search Engine Optimization and Video Production.
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$1,000+$25 - $49 / hr2 - 9
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ZAZATEK AI SOFTWARE SOLUTIONS, a small UX design agency, is in Chennai, India and Bangalore, India. Their services include UX/UI Design and Web Development.
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$1,000+$25 - $49 / hr2 - 9
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Headquartered in srinagar, India, Claidsphere Solutions Private Limited is a SEO agency. The team focuses on Search Engine Optimization and IT managed services.
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$1,000+$25 - $49 / hr2 - 9
Services provided
ByteNest Labs, a web design agency, was launched in 2024. The small team specializes in Web Design and UX/UI Design.
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Undisclosed$25 - $49 / hr2 - 9Vancouver, WA
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Big data company Lambda AI Solutions was launched in 2025. The small team focuses on BI & big data consulting & SI and IT staff augmentation.
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$1,000+< $25 / hr2 - 9
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Vanguardev is a small website development firm founded in 2023. Their team specializes in Web Development and Custom Software Development.
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UndisclosedUndisclosed2 - 9
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Foxtown Marketing is a SEO company. They were founded in 2020 and offer Search Engine Optimization and AI Consulting.
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$5,000+$200 - $300 / hr2 - 9
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Columbus Business Consulting is an IT strategy consulting company located in Columbus, Ohio. They specialize in IT strategy consulting and Business Consulting.
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$1,000+$25 - $49 / hr2 - 9
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Flowbte is a software development firm. Launched in 2024, the firm provides Custom Software Development and Web Development.
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UndisclosedUndisclosed2 - 9Edinburgh, Scotland
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As is a SEO agency. The firm is located in Edinburgh, Scotland. Their team provides Search Engine Optimization and Web Design.
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$10,000+$50 - $99 / hr2 - 9
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Founded in 2017, Enablein is a cloud consulting & SI company. Headquartered in Rawalpindi, Pakistan, the team offers cloud consulting & SI and Custom Software Development.
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Undisclosed$25 - $49 / hr2 - 9Lalitpur, Nepal
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Founded in 2025, Ora Technologies is a small Lalitpur, Nepal-based SEO agency. Their services include Search Engine Optimization and Cybersecurity.
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$1,000+$100 - $149 / hr2 - 9
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Ellanaia is an Advertising company headquartered in Wiener Neustadt, Austria. Their services include Advertising and Direct Marketing.
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$1,000+< $25 / hr2 - 9
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Launched in 2025, Infografts is a small video production company. Their services include Video Production and Artificial Intelligence.
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$5,000+$50 - $99 / hr2 - 9
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Big data analytics company Bentech was launched in 2022. The agency offers BI & big data consulting & SI and Custom Software Development, and is small.
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$1,000+$150 - $199 / hr2 - 9
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Huddle Web Works is a SEO services firm. Launched in 2024, the company offers Search Engine Optimization and Web Design.
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$25,000+$50 - $99 / hr2 - 9
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Launched in 2016, ZIX DEV, a small web development firm, is based in Sfax, Tunisia. Their team offers Web Development and Mobile App Development.
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$1,000+< $25 / hr2 - 9
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Launched in 2024, TechEcho is a small UX design agency. Their team offers UX/UI Design and Custom Software Development.
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UndisclosedUndisclosed2 - 9
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Skeema is an artificial intelligence development company. Their small team of employees is in Dover, Delaware. Their team offers Artificial Intelligence and Application Management & Support.
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Undisclosed< $25 / hr2 - 9
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Console Log Pvt Ltd is a small custom software development company. They focus on Custom Software Development and Web Development and were established in 2024.
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$1,000+< $25 / hr2 - 9
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SoftSprouts, an app development firm, was launched in 2025. The company specializes in Mobile App Development and IT strategy consulting.
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Undisclosed$25 - $49 / hr2 - 9
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Orvion, a Product Design company, was launched in 2024. Located in Ahmedabad, India, the team provides Product Design and Web Development.
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$1,000+$100 - $149 / hr2 - 9Austin, TX
Services provided
CYJNA Analytics and Consulting, a cloud consulting & SI company, specializes in cloud consulting & SI and Cybersecurity. The agency is headquartered in Austin, Texas.
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$1,000+< $25 / hr2 - 9
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Komocs is a SEO agency. The Jaffna, Sri Lanka-based agency focuses on Search Engine Optimization and Custom Software Development.
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$1,000+$25 - $49 / hr2 - 9Vadodara, India
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Dotsoft Innovations Private Limited is an UX design agency. They are based in Vadodara, India and have small team. They offer UX/UI Design and Cybersecurity.
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$10,000+$150 - $199 / hr2 - 9London, England
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In London, England, Altidia Consulting is a small IT strategy consulting company. Their services include IT strategy consulting and cloud consulting & SI.
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$1,000+< $25 / hr2 - 9Ahmedabad, India
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Binex Solutions Private Limited is an IT staff augmentation company. They are located in Ahmedabad, India, and their services include IT staff augmentation and IT strategy consulting.
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$1,000+$50 - $99 / hr2 - 9
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Data analytics company SoftArk was established in 2024. The team specializes in BI & big data consulting & SI and Custom Software Development.
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$5,000+$25 - $49 / hr2 - 9
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Tinkerbyte Labs is a software development company. Their small team is in Lahore, Pakistan and focuses on Custom Software Development and Web Development. The company was launched in 2024.
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$1,000+< $25 / hr2 - 9
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INNOVATIVE FIGITAL PVT LTD, a small social media marketing firm, is headquartered in Vijayawada, India. Their services include Social Media Marketing and Search Engine Optimization.
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$1,000+$25 - $49 / hr2 - 9
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Small custom software development firm Quickipedia IT Innovations Pvt. Ltd., is headquartered in New Delhi, India. The team provides Custom Software Development and Web 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 -
$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 -
$1,000+$25 - $49 / hr1,000 - 9,999London, England
Ability to deliver
39.2/40.019.8/20 Reviews9.6/10 Clients & Experience9.8/10 Market PresenceService focus
35% AI Development65% 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 -
$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 -
$75,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
38.7/40.018.8/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
70% AI Development30% 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 -
$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 -
$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+$50 - $99 / 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 -
$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 -
$10,000+$50 - $99 / hr10 - 49Kyiv, Ukraine
Ability to deliver
38/40.018.4/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
60% AI Development40% 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 -
$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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Four years after its launch, ChatGPT is still the most popular AI assistant. A recent Clutch survey of 558 AI users found that 74% rely on it. The general...
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.