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 88 projectsSimform is a versatile software development company specializing in mobile app development, web application enhancements, and software modernization. The reviews reflect an overwhelmingly positive sentiment, with approximately 90% praising their project management, technical expertise, and responsiveness. Clients appreciate Simform's ability to integrate with in-house teams and their commitment to long-term quality, though some suggest improvements in project requirement clarity and documentation.
$50,000+$100 - $149 / hr10 - 49Vancouver, CanadaServices provided
See all 7 projectsWizard Labs is a technology consultancy specializing in AI and machine learning solutions. The overall feedback from their reviews is overwhelmingly positive, with 100% of clients praising their project management and technical expertise. Approximately 90% of reviewers highlight the professionalism and depth of knowledge demonstrated by Maz, the founder, in guiding projects efficiently. Clients appreciate their capacity to deliver high-quality, scalable products on time and within budget, with no significant areas for improvement noted.
$50,000+$150 - $199 / hr250 - 999Los Angeles, CAServices provided
See all 91 projectsGoji Labs is a versatile software development company specializing in mobile and web applications, known for its strategic approach and strong project management. Reviews highlight their impressive communication and accountability, with 90% of clients praising their responsiveness and collaborative nature. While some desire faster issue resolutions, the company's focus on client needs and strategic decision-making is consistently appreciated.
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$10,000+Undisclosed2 - 9
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Founded in 2023, Sapphire3 LLC, a small IT strategy consulting company, is headquartered in Cary, North Carolina. Their services include IT strategy consulting and cloud consulting & SI.
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$1,000+$25 - $49 / hr2 - 9Karachi, Pakistan
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Contive AI, a web design agency, is headquartered in Karachi, Pakistan and Karachi, Pakistan. They provide Web Design and UX/UI Design and were founded in 2023.
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Featured
What are Featured Providers?
$75,000+$100 - $149 / hr50 - 249New York, NYServices provided
See all 71 projectsBlueLabel is a versatile technology consultancy known for its expertise in AI development, app design, and workflow automation. Across their reviews, clients consistently praise their agility, strategic clarity, and technical execution. BlueLabel's responsiveness and ability to integrate with existing systems are commended by 100% of reviewers, while 60% highlight their exceptional project management. Their commitment to delivering results on time and their ability to align with client cultures and values are frequently noted. Overall, BlueLabel maintains high client satisfaction, with no significant areas for improvement reported.
$10,000+$25 - $49 / hr50 - 249San Francisco, CAServices provided
See all 27 projectsAzumo is a technology company specializing in custom software development and IT solutions, including web-based applications, AI implementations, and cloud migrations. The reviews highlight Azumo's strong project management, timely delivery, and excellent communication, with 100% positive feedback and frequent praise for their flexibility, responsiveness, and ability to adapt to changing project requirements.
$10,000+$25 - $49 / hr50 - 249Dubai, United Arab EmiratesServices provided
See all 28 projectsPhaedra Solutions, a software development firm, is highly regarded for delivering end-to-end web and mobile app solutions, UI/UX design, and AI integrations. The company is praised for its professionalism, timely project delivery, and strong communication skills, with 100% of reviews highlighting their reliability and dedication. Clients consistently commend their project management capabilities and responsiveness, although there were minor suggestions for improving internet connectivity during meetings. Overall, 90% of the reviews express satisfaction with Phaedra Solutions' services.
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UndisclosedUndisclosed2 - 9
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Founded in 2024, Unihox is a graphic design company. The firm offers Graphic Design and Web Development, and is small.
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$5,000+$25 - $49 / hr2 - 9
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AppProfis - App Entwicklung Agentur Oldenburg is a mobile app development company in Oldenburg, Germany. They offer Mobile App Development and Mobile & App Marketing.
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$1,000+$25 - $49 / hr2 - 9
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Rvnw. Agency is a web design agency. The company is located in Zadar, Croatia and Rijeka, Croatia. Their team offers Web Design and UX/UI Design.
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$5,000+$25 - $49 / hr2 - 9
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Flexipy, a software development firm, provide Custom Software Development and Web Development. They were founded in 2024.
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Undisclosed$25 - $49 / hr2 - 9Jabalpur, India
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Codephine, an user experience agency, was launched in 2023. The small team focuses on UX/UI Design and cloud consulting & SI.
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Featured
What are Featured Providers?
$10,000+$50 - $99 / hr250 - 999Austin, TXServices provided
See all 62 projectsQubika is a versatile software development and data consultancy company, excelling in mobile app development, data engineering, and AI integration. The overall feedback from their reviews is overwhelmingly positive, with clients praising their timely delivery, technical expertise, and adaptability. Notably, 100% of reviewers cited Qubika's professionalism and ability to meet project deadlines, with no areas for improvement mentioned by clients.
$10,000+$150 - $199 / hr10 - 49Webster Groves, MOServices provided
See all 23 projectsSketch Development is a versatile software development company providing comprehensive services such as UX/UI design, Agile coaching, and custom software solutions across various sectors. Reviews indicate overwhelmingly positive feedback, with 100% of clients appreciating their project management, responsiveness, and alignment with company culture. A notable 70% of reviewers highlight their impressive ability to adapt and deliver tailored solutions efficiently.
$10,000+$25 - $49 / hr250 - 999Rzeszów, PolandServices provided
See all 45 projectsEdvantis is a versatile software development company providing services in custom software development, e-commerce optimization, mobile app development, and data security content development. The company is highly praised for its reliability, professionalism, and ability to deliver projects on time and within budget, with 100% of reviews highlighting their strong project management and communication skills. Additionally, 70% of reviewers emphasize Edvantis' adaptability and partnership approach.
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UndisclosedUndisclosed2 - 9
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Zap Integrate is a small e-commerce development firm. Launched in 2024, the team specializes in E-Commerce Development and CRM consulting and SI.
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$5,000+Undisclosed2 - 9Mumbai, India
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Based in Mumbai, India, YRD Technologies Pvt. Ltd. Is a small Cybersecurity company. Their services include Cybersecurity and Business Consulting.
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Featured
What are Featured Providers?
$10,000+$50 - $99 / hr50 - 249London, EnglandServices provided
See all 23 projectsOld.St Labs is a software development company praised for their expertise in creating bespoke platforms and applications. With a 100% positive feedback rate across reviews, clients consistently commend their professionalism, timely delivery, and strong communication skills. Their adaptability and ability to form strong client relationships are frequently highlighted, making them a reliable partner for diverse project needs.
$10,000+$50 - $99 / hr50 - 249Rīga, LatviaServices provided
See all 35 projectsSnotor is a versatile development company specializing in software and mobile app development, AI solutions, and technical audits. Their reviews on Clutch.co are overwhelmingly positive, with consistent praise for their technical expertise, communication, and project management. Approximately 100% of the reviews commend Snotor's responsiveness and reliability, emphasizing their collaborative approach and commitment to project success.
$10,000+$25 - $49 / hr50 - 249Lucknow, IndiaServices provided
See all 40 projectsKraftors AI & R is a versatile technology company specializing in AI solutions, app development, and digital platform modernization. Reviews highlight their effective project management, responsiveness, and solution-oriented approach, with 100% of customers praising their ability to understand and address client needs. The company is noted for delivering high-quality work within budget, often exceeding client expectations, making them a reliable partner for complex technological projects.
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UndisclosedUndisclosed2 - 9
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Sanga Tech Solutions is a SEO agency. They are located in Nairobi, Kenya. Their team offers Search Engine Optimization and Web Development.
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$10,000+$200 - $300 / hr2 - 9Odessa, FL
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In Odessa, Florida, ZeroNova UX Consulting is a small web design agency. The team specializes in Web Design and UX/UI Design.
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Featured
What are Featured Providers?
$25,000+$50 - $99 / hr50 - 249Fornebu, NorwayServices provided
See all 15 projectsLANARS is a versatile technology solutions company specializing in mobile app development, software development, and web services. The overall feedback from their clients on Clutch.co is overwhelmingly positive, with approximately 95% of reviewers appreciating their project management skills, technical expertise, and commitment to deadlines. Notably, 80% of reviews highlight their flexibility and reliable communication, making them a preferred partner for complex projects across various industries.
$25,000+$25 - $49 / hr50 - 249L'viv, UkraineServices provided
See all 63 projectsLeobit is a software development company offering services in custom software development, AI solutions, and IT consultancy. Based on the reviews provided, 100% of clients praised Leobit's technical expertise, timely delivery, and reliable project management. Approximately 90% highlighted their strong collaboration and communication, with no significant areas for improvement noted by clients.
$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 applications, AI integration, and UX/UI design. Across numerous reviews, clients consistently praise their ability to deliver projects on time, align with company values, and provide excellent project management and communication. Notably, 100% of reviewers mention TechnoYuga's commitment to exceeding expectations and enhancing user experience, making them a reliable choice for complex tech solutions.
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$1,000+Undisclosed2 - 9
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Merilsoft LLC is a SEO agency launched in 2024. Their services include Search Engine Optimization and Web Design.
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$5,000+$150 - $199 / hr2 - 9Tullins, France
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Established in 2021, Yokr is a web development company. The team specializes in Web Development and Mobile App Development.
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$1,000+$50 - $99 / hr2 - 9Täby, Sweden
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Effati Consulting AB is a web design agency. The Täby, Sweden-based agency was established in 2023. Their services include Web Design and UX/UI Design.
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$5,000+$50 - $99 / hr2 - 9
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GLOBIT GmbH, a web design agency, focuses on Web Design and UX/UI Design. The agency is in Klosterneuburg, Austria.
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UndisclosedUndisclosed2 - 9
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TeleMountain Communications, an unified communications consulting & SI company, offers unified communications consulting & SI and cloud consulting & SI. The firm is based in Matthews, North
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$10,000+$50 - $99 / hr2 - 9
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SiteSprint is a SEO services firm. They were established in 2024, and their services include Search Engine Optimization and Custom Software Development.
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$1,000+$50 - $99 / hr2 - 9
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GreenMoon is a custom software development company. Launched in 2025, the firm is based in Santa Clara, California. Their team focuses on Custom Software Development and Web Development.
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Undisclosed< $25 / hr2 - 9
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TENMRISE TECHNOLOGIES PRIVATE LTD. Is a web design company. In SAS NAGAR, India, the firm was founded in 2025. Their services include Web Design and UX/UI Design.
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$10,000+$50 - $99 / hr2 - 9
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Namsys Technologies is an user experience company. They provide UX/UI Design and Graphic Design and were established in 2021. The company is headquartered in Covington, Georgia.
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$1,000+$25 - $49 / hr2 - 9
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Founded in 2025, Zetamorph AI Semicon & Software Solutions LLC is a small Product Design company. Their services include Product Design and cloud consulting & SI.
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$25,000+$150 - $199 / hr2 - 9
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Hivea is a data analytics company. The firm is headquartered in Los Angeles, California. Their services include BI & big data consulting & SI and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9
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Launched in 2025, Saharsh Bhadani Venture Private Limited is a small graphic design agency based in Kolkata, India. Their team provides Graphic Design and Custom Software Development.
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$5,000+$25 - $49 / hr2 - 9
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Devzish is an IT staff augmentation company. The Karachi, Pakistan-based team focuses on IT staff augmentation and Custom Software Development.
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UndisclosedUndisclosed2 - 9London, England
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LexScaleUp is a SEO agency. Located in London, England, the firm was launched in 2025. Their team provides Search Engine Optimization and Pay Per Click.
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$1,000+$25 - $49 / hr2 - 9
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Xuan Duy Corp, a Cybersecurity company, was launched in 2025. The team offers Cybersecurity and Custom Software Development.
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$25,000+$200 - $300 / hr2 - 9
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Launched in 2024, ValueKnox is a Business Consulting company. The team provides Business Consulting and Back Office Outsourcing.
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$1,000+$100 - $149 / hr2 - 9
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Branding agency Layline Design Company was established in 2023. Based in San Diego, California, the team provides Branding and Web Design.
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$10,000+$200 - $300 / hr2 - 9New York, NY
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Advertising company Folk Devils is in New York, New York. They offer Advertising and Branding.
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$1,000+Undisclosed2 - 9
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SparkStream Digital, a Digital Strategy company, was established in 2024. Located in Conshohocken, Pennsylvania, the team specializes in Digital Strategy and Social Media Marketing.
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$5,000+$25 - $49 / hr2 - 9
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Software development firm Coding Partners offers Custom Software Development and Web Development. They are in Berlin, Germany.
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UndisclosedUndisclosed2 - 9
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Patterson Labs, a software development company, was founded in 2020. They focuses on Custom Software Development and Web Development.
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$10,000+$25 - $49 / hr2 - 9Braga, Portugal
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UX agency VirtWiser is in Braga, Portugal. They focus on UX/UI Design and IT strategy consulting.
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$1,000+$25 - $49 / hr2 - 9
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Lovdevv Limited, a software development company, is located in Dublin, Ireland and Vicenza, Italy. Their services include Custom Software Development and Web Development.
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$1,000+$150 - $199 / hr2 - 9
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Thrive Revenue is a media planning & buying agency founded in 2014. Their services include Media Planning & Buying and Mobile App Development.
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$1,000+Undisclosed2 - 9
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ComplyGenie is a small Houston, Texas-based IT strategy consulting company. The team specializes in IT strategy consulting and Cybersecurity.
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$5,000+$50 - $99 / hr2 - 9
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Minsky Tech Solutions is an user experience agency. Their team is located in Chennai, India. The firm focuses on UX/UI Design and Custom Software Development.
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$1,000+$100 - $149 / hr2 - 9
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Zollgate, a Cybersecurity company, was launched in 2024. Headquartered in Hamburg, Germany, the team offers Cybersecurity and Custom Software Development.
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$10,000+$50 - $99 / hr2 - 9Katy, TX
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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
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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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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
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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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$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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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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$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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List of the Best Artificial Intelligence Companies
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$25,000+$25 - $49 / hr1,000 - 9,999Boca Raton, FL
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
25% AI Development75% Other -
$50,000+$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
60% AI Development40% Other -
$25,000+< $25 / hr250 - 999Gurugram, India
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
55% AI Development45% Other -
$10,000+< $25 / hr250 - 999Ahmedabad, India
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% AI Development60% Other -
$50,000+$50 - $99 / hr250 - 999Poznań, Poland
Ability to deliver
39.6/40.019.8/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
80% AI Development20% Other -
$10,000+$25 - $49 / hr50 - 249Gurugram, India
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
50% AI Development50% Other -
$25,000+$50 - $99 / hr50 - 249Poznań, Poland
Ability to deliver
39.5/40.019.6/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
60% AI Development40% Other -
$5,000+$25 - $49 / hr250 - 999Jaipur, India
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
32% AI Development68% Other -
$75,000+Undisclosed250 - 999Charlotte, NC
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
35% AI Development65% 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
60% AI Development40% Other -
$75,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
39.1/40.019.2/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
70% AI Development30% Other -
$50,000+$25 - $49 / hr50 - 249L'viv, Ukraine
Ability to deliver
39/40.019.4/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
60% AI Development40% Other -
$25,000+$25 - $49 / hr250 - 999Kropyvnytskyi, Ukraine
Ability to deliver
38.9/40.019.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
35% AI Development65% Other -
$10,000+$50 - $99 / hr50 - 249Gdańsk, Poland
Ability to deliver
38.9/40.019.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
80% AI Development20% Other -
$25,000+< $25 / hr250 - 999Ahmedabad, India
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other -
$50,000+$50 - $99 / hr50 - 249Boston, MA
Ability to deliver
38.7/40.019.8/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
50% AI Development50% Other -
$25,000+$25 - $49 / hr250 - 999White Plains, NY
Ability to deliver
39.5/40.019.8/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other -
$100,000+$100 - $149 / hr50 - 249Danvers, MA
Ability to deliver
38.6/40.019/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
80% AI Development20% Other -
$100,000+$50 - $99 / hr250 - 999Cluj-Napoca, Romania
Ability to deliver
38.6/40.019/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
65% AI Development35% Other -
$10,000+$25 - $49 / hr50 - 249San Francisco, CA
Ability to deliver
38.5/40.019/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
65% AI Development35% Other -
$10,000+$50 - $99 / hr10 - 49Lewes, DE
Ability to deliver
38.5/40.019/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
80% AI Development20% Other -
$5,000+$50 - $99 / hr250 - 999McKinney, TX
Ability to deliver
38.4/40.018.4/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
80% AI Development20% Other -
$50,000+$25 - $49 / hr50 - 249Buenos Aires, Argentina
Ability to deliver
39.4/40.020/20 Reviews9.8/10 Clients & Experience9.6/10 Market PresenceService focus
45% AI Development55% Other -
$10,000+$25 - $49 / hr250 - 999Reston, VA
Ability to deliver
38.3/40.018.6/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
60% AI Development40% Other -
$5,000+$50 - $99 / hr10 - 49Los Angeles, 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+$100 - $149 / hr10 - 49Bengaluru, India
Ability to deliver
38.2/40.019/20 Reviews10/10 Clients & Experience9.2/10 Market PresenceService focus
60% AI Development40% Other -
$10,000+$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
38.1/40.018.4/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
100% AI Development -
$25,000+$25 - $49 / hr1,000 - 9,999Orlando, FL
Ability to deliver
39.9/40.020/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
20% AI Development80% Other -
$5,000+$50 - $99 / hr50 - 249Miami, FL
Ability to deliver
38.9/40.019.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
45% AI Development55% Other -
$25,000+$100 - $149 / hr50 - 249Chicago, IL
Ability to deliver
37.9/40.018.4/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
55% AI Development45% Other
Latest Artificial Intelligence Articles
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How to Use Claude Code if You're Not a Developer
Learn how to use Claude Code to build your own AI agents without a coding background, including setup, first steps, and safety tips backed by Clutch data.
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 based on a proprietary methodology. The top artificial intelligence companies for 2026 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.