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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$1,000+< $25 / hr2 - 9Troy, MI
Services provided
Launched in 2011, Distro Systems is a mobile app development firm. The firm provides Mobile App Development and Artificial Intelligence.
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$1,000+$100 - $149 / hr2 - 9
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XHance Business Solutions Inc is a small IT strategy consulting company. They focus on IT strategy consulting and cloud consulting & SI and were launched in 2000.
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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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$1,000+$100 - $149 / hr2 - 9Chicago, IL
Services provided
Louie inc is an Email Marketing company. The Chicago, Illinois-based company was launched in 2017. Their team specializes in Email Marketing and CRM consulting and SI.
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UndisclosedUndisclosed2 - 9Sofia, Bulgaria
Services provided
Small Recruiting company Hiring Ltd, is in Sofia, Bulgaria. Their services include Recruiting and Artificial Intelligence.
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$5,000+$25 - $49 / hr2 - 9Rothbury, England
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Mobile application development firm Arcalís is headquartered in Rothbury, England. The team specializes in Mobile App Development and Web Development.
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$5,000+$100 - $149 / hr2 - 9Wilmington, DE
Services provided
MeasureBit, LLC is a data analytics company. The small Wilmington, Delaware-based team specializes in BI & big data consulting & SI and Artificial Intelligence. The agency was established in 2021.
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$1,000+$50 - $99 / hr2 - 9
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DigIntu is an IT staff augmentation company. Founded in 2016, the team offers IT staff augmentation and IT strategy consulting. The company is located in.
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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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$1,000+$25 - $49 / hr2 - 9Stamford, CT
Services provided
Located in Hyderabad, India and New Delhi, India, 2 Dude Studios is an AR/VR development company. Their services include AR/VR development and Artificial Intelligence.
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$1,000+$25 - $49 / hr2 - 9
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Headquartered in Rajkot, India, Planetoid AI is an AI firm. They specialize in Artificial Intelligence and IoT development.
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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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UndisclosedUndisclosed2 - 9Wakefield, England
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ZedSoft, a business intelligence company, was established in 2019. Based in Wakefield, England and Leeds, England, the team focuses on BI & big data consulting & SI and Custom Software Development.
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$1,000+$200 - $300 / hr10 - 49Lahore, Pakistan
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Located in Lahore, Pakistan, Ks-Technology is a SEO company. Their services include Search Engine Optimization and UX/UI Design.
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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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$25,000+$25 - $49 / hr2 - 9Ruislip, England
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MachiNx Ltd is a small IT strategy consulting company. They offer IT strategy consulting and BI & big data consulting & SI and were established in 2023.
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$1,000+$50 - $99 / hr2 - 9
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Established in 2021, The Lilybank Agency Ltd is a small Horbury, England-based social media marketing company. Their services include Social Media Marketing and Web Design.
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$1,000+$25 - $49 / hr2 - 9
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Founded in 2018, Digital Fingers (ZW), a small Digital Strategy company, is in Harare, Zimbabwe. Their services include Digital Strategy and Marketing Strategy.
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$1,000+$25 - $49 / hr2 - 9
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Data Daur AI Consulting FZCO is a Daska, Pakistan-based user experience design agency. Launched in 2021, the team specializes in UX/UI Design and Custom Software Development.
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$50,000+$150 - $199 / hr2 - 9Dunblane, Scotland
Services provided
Cloud Sherpa is a cloud consulting & SI company. Based in Dunblane, Scotland, the agency was launched in 2021. Their team offers cloud consulting & SI and IT managed services.
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$5,000+$100 - $149 / hr2 - 9
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DevTeam Co., Ltd. Is a website development firm. They offer Web Development and Artificial Intelligence and were established in 2025. The company is based in Incheon, South Korea.
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UndisclosedUndisclosed10 - 49Maringá, Brazil
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Headquartered in Maringá, Brazil, Ilios Sistemas is a web development firm. The team specializes in Web Development and Mobile App Development.
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$25,000+$100 - $149 / hr2 - 9London, England
Services provided
Thisdotsoftware is a software development company. Their team is located in London, England. The agency focuses on Custom Software Development and Application Testing.
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$1,000+< $25 / hr2 - 9
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Genislab Technologies is a Lahore, Pakistan-based Cybersecurity company. They focus on Cybersecurity and IT staff augmentation and were launched in 2017.
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$10,000+$50 - $99 / hr2 - 9Wrocław, Poland
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Leobeard™ is a branding firm. Established in 2016, the agency is located in Wrocław, Poland. Their team specializes in Branding and Web Design.
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UndisclosedUndisclosed2 - 9
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Gigateks is a web development firm established in 2014. The agency offers Web Development and Mobile App Development.
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$1,000+$50 - $99 / hr2 - 9Varna, Bulgaria
Services provided
Founded in 2020, Websycraft is a custom software development firm. The team provides Custom Software Development and Web Development and is based in Varna, Bulgaria and Wien, Austria.
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$1,000+$25 - $49 / hr2 - 9Ashburn, VA
Services provided
Liberty International Partners is a branding firm. Founded in 2018, the agency is in Ashburn, Virginia. Their team focuses on Branding and Social Media Marketing.
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$1,000+< $25 / hr2 - 9Southampton, England
Services provided
UX Web Solutions Agency LTD is a SEO agency established in 2023. The team offers Search Engine Optimization and Digital Strategy and is headquartered in Southampton, England.
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Undisclosed$150 - $199 / hr2 - 9Gallatin, TN
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Established in 2021, Good Circle Marketing is a Marketing Strategy company. Based in Gallatin, Tennessee, the team provides Marketing Strategy and Web Development.
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$1,000+$50 - $99 / hr2 - 9
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In Szczecin, Poland, Blink-Cart is a SEO services firm. They offer Search Engine Optimization and UX/UI Design.
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UndisclosedUndisclosed2 - 9Nashville, TN
Services provided
Founded in 2018, Sprinter Consulting is a Digital Strategy company. In Nashville, Tennessee, the team specializes in Digital Strategy and Web Design.
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$5,000+< $25 / hr2 - 9
Services provided
Established in 2017, Marwadtech is a small website development company based in Sumerpur, India. Their team offers Web Development and Mobile App Development.
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$5,000+$50 - $99 / hr2 - 9Ciudad de México, Mexico
Services provided
Go4it is an API Development company. Founded in 2014, the team specializes in API Development and Web Development.
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$5,000+$200 - $300 / hr2 - 9Brisbane City, Australia
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Ential is a CRM consulting and SI company. The Brisbane City, Australia-based company offers CRM consulting and SI and IT managed services.
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$5,000+$50 - $99 / hr2 - 9
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Taatgen Development LLC is a Conversion Optimization company. Their team is located in Irving, Texas and specializes in Conversion Optimization and Search Engine Optimization.
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$5,000+Undisclosed2 - 9Abu Dhabi, United Arab Emirates
Services provided
Nex Information Technology, a small Cybersecurity company, is headquartered in Abu Dhabi, United Arab Emirates. The team specializes in Cybersecurity and Custom Software Development.
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UndisclosedUndisclosed2 - 9
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Thinkbix Technologies is a web design company. In Pune, India, their team offers Web Design and UX/UI Design.
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$1,000+$100 - $149 / hr2 - 9Southlake, TX
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TR Media Group, a SEO services firm, was established in 2022. The team offers Search Engine Optimization and Corporate Photography.
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$5,000+$50 - $99 / hr2 - 9
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Founded in 2021, Lilium Solutions, a small Computer Engineering company, is headquartered in Hanover, Germany. Their services include Computer Engineering and Custom Software Development.
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Undisclosed< $25 / hr2 - 9
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Plugwork, a Cybersecurity company, offer Cybersecurity and IT managed services. They were launched in 2019.
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Undisclosed< $25 / hr2 - 9
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Enrichverx AI is a Market Research company. They are located in San Francisco, California and Lahore, Pakistan. Their team offers Market Research and CRM consulting and SI.
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$5,000+$100 - $149 / hr2 - 9San Francisco, CA
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AYS Labs, a web development company, was launched in 2013. The firm provides Web Development and Mobile App Development, and is small.
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$5,000+$100 - $149 / hr2 - 9München, Germany
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IT strategy consulting company Oronts was launched in 2023. The team focuses on IT strategy consulting and Custom Software Development and is based in München, Germany.
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$1,000+$50 - $99 / hr2 - 9
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Biotik is a Product Design company founded in 2019. Headquartered in Tallinn, Estonia, the team offers Product Design and UX/UI Design.
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$1,000+$100 - $149 / hr2 - 9Haßfurt, Germany
Services provided
Launched in 2024, YJAR GmbH is a branding firm. In Haßfurt, Germany, the team specializes in Branding and Social Media Marketing.
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$5,000+$50 - $99 / hr2 - 9
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User experience company DragDrop was launched in 2021. The company offers UX/UI Design and cloud consulting & SI.
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$1,000+$50 - $99 / hr2 - 9Galway, Ireland
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In Galway, Ireland, Meep Marketing is a small social media marketing company. Their services include Social Media Marketing and Search Engine Optimization.
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$5,000+$25 - $49 / hr2 - 9
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Launchify LLC is a social media marketing agency. They were founded in 2024 and provide Social Media Marketing and Web Development.
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$5,000+$50 - $99 / hr2 - 9
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Shipcrew is a small branding company headquartered in. The team focuses on Branding and UX/UI Design.
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$10,000+$200 - $300 / hr2 - 9Singapore
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Momentum AI Communications is a public relations agency in Singapore. They provide Public Relations and Search Engine Optimization and were founded in 2024.
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$1,000+Undisclosed2 - 9Hendersonville, TN
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Navarro Creative Group LLC is a branding company launched in 2015. The team offers Branding and Social Media Marketing and is based in Hendersonville, Tennessee.
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$1,000+< $25 / hr2 - 9Birmingham, England
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Prolific Tech Logics is a small social media marketing agency. Founded in 2017, the team offers Social Media Marketing and Graphic Design.
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$1,000+$150 - $199 / hr2 - 9Madison, AL
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Based in Madison, Alabama, 3 Paths Marketing is a social media marketing firm. They focus on Social Media Marketing and Email Marketing and were launched in 2021.
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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 -
$5,000+$25 - $49 / hr50 - 249Miami, FL
Ability to deliver
38.5/40.018.8/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
50% AI Development50% Other -
$50,000+$50 - $99 / hr250 - 999London, England
Ability to deliver
38.5/40.019.2/20 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 -
$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 -
$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 -
$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 -
$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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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.