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 86 projectsSimform is a comprehensive software development and technology solutions company, specializing in web and mobile app development, system integration, and custom software solutions. With a 100% positive feedback rate, clients consistently praise their responsive communication, technical expertise, and commitment to long-term, sustainable solutions. Approximately 75% of reviewers highlight their strong project management and ability to meet deadlines within budget constraints.
$10,000+$50 - $99 / hr250 - 999Greenville, SCServices provided
See all 79 projectsDesignli is a design and development company specializing in creating MVPs, prototypes, and UX/UI designs across various industries, including education, healthcare, and technology. Reviewers consistently highlight Designli's expertise in translating visions into tangible products and their proactive project management. Impressively, around 90% of clients commend their adaptability and communication skills, with no notable areas for improvement frequently mentioned.
$75,000+$100 - $149 / hr50 - 249New York, NYServices provided
See all 69 projectsBlueLabel is a versatile digital innovation and AI development firm, providing services such as app development, AI consulting, and workflow automation. Customers praise their effective project management, professional communication, and alignment with business goals, with over 90% of reviewers highlighting their exceptional customer service and cultural fit. Some feedback suggested improvements in proactive communication and pre-launch testing thoroughness, though these were minor concerns relative to the overall positive feedback.
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UndisclosedUndisclosed2 - 9Pewaukee, WI
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Dev Cabin Technologies, a web design company, was launched in 2018. Based in Pewaukee, Wisconsin, the team specializes in Web Design and Custom Software Development.
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UndisclosedUndisclosed2 - 9Salt Lake City, UT
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Launched in 2011, Rally Interactive is a small Event Marketing company. Their team offers Event Marketing and Web Design.
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Featured
What are Featured Providers?
$10,000+$25 - $49 / hr50 - 249San Francisco, CAServices provided
See all 25 projectsAzumo is a software development company specializing in building custom applications, AI/ML solutions, cloud migration, and enhancing system resilience. Their reviews highlight exceptional project management, with 100% of clients praising their communication, responsiveness, and ability to meet deadlines. Clients commend Azumo for their cultural fit, professionalism, and customer-centric approach, making them a trusted long-term partner.
$10,000+$50 - $99 / hr250 - 999Austin, TXServices provided
See all 61 projectsQubika is a versatile technology company offering comprehensive software development, design, and data engineering services. They have consistently received positive feedback from 100% of reviewers, who praise their professionalism, timely delivery, and adaptability. Notably, many clients value Qubika’s ability to integrate advanced technologies and maintain high-quality standards, with 87% mentioning their responsiveness and commitment to client success.
$10,000+$150 - $199 / hr10 - 49Webster Groves, MOServices provided
See all 23 projectsSketch Development is a comprehensive software development company specializing in custom software solutions, UX/UI design, and agile project management. Based on reviews, their work is consistently praised for quality and efficiency, with clients reporting a 100% satisfaction rate. Notably, 90% of reviewers commend their exceptional project management and ability to adapt to client-specific needs. Their expertise spans diverse industries, offering scalable and innovative technical foundations.
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UndisclosedUndisclosed2 - 9
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Blulytix is a social media marketing company. Founded in 2022, the team provides Social Media Marketing and Content Marketing.
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UndisclosedUndisclosed2 - 9Lititz, PA
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Founded in 2006, The Mediatwist Group, a small social media marketing agency, is in Lititz, Pennsylvania. Their team offers Social Media Marketing and Search Engine Optimization.
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UndisclosedUndisclosed2 - 9
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Six Degrees Digital Media is a branding company. They are based in Phoenix, Arizona. Their team focuses on Branding and Social Media Marketing.
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UndisclosedUndisclosed2 - 9
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In , Daretics is a small Market Research company. The team provides Market Research and Digital Strategy.
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UndisclosedUndisclosed2 - 9
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Genomic Digital, a small Advertising company, is located in. The team focuses on Advertising and Branding.
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Featured
What are Featured Providers?
$1,000+< $25 / hr10 - 49Kolkata, IndiaServices provided
See all 54 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.
$25,000+$50 - $99 / hr50 - 249L'viv, UkraineServices provided
See all 46 projectsS-PRO is a custom software development company specializing in scalable, user-friendly solutions across various industries, including fintech, healthcare, and real estate. The company receives consistently positive feedback, with 90% of reviewers highlighting their adaptability and commitment to customer satisfaction. Clients commend S-PRO for their excellent project management, communication, and technical expertise, ensuring timely delivery and successful project outcomes despite challenges such as the COVID-19 pandemic and geopolitical issues.
$25,000+$25 - $49 / hr250 - 999Dallas, TXServices provided
See all 53 projectsCodeNinja is a versatile software development company offering services including AI integration, custom SaaS solutions, enterprise web development, and staff augmentation. Their client feedback is overwhelmingly positive, with approximately 95% of reviews praising their project management, responsiveness, and alignment with business needs. Clients appreciate their ability to deliver innovative, user-friendly solutions on time and within budget, making them a reliable development partner.
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UndisclosedUndisclosed2 - 9Uyo, Nigeria
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Launched in 2021, Enbros Technologies, a small cloud consulting & SI company, is located in London, England and Uyo, Nigeria. Their services include cloud consulting & SI and IT managed services.
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UndisclosedUndisclosed2 - 9
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Noria Digital Agency is a web design agency. They were founded in 2018 and specialize in Web Design and Graphic Design.
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Featured
What are Featured Providers?
$5,000+$25 - $49 / hr50 - 249Dubai, United Arab EmiratesServices provided
See all 28 projectsPhaedra Solutions is a software development company specializing in web and mobile app development, UI/UX design, and AI integrations. Across reviews, clients consistently praise Phaedra Solutions for their professionalism, timely delivery, and excellent communication, with over 90% of feedback being positive. Notably, 80% of reviews highlight their project management and responsiveness as key strengths.
$10,000+$25 - $49 / hr50 - 249Sahibzada Ajit Singh Nagar, IndiaServices provided
See all 134 projectsTrigma is a versatile software development company specializing in AI-driven solutions, custom application development, and system integration services. With consistently high ratings and a commendable 100% positive feedback rate, clients appreciate Trigma's technical expertise, timely delivery, and personalized support. Approximately 80% of reviewers highlight their strong project management skills and ability to meet complex requirements efficiently.
$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.
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UndisclosedUndisclosed2 - 9Shinjuku City, Japan
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Sherpa Co. Is an Accounting company. They focus on Accounting and Artificial Intelligence and were founded in 2022.
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UndisclosedUndisclosed2 - 9Bharatpur, Nepal
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Based in Bharatpur, Nepal, Pastel Software Solutions is a small Blockchain company. The team specializes in Blockchain and Web Development.
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Featured
What are Featured Providers?
$25,000+$25 - $49 / hr50 - 249L'viv, UkraineServices provided
See all 57 projectsLeobit is a software development company specializing in custom software solutions, mobile and web application development, and AI technology integration. They receive overwhelmingly positive feedback, with 100% of reviewers highlighting their technical expertise, project management skills, and effective communication. Clients commend Leobit for their flexibility, budget-friendly pricing, and ability to seamlessly integrate with client teams, ensuring timely and high-quality deliverables.
$10,000+< $25 / hr50 - 249Hyderabad, IndiaServices provided
See all 52 projectsAhex Technologies is a comprehensive tech solutions provider specializing in web and application development, custom software, and AI-driven solutions. The company receives overwhelmingly positive feedback, with approximately 95% of reviews praising their commitment to excellence, proactive project management, and responsiveness. Many clients (around 80%) commend their innovative solutions and ability to meet high expectations on time and within budget.
$10,000+$100 - $149 / hr250 - 999London, EnglandServices provided
See all 22 projectsTransparity is an IT consultancy specializing in Microsoft cloud services, Azure, and cybersecurity solutions. They have received overwhelmingly positive feedback, with over 95% of reviews praising their expertise and professionalism. Clients consistently commend Transparity for delivering projects on time, their effective communication, and their ability to tailor solutions to meet specific business needs.
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UndisclosedUndisclosed2 - 9Miklusėnai, Lithuania
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Advertising company UAB BITHUB was established in 2022. Based in Miklusėnai, Lithuania, the team specializes in Advertising and Search Engine Optimization.
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UndisclosedUndisclosed2 - 9Henderson, NV
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Valkary is a Cybersecurity company. Founded in 2024, the team specializes in Cybersecurity and IT strategy consulting.
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UndisclosedUndisclosed2 - 9Kingston, Jamaica
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Ikonik Digital Agency is a branding company launched in 2013. In Kingston, Jamaica, the team focuses on Branding and Social Media Marketing.
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UndisclosedUndisclosed2 - 9
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Melior, a SEO services firm, is in Rodney Heights, Saint Lucia. Their services include Search Engine Optimization and Web Design.
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UndisclosedUndisclosed2 - 9
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Oregon WebCrafter is a social media marketing company. Their small team is based in McMinnville, Oregon. Their services include Social Media Marketing and Search Engine Optimization.
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UndisclosedUndisclosed2 - 9HALNDLE BCH, FL
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UMG Marketing Group is a HALNDLE BCH, Florida-based branding company. They offer Branding and Social Media Marketing and were founded in 2020.
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UndisclosedUndisclosedFreelancer
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See all 1 projectsTeckka, a company specializing in integrated management software solutions, received positive feedback for their efficient project management and effective communication. They successfully reduced manual tasks and improved project visibility and decision-making processes. Notably, 100% of reviewers highlighted their strong communication skills and timely delivery, making them a reliable choice for optimizing internal operations.
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UndisclosedUndisclosedFreelancer
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See all 1 projectsPulseSpark ai is a forward-thinking digital marketing agency based in Scottdale, PA, serving Pittsburgh and beyond. We specialize in harnessing the power of cutting-edge technology, including
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UndisclosedUndisclosedFreelancerSan Francisco, CA
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Dr. Dede Tetsubayashi Consulting is a Market Research company. Their small team of employees is based in San Francisco, California. Their team offers Market Research and Corporate Training &
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$1,000+$50 - $99 / hrFreelancer
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Opti365 is a Cybersecurity company. They are headquartered in , and their services include Cybersecurity and cloud consulting & SI.
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UndisclosedUndisclosedFreelancer
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The Revenue Cure is a social media marketing firm. They offer Social Media Marketing and Web Design and were established in 2020.
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UndisclosedUndisclosedFreelancerBrandon, SD
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NuWave Digital Marketing is a SEO services firm. Their team is headquartered in Brandon, South Dakota and provides Search Engine Optimization and Digital Strategy.
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UndisclosedUndisclosedFreelancerWest Milford, NJ
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Established in 2016, Lantern Room Marketing is a Market Research company. The firm provides Market Research and Email Marketing.
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UndisclosedUndisclosedFreelancerAshland, OR
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Software development company Conscious Web Design is in Ashland, Oregon. Their services include Custom Software Development and UX/UI Design.
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UndisclosedUndisclosedFreelancer
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DR Copywriting Services, a Content Writing Services company, is located in Alameda, California. They specialize in Content Writing Services and Content Marketing.
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UndisclosedUndisclosedFreelancerBenton, AR
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Small Content Marketing company Bluestream Media, is located in Benton, Arkansas. The team offers Content Marketing and Branding.
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UndisclosedUndisclosedFreelancerMesa, AZ
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Verde Tech Systems Inc. Is a Direct Marketing company. They are located in Mesa, Arizona and have small team. Their team specializes in Direct Marketing and UX/UI Design.
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UndisclosedUndisclosedFreelancerOwings Mills, MD
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Valued Solutions Group, an IT managed services company, was founded in 2020. They specializes in IT managed services and IT staff augmentation.
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UndisclosedUndisclosedFreelancer
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Illustris, LLC, a big data company, was established in 2006. The small team focuses on BI & big data consulting & SI and cloud consulting & SI.
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UndisclosedUndisclosedFreelancerSt. Louis, MO
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IT strategy consulting company Paritta Group is located in St. Louis, Missouri and Leawood, Kansas. Their services include IT strategy consulting and BI & big data consulting & SI.
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UndisclosedUndisclosedFreelancerPleasant Hill, OH
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Incline Digital LLC is an UX agency founded in 2004. The small team focuses on UX/UI Design and Custom Software Development.
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UndisclosedUndisclosedFreelancer
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Launched in 2006, Barbara Rozgonyi is a Corporate Training & Coaching company. The team specializes in Corporate Training & Coaching and Market Research and is located in Charlotte, North Carolina.
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UndisclosedUndisclosedFreelancer
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Located in Boulder, Colorado, MFK Communications is a small branding firm. The team offers Branding and Marketing Strategy.
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UndisclosedUndisclosedFreelancerSteamboat Springs, CO
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Eric Vlosky Consulting, a Content Marketing company, is located in Steamboat Springs, Colorado. The team specializes in Content Marketing and E-Commerce Development.
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UndisclosedUndisclosedFreelancerNorth Parramatta, Australia
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Founded in 2017, Master Global Tech is a small custom software development company. Their services include Custom Software Development and Application Testing.
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UndisclosedUndisclosedFreelancerSanta Barbara, CA
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Kestrel Consultants, LLC. Is a branding firm. Located in Santa Barbara, California, the agency was established in 2023. Their services include Branding and Public Relations.
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UndisclosedUndisclosedFreelancerPalmyra, Australia
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Headquartered in Palmyra, Australia, Data Breeze is a data analytics company. They focus on BI & big data consulting & SI and cloud consulting & SI.
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UndisclosedUndisclosedFreelancerLeesburg, VA
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Exponential Marketing | All American Management Group,Inc. Is a social media marketing agency. The team provides Social Media Marketing and Email Marketing, and the agency is in Leesburg, Virginia.
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UndisclosedUndisclosedFreelancer
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Located in Italy, AGB AGENCY is a small branding firm. Their services include Branding and Social Media Marketing.
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UndisclosedUndisclosedFreelancerMiddletown Township, NJ
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MILE Social, a SEO agency, was established in 2015. The company focuses on Search Engine Optimization and Advertising, and is small.
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UndisclosedUndisclosedFreelancer
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I DIGIT GROUP is a branding firm. Founded in 2013, the team focuses on Branding and Content Marketing.
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UndisclosedUndisclosedFreelancerHopkins, MN
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Power of the Web is a small branding agency based in Hopkins, Minnesota. The team specializes in Branding and Content Marketing.
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UndisclosedUndisclosedFreelancerDover, DE
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Sudden Impact Agency is an Advertising company. Their small team is located in Dover, Delaware. Their services include Advertising and Social Media Marketing.
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UndisclosedUndisclosedFreelancerWest Hartford, CT
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Based in West Hartford, Connecticut, 2matic Interactive is a social media marketing agency. They offer Social Media Marketing and Email Marketing.
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List of the Best Artificial Intelligence Companies
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$25,000+$25 - $49 / hr250 - 999New York, NY
Ability to deliver
40/40.020/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
45% AI Development55% Other -
$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 -
$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+$25 - $49 / hr250 - 999Reston, VA
Ability to deliver
39.3/40.019.6/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
60% AI Development40% Other -
$100,000+$100 - $149 / hr50 - 249Danvers, MA
Ability to deliver
39.2/40.019.6/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
80% AI Development20% Other -
$5,000+$25 - $49 / hr50 - 249Jaipur, India
Ability to deliver
39.2/40.019.6/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
60% AI Development40% Other -
$10,000+$50 - $99 / hr50 - 249Gdańsk, Poland
Ability to deliver
39.1/40.019.4/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
80% AI Development20% 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 -
$50,000+$50 - $99 / hr250 - 999Poznań, Poland
Ability to deliver
39/40.019.2/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
75% AI Development25% 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 -
$1,000+$25 - $49 / hr1,000 - 9,999London, England
Ability to deliver
38.6/40.019.2/20 Reviews9.6/10 Clients & Experience9.8/10 Market PresenceService focus
35% AI Development65% Other -
$10,000+$25 - $49 / hr250 - 999Rzeszów, Poland
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
30% AI Development70% Other -
$75,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
38.5/40.018.6/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
70% AI Development30% Other -
$100,000+$50 - $99 / hr250 - 999Cluj-Napoca, Romania
Ability to deliver
38.4/40.018.8/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
65% AI Development35% Other -
$5,000+$50 - $99 / hr50 - 249Los Angeles, CA
Ability to deliver
38.2/40.019.2/20 Reviews10/10 Clients & Experience9/10 Market PresenceService focus
50% AI Development50% Other -
$5,000+$50 - $99 / hr10 - 49San Diego, CA
Ability to deliver
38.1/40.019.2/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
70% AI Development30% Other -
$10,000+$50 - $99 / hr250 - 999Marlborough, MA
Ability to deliver
38.9/40.019.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development70% Other -
$10,000+$25 - $49 / hr50 - 249San Francisco, CA
Ability to deliver
38/40.018.6/20 Reviews10/10 Clients & Experience9.4/10 Market PresenceService focus
65% AI Development35% 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 -
$50,000+$50 - $99 / hr250 - 999London, England
Ability to deliver
37.9/40.018.6/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
50% AI Development50% 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 -
$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
40% AI Development60% Other -
$10,000+$50 - $99 / hr50 - 249Manchester, England
Ability to deliver
37.8/40.018/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
80% AI Development20% Other -
$25,000+$25 - $49 / hr50 - 249Sarasota, FL
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% AI Development60% Other -
$50,000+$150 - $199 / hr50 - 249Montréal, Canada
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% AI Development60% Other -
$75,000+$150 - $199 / hr50 - 249Frederick, MD
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% AI Development60% Other -
$25,000+$100 - $149 / hr10 - 49Bengaluru, India
Ability to deliver
37.7/40.018.8/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
60% AI Development40% Other -
$25,000+$100 - $149 / hr50 - 249Chicago, IL
Ability to deliver
38.7/40.019.2/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
45% AI Development55% Other -
$25,000+$25 - $49 / hr250 - 999Dallas, TX
Ability to deliver
37.6/40.019.2/20 Reviews10/10 Clients & Experience8.4/10 Market PresenceService focus
50% AI Development50% 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.