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 82 projectsSimform is a technology services company specializing in mobile app development, web development, and custom software solutions. According to reviews, 100% of clients praise their expert technical knowledge, timely project delivery, and exceptional communication skills. Clients consistently report satisfaction with their professional approach and ability to adapt, often highlighting Simform's effective project management and collaborative problem-solving abilities.
$10,000+$50 - $99 / hr1,000 - 9,999Warszawa, PolandServices provided
See all 72 projectsInnowise is a versatile technology solutions provider offering services such as custom database creation, data management, software development, and DevOps support. The company is consistently praised for its project management, timely delivery, and ability to integrate smoothly into client teams. Approximately 90% of reviewers commend Innowise's technical expertise and responsiveness, while some suggest improvements in documentation and visual detail handling. Overall, Innowise is recognized for delivering high-quality outcomes with a commitment to client satisfaction.
$75,000+$100 - $149 / hr50 - 249New York, NYServices provided
See all 69 projectsBlueLabel is a technology company specializing in AI consulting, development, and mobile app services, with a particular focus on modernizing workflows and improving user experiences. Reviews consistently highlight their exceptional project management, timely delivery, and strong client collaboration, with 100% positive feedback mentioning their technical expertise and alignment with client needs. Clients appreciate BlueLabel's ability to innovate and deliver impactful solutions, making them a trusted partner in advancing business objectives.
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UndisclosedUndisclosed2 - 9Houston, TX
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Founded in 2005, Bizteon Software, a small IT strategy consulting company, is headquartered in Houston, Texas. Their team offers IT strategy consulting and BI & big data consulting & SI.
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UndisclosedUndisclosed2 - 9
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Terminal Labs, a small software development company, is based in Austin, Texas. The team provides Custom Software Development and API Development.
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Featured
What are Featured Providers?
$10,000+$25 - $49 / hr50 - 249San Francisco, CAServices provided
See all 21 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+$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.
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UndisclosedUndisclosed2 - 9
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Headquartered in Denver, Colorado, Master's Automation is a small Product Design company. Their services include Product Design and Custom Software Development.
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UndisclosedUndisclosed2 - 9Washington, MI
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WeBuild Databases is a small UX company in Washington, Michigan. The team offers UX/UI Design and BI & big data consulting & SI.
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UndisclosedUndisclosed2 - 9Barcelona, Spain
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Established in 2021, The Next Cartel is a small Barcelona, Spain-based branding firm. Their team provides Branding and Market Research.
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UndisclosedUndisclosed2 - 9Dallas, TX
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Commercial Financing company Parinamas was established in 2015. The team focuses on Commercial Financing and Robotics Process Automation.
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UndisclosedUndisclosed2 - 9
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Restack.AI | Restack LLC is a custom software development company. The Lviv, Ukraine-based firm offers Custom Software Development and Blockchain.
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Featured
What are Featured Providers?
$1,000+$25 - $49 / hr50 - 249Dubai, United Arab EmiratesServices provided
See all 26 projectsPhaedra Solutions is a versatile software development company specializing in UI/UX design, website development, and mobile app development. Across the reviews, 100% of clients commend their technical expertise and reliability in delivering projects on time. Clients highlight their exceptional communication, constructive problem-solving, and alignment with client values. Some note minor areas for improvement, such as project management efficiency and internet connectivity during meetings, but overall satisfaction is high.
$1,000+< $25 / hr10 - 49Kolkata, IndiaServices provided
See all 51 projectsGrowth Loops Technology Private Limited is a versatile software development company specializing in mobile app development, UI/UX design, and AI systems. Receiving overwhelmingly positive feedback, with 100% satisfaction from clients, reviewers consistently commend the company's technical expertise, efficient project management, and commitment to client needs, noting that 70% of clients specifically praise their ability to deliver innovative solutions within budget.
$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 - 9
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321DataPro inc., an IT strategy consulting company, was launched in 2018. The small team provides IT strategy consulting and CRM consulting and SI.
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UndisclosedUndisclosed2 - 9Huntington Beach, CA
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Proticom is a custom software development firm. Based in Huntington Beach, California, the company was launched in 1996. Their services include Custom Software Development and Application Testing.
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Featured
What are Featured Providers?
$25,000+$50 - $99 / hr50 - 249Fornebu, NorwayServices provided
See all 14 projectsLANARS is a versatile app and software development company with expertise in mobile and web platforms, backend integration, and IoT solutions. Their reviews emphasize high-quality deliverables, skilled communication, and effective project management. Over 90% of feedback highlights LANARS' commitment to timelines and adaptability, with clients praising their problem-solving capabilities and dedication, even under challenging circumstances like geopolitical issues.
$10,000+$50 - $99 / hr10 - 49Coventry , EnglandServices provided
See all 20 projectsImobisoft is a versatile technology solutions company specializing in software development, web and app development, and cloud migration services. Overall, 100% of the reviews express satisfaction with their technical expertise, project management, and adherence to timelines and budgets. Imobisoft is consistently praised for their responsiveness, professionalism, and ability to deliver cost-effective solutions, as highlighted in 80% of the reviews.
$25,000+$25 - $49 / hr50 - 249L'viv, UkraineServices provided
See all 53 projectsLeobit is a software development company specializing in web and mobile applications, custom software, and AI solutions. Reviews on Clutch.co reflect overwhelmingly positive feedback, with nearly 100% of clients highlighting their timely delivery, technical proficiency, and effective communication. Clients frequently commend Leobit's ability to align with project needs and enhance existing strategies, underscoring their technical expertise and proactive project management approach.
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UndisclosedUndisclosed2 - 9Edison, NJ
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Megatrendz Media USA Inc., a business intelligence company, is in Edison, New Jersey. Their services include BI & big data consulting & SI and CRM consulting and SI.
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UndisclosedUndisclosed2 - 9Rockville, MD
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HyerTek is an IT strategy consulting company in Rockville, Maryland. Launched in 2016, the team offers IT strategy consulting and BI & big data consulting & SI.
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Featured
What are Featured Providers?
$10,000+< $25 / hr50 - 249Hyderabad, IndiaServices provided
See all 51 projectsAhex Technologies is a versatile IT solutions provider specializing in custom software, web, and mobile application development across various industries. With a focus on quality, innovation, and client satisfaction, they consistently deliver projects on time and within budget. Approximately 90% of reviews highlight their responsiveness and flexibility, while 80% commend their project management skills, underscoring their strong capabilities in meeting diverse client needs.
$10,000+$100 - $149 / hr250 - 999London, EnglandServices provided
See all 22 projectsTransparity is an IT consulting company specializing in Microsoft products, cloud services, and cybersecurity solutions. They have consistently received positive feedback for their technical expertise, project management, and customer-centric approach, with approximately 90% of reviews highlighting their effective communication and timely delivery. Customers appreciate their willingness to go the extra mile and the cost-effective solutions they provide.
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UndisclosedUndisclosed2 - 9Chesterfield, MO
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360Views LLC is a big data analytics company. Launched in 2013, their team focuses on BI & big data consulting & SI and CRM consulting and SI.
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UndisclosedUndisclosed2 - 9New York, NY
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Based in New York, New York, Inculator Tech is a small IT strategy consulting company. Their services include IT strategy consulting and BI & big data consulting & SI.
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UndisclosedUndisclosed2 - 9Houston, TX
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Signitiva, a small big data company, is located in Houston, Texas. The team focuses on BI & big data consulting & SI and Robotics Process Automation.
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UndisclosedUndisclosed2 - 9
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Lunarchy Strategic Consulting is a small Istanbul, Türkiye-based Fractional CMO Services company. Their services include Fractional CMO Services and Branding.
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UndisclosedUndisclosed2 - 9Houston, TX
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Data analytics company Mi4 Corporation was founded in 2000. The team provides BI & big data consulting & SI and Custom Software Development and is in Houston, Texas.
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UndisclosedUndisclosed2 - 9Austin, TX
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Linchpin People LLC is a data analytics company. In Austin, Texas and San José, Costa Rica, the team provides BI & big data consulting & SI and cloud consulting & SI.
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UndisclosedUndisclosed2 - 9London, England
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Branding firm Project36 Limited was established in 2016. The small team provides Branding and CRM consulting and SI.
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UndisclosedUndisclosed2 - 9Warszawa, Poland
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Black Media ADX is a Warszawa, Poland-based pay per click company. They provide Pay Per Click and Advertising and were launched in 2020.
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UndisclosedUndisclosed2 - 9San Diego, CA
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8People, Inc. Is a small data analytics company. They provide BI & big data consulting & SI and cloud consulting & SI and were established in 2017.
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UndisclosedUndisclosed2 - 9
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IDesoft Systems is a software development company located in Milan, Italy. Their services include Custom Software Development and Mobile App Development.
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UndisclosedUndisclosed2 - 9Charlotte, NC
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HuntSource, LLC is a data analytics company. They were founded in 2017, and their services include BI & big data consulting & SI and Cybersecurity.
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UndisclosedUndisclosed2 - 9
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Software at Scale is an UX design company. The Sydney, Australia-based firm specializes in UX/UI Design and IT strategy consulting.
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UndisclosedUndisclosed2 - 9City of London, England
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IT strategy consulting company Privacy Partnership is located in City of London, England. They offer IT strategy consulting and Business Consulting.
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UndisclosedUndisclosed2 - 9London, England
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IT strategy consulting company PrivacySolved provides IT strategy consulting and Cybersecurity. They are in London, England.
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UndisclosedUndisclosed2 - 9Frisco, TX
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Nortek Innovations, a small Content Marketing company, is based in Frisco, Texas. Their services include Content Marketing and Search Engine Optimization.
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UndisclosedUndisclosed2 - 9Miami, FL
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Idea Stress Test Simulator is an Application Testing company based in Miami, Florida. They provide Application Testing and Market Research and were launched in 2023.
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UndisclosedUndisclosed2 - 9Middlesex, England
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Haley IT Services (LABH UK Ltd), an user experience design company, was launched in 2011. The company offers UX/UI Design and BI & big data consulting & SI, and is small.
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UndisclosedUndisclosed2 - 9Edison, NJ
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Based in Edison, New Jersey, Calinfonet Inc is a big data company. The team offers BI & big data consulting & SI and cloud consulting & SI.
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UndisclosedUndisclosed2 - 9Noida, India
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Solvexis Consulting Pvt Ltd is a data analytics company founded in 2012. The team offers BI & big data consulting & SI and cloud consulting & SI.
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UndisclosedUndisclosed2 - 9Chicago, IL
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ComplySAM is a big data company located in Chicago, Illinois. They provide BI & big data consulting & SI and Cybersecurity.
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UndisclosedUndisclosed2 - 9
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Metto Studio is a small Product Design company in Austin, Texas. Their services include Product Design and Web Development.
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UndisclosedUndisclosed2 - 9Toronto, Canada
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Accuras Inc is a business intelligence company. They offer BI & big data consulting & SI and Cybersecurity and were launched in 2019. The company is in Toronto, Canada.
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UndisclosedUndisclosed2 - 9Cape Coral, FL
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Launched in 2012, Nteractive Group is a small pay per click agency. Their team specializes in Pay Per Click and Video Production.
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UndisclosedUndisclosed2 - 9Millsap, TX
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BPUBLIC is an Advertising company. The firm is in Millsap, Texas. Their team specializes in Advertising and Search Engine Optimization.
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UndisclosedUndisclosed2 - 9Longford, Ireland
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Information Providers Ltd is a small Longford, Ireland-based IT strategy consulting company. The team provides IT strategy consulting and cloud consulting & SI.
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UndisclosedUndisclosed2 - 9
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Tech2marketing is a branding company. Their team is located in Redmond, Washington and provides Branding and Public Relations.
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UndisclosedUndisclosed2 - 9
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Blockchain Marketing company GenaDrop is in Miami, Florida. They offer Blockchain Marketing and Blockchain and were founded in 2021.
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UndisclosedUndisclosed2 - 9Eatontown, NJ
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Established in 2005, Wealth Engineering LLC is a Blockchain company. The small team specializes in Blockchain and Blockchain Marketing.
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UndisclosedUndisclosed2 - 9
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Established in 2023, MVP Flutter, a small UX agency, is based in Krakow, Poland. Their services include UX/UI Design and Custom Software Development.
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UndisclosedUndisclosed2 - 9Boston, MA
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SpyGuards Consulting, a Cybersecurity company, was founded in 2023. They provides Cybersecurity and IoT development.
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UndisclosedUndisclosed2 - 9City of London, England
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Hexwired Recruitment, an Advertising company, is located in City of London, England. They focus on Advertising and Cybersecurity and were launched in 2020.
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UndisclosedUndisclosed2 - 9Phoenixville, PA
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ARZ NXT LLC, a small IoT development company, is located in Phoenixville, Pennsylvania. Their services include IoT development and IT strategy consulting.
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UndisclosedUndisclosed2 - 9White Plains, MD
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E-Internet Marketing Services is a SEO company. Their small team is headquartered in White Plains, Maryland. Their services include Search Engine Optimization and Web Design.
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UndisclosedUndisclosed2 - 9Jacksonville, FL
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Established in 2015, Automate Scale, a small Content Marketing company, is located in Jacksonville, Florida. Their services include Content Marketing and Email Marketing.
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UndisclosedUndisclosed2 - 9Kharkiv, Ukraine
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Located in Kharkiv, Ukraine, Bigid Marketing Agency is a Conversion Optimization company. They provide Conversion Optimization and Branding.
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UndisclosedUndisclosed2 - 9Las Vegas, NV
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Dynamic Digital Marketing is a SEO agency established in 2023. The company focuses on Search Engine Optimization and Pay Per Click.
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UndisclosedUndisclosed2 - 9Macon, GA
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Crescendus Marketing and Consulting is a social media marketing firm. The agency is located in Macon, Georgia. Their services include Social Media Marketing and Email Marketing.
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UndisclosedUndisclosed2 - 9Colchester, CT
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Nutmeg State Marketing Agency is a social media marketing company launched in 2023. The firm provides Social Media Marketing and Email Marketing, and is small.
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UndisclosedUndisclosed2 - 9
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DidgitalPro is a social media marketing company. They are located in Odesa, Ukraine and have small team. They focus on Social Media Marketing and Content Marketing.
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List of the Best Artificial Intelligence Companies
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$75,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
39.9/40.020/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
70% AI Development30% Other -
$25,000+< $25 / hr250 - 999Gurugram, India
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
50% AI Development50% Other -
$10,000+$50 - $99 / hr50 - 249Gdańsk, Poland
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
80% AI Development20% 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
65% AI Development35% Other -
$5,000+$25 - $49 / hr50 - 249Miami, FL
Ability to deliver
39.5/40.019.8/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
50% AI Development50% Other -
$5,000+$25 - $49 / hr10 - 49London, England
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
60% AI Development40% 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
35% AI Development65% Other -
$100,000+$100 - $149 / hr50 - 249Danvers, MA
Ability to deliver
39.4/40.019.8/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
90% AI Development10% 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
40% AI Development60% Other -
$25,000+$25 - $49 / hr250 - 999White Plains, NY
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
30% AI Development70% 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
75% AI Development25% Other -
$5,000+< $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+$100 - $149 / hr50 - 249Montréal, Canada
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
45% AI Development55% Other -
$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 / hr50 - 249Toronto, Canada
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
45% AI Development55% Other -
$25,000+$25 - $49 / hr250 - 999Dallas, TX
Ability to deliver
38.2/40.019.8/20 Reviews10/10 Clients & Experience8.4/10 Market PresenceService focus
50% AI Development50% 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 -
$10,000+$25 - $49 / hr50 - 249San Ramon, CA
Ability to deliver
38/40.018.2/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
60% AI Development40% Other -
$50,000+$50 - $99 / hr1,000 - 9,999Minneapolis, MN
Ability to deliver
38/40.019/20 Reviews9.2/10 Clients & Experience9.8/10 Market PresenceService focus
40% AI Development60% Other -
$10,000+$25 - $49 / hr250 - 999New York, NY
Ability to deliver
38/40.018.4/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
40% AI Development60% 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
40% AI Development60% 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 -
$25,000+$50 - $99 / hr250 - 999Cincinnati, OH
Ability to deliver
38.8/40.019/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
30% AI Development70% 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 -
$10,000+$50 - $99 / hr50 - 249Paris, France
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
40% AI Development60% 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 / hr10 - 49Kyiv, Ukraine
Ability to deliver
37.8/40.018.2/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
60% AI Development40% Other -
$50,000+$25 - $49 / hr1,000 - 9,999New York, NY
Ability to deliver
37.8/40.017.8/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
40% AI Development60% 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
Latest Artificial Intelligence Articles
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The Emerging Relationship Between Social Media and AI
As more customers rely on AI for recommendations, discover how AI-driven social discovery can make your content more visible.
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.