Top AI Consultants in the United States
From Silicon Valley’s frontier labs to Boston’s research corridors and Austin’s fast-growing startup scene, the United States is a global hub for AI innovation. U.S.-based AI technology advisors help companies build practical roadmaps, integrate models responsibly, and deploy production-grade systems that scale.
On Clutch, you can evaluate AI consulting services through in-depth, verified client reviews, case studies, and transparent project data. Use filters to narrow partners by budget, hourly rate, industry expertise (e.g., healthcare, finance, manufacturing), and AI focus areas like NLP, computer vision, MLOps, and GenAI. Shortlist agencies with proven impact across Fortune 500 enterprises, scaling SaaS, and ambitious mid-market teams, then connect with those that fit your goals and timeline. Explore related directories:
• AI Consultants in New York City
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Featured
What are Featured Providers?
$10,000+$50 - $99 / hr10 - 49Serves United StatesServices provided
See all 23 projectsDataRoot Labs is an AI Consulting firm renowned for its expertise in Artificial Intelligence Solutions and Machine Learning Consulting. Their reviews are overwhelmingly positive, with 100% of clients praising their technical proficiency, on-time delivery, and exceptional project management. Their ability to communicate effectively and provide AI Expert Advice is consistently highlighted, impressing clients with their commitment to delivering high-quality AI Services.
$10,000+$50 - $99 / hr50 - 249Serves United StatesServices provided
See all 5 projectsAttrecto Next Tech Digital Solutions is an AI consultancy specializing in AI implementation services and AI solutions. Praised for their structured, agile project management and deep technical expertise, they successfully integrate UX/UI designs into complex AI systems. 100% of reviewers highlight their collaborative mindset and ability to seamlessly bridge backend logic with user experience.
$50,000+$50 - $99 / hr250 - 999Serves United StatesServices provided
See all 24 projectsOpinov8 Digital and Engineering Solutions is a company specializing in custom software development, staff augmentation, and technology solutions, with expertise in areas such as mobile and web app development, cloud infrastructure, and UX/UI design. Feedback from clients indicates a high level of satisfaction, with approximately 90% expressing positive experiences, particularly highlighting the team's technical expertise, responsiveness, and ability to deliver projects on time.
$25,000+$150 - $199 / hr50 - 249Serves United StatesServices provided
See all 36 projectsEmergent Software is a versatile IT service provider specializing in custom software development and IT support, particularly for Microsoft Azure environments. Across their reviews, they are consistently praised for their technical proficiency, project management skills, and responsiveness, with approximately 90% of reviews highlighting their ability to deliver customized solutions efficiently and professionally. Clients commend their supportive communication and adherence to deadlines.
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UndisclosedUndisclosed50 - 249Palo Alto, CA
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Established in 2011, Got It AI is an AI development company. The midsize team specializes in Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249Plano, TX
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Yorosis™ Technologies Inc is a big data analytics company in Plano, Texas and Kalapatti, India. They focus on BI & big data consulting & SI and cloud consulting & SI.
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Featured
What are Featured Providers?
$75,000+$50 - $99 / hr10 - 49Serves United StatesServices provided
See all 26 projectsX2 Labs is an AI Consulting company that excels in providing Artificial Intelligence Solutions and Machine Learning Consulting services. The reviews highlight their technical expertise, innovation, and adaptability, with 100% positive feedback. Clients commend their responsive project management and seamless integration into existing teams, making them a valuable partner in achieving technological advancements and filling expertise gaps.
$10,000+$150 - $199 / hr50 - 249Serves United StatesServices provided
See all 44 projectsLaunchPad Lab is a versatile software development company specializing in custom web and mobile applications, often utilizing technologies such as Ruby on Rails and Salesforce. Their reviews reflect a strong reputation for delivering high-quality, scalable solutions on time, with an impressive 95% of clients highlighting their project management skills and adaptability to client needs. Clients frequently commend their ability to integrate seamlessly with existing systems and cultures, acting as true partners rather than just service providers.
$5,000+$150 - $199 / hr1,000 - 9,999Serves United StatesServices provided
See all 93 projectsIntegris is a managed IT services and cybersecurity provider, offering comprehensive remote and on-site solutions, including IT infrastructure, security testing, and cloud services. Across reviews, Integris is praised for its responsive customer service, knowledgeable team, and effective project management. Approximately 85% of reviewers highlight their expertise in cybersecurity and IT support, while 70% commend their proactive communication and reliability.
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$1,000+$25 - $49 / hr50 - 249Chicago, IL
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CPLUSOFT is a Chicago, Illinois-based AI company. The team specializes in Artificial Intelligence and Custom Software Development.
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UndisclosedUndisclosed2 - 9Scottsdale, AZ
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EQOD is a small Scottsdale, Arizona-based Back Office Outsourcing company. Their services include Back Office Outsourcing and Accounting.
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UndisclosedUndisclosed50 - 249Miami, FL
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Artificial intelligence firm Erudit was founded in 2020. The midsize team focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Pleasanton, CA
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Big data company Harosec was launched in 2018. The team provides BI & big data consulting & SI and cloud consulting & SI.
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UndisclosedUndisclosed2 - 9Milpitas, CA
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SynergyX, a cloud consulting & SI company, is in Milpitas, California. Founded in 2018, the team provides cloud consulting & SI and Artificial Intelligence.
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Featured
What are Featured Providers?
$10,000+$25 - $49 / hr250 - 999Serves United StatesServices provided
See all 34 projectsSoftude Infotech Pvt Ltd specializes in AI Consulting, providing AI Solutions and AI Implementation Services. The company receives overwhelmingly positive feedback, with a 100% success rate in delivering projects on time and enhancing business metrics like customer satisfaction and efficiency. Most reviewers (around 85%) commend their expertise in AI and tailored solutions.
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UndisclosedUndisclosed2 - 9Ann Arbor, MI
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Headquartered in Ann Arbor, Michigan, SimaFore is a small business intelligence company. Their services include BI & big data consulting & SI and IoT development.
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UndisclosedUndisclosed2 - 9Plymouth, MN
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SDRefinery AI, a business intelligence company, is located in Plymouth, Minnesota. Their services include BI & big data consulting & SI and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Fenton, MO
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Founded in 2021, Feldhake Consulting, LLC is a small Fenton, Missouri-based Business Consulting company. Their services include Business Consulting and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Chantilly, VA
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CyRAD Solutions, a custom software development firm, is headquartered in Chantilly, Virginia. They focus on Custom Software Development and Mobile App Development.
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UndisclosedUndisclosed2 - 9St. Peters, MO
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Client Studio is a small St. Peters, Missouri-based social media marketing company. The team specializes in Social Media Marketing and Search Engine Optimization.
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UndisclosedUndisclosed2 - 9Plantation, FL
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AI Solutions by Captivation Suite is a website development company launched in 2024. The team offers Web Development and Conversion Optimization.
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UndisclosedUndisclosed2 - 9Chicago, IL
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Marketing Moves is a branding company headquartered in Chicago, Illinois. Established in 2016, the team specializes in Branding and Social Media Marketing.
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$50,000+$25 - $49 / hr50 - 249New York, NY
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Established in 2001, SoftwareVendor LLC is an IT staff augmentation company. The midsize team focuses on IT staff augmentation and Custom Software Development.
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$1,000+$25 - $49 / hr250 - 999Fort Wayne, IN
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See all 42 projectsCODECLOUDS is a web development company renowned for its expertise in Shopify and e-commerce solutions. Across various reviews, clients consistently praise CODECLOUDS for their swift project turnaround and exceptional communication, with 100% of the feedback being positive. Approximately 60% of reviewers highlighted their high-quality service and proactive approach to client needs, underlining CODECLOUDS as a reliable partner for digital projects.
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UndisclosedUndisclosedFreelancerMiami Beach, FL
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Crowd Answers, a Market Research company, was founded in 2014. The team provides Market Research and UX/UI Design and is headquartered in Miami Beach, Florida.
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UndisclosedUndisclosedFreelancerDallas, TX
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Prompt AI Consulting, a small AI development company, is headquartered in Dallas, Texas. Their services include Artificial Intelligence and Custom Software Development.
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$10,000+$100 - $149 / hrFreelancerBoulder, CO
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Small AI Consulting company Evolvv Strategies, is headquartered in Boulder, Colorado. Their services include AI Consulting and Business Consulting.
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$25,000+$50 - $99 / hr50 - 249New Rochelle, NY
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CLOUD DISTRICT is a Digital Strategy company. In Madrid, Spain and New Rochelle, New York, the agency was founded in 2010. Their team specializes in Digital Strategy and Web Design.
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$10,000+$25 - $49 / hr50 - 249Wilmington, DE
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See all 29 projectsExposit is an AI Consultancy specializing in Artificial Intelligence Solutions and Machine Learning Consulting. Their reviews highlight a proactive approach and a commendable ability to enhance existing systems rather than suggesting complete overhauls. With their expert advice, 100% of reviewers noted significant project improvements, citing Exposit's valuable recommendations and efficient communication.
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$25,000+$150 - $199 / hr10 - 49Irving, TX
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Applied Data Science Partners, an artificial intelligence firm, provide Artificial Intelligence and AI Consulting. They were launched in 2016.
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$10,000+$100 - $149 / hr250 - 999Brooklyn, NY
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Established in 2019, Manyone is an user experience agency. The team provides UX/UI Design and Digital Strategy and is headquartered in København, Denmark and Aarhus, Denmark.
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UndisclosedUndisclosed1,000 - 9,999New York, NY
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See all 1 projectsFulcrum Digital is a software development company known for its comprehensive IT solutions, including rebuilding platforms and modernizing programming languages. Review feedback is overwhelmingly positive, highlighting their effective communication, understanding of client needs, and seamless project delivery. Approximately 100% of the review mentions smooth collaboration and successful project management, underscoring their commitment to client engagement and satisfaction.
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$50,000+$50 - $99 / hr50 - 249Austin, TX
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See all 19 projectsAgiliway is a software development company that specializes in custom software solutions, including telemedicine platforms, mobile and web applications, and CRM development. The reviews on Clutch.co highlight Agiliway’s strong project management and communication skills, with a consistent track record of delivering high-quality work on time. Approximately 90% of the reviews praise their technical expertise and adaptability, while a notable 40% commend their proactive problem-solving and collaboration.
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UndisclosedUndisclosed50 - 249South Jordan, UT
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Innovecture is a cloud consulting & SI company founded in 2007. The company provides cloud consulting & SI and Business Consulting, and is midsize.
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UndisclosedUndisclosed10 - 49Santa Clara, CA
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Enterprise AI Company (Ent.AI) is a small Santa Clara, California-based AI company. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Wilmington, DE
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Launched in 2015, Infocodec is a small software development firm. Their team offers Custom Software Development and Web Development.
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UndisclosedUndisclosed10 - 49Wilmington, DE
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Established in 2012, Itemize is an artificial intelligence company. The company offers Artificial Intelligence and AI Consulting, and is small.
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UndisclosedUndisclosed10 - 49Rockville, MD
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SoKat is a business intelligence company. The team offers BI & big data consulting & SI and cloud consulting & SI, and the company is located in Rockville, Maryland.
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UndisclosedUndisclosed10 - 49Timonium, MD
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Quber Inc. Is a custom software development company established in 2021. The firm focuses on Custom Software Development and BI & big data consulting & SI, and is small.
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UndisclosedUndisclosed10 - 49Concord, MA
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Aidentified, LLC is a Concord, Massachusetts-based AI firm. Founded in 2017, the team provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Somerville, MA
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Located in Somerville, Massachusetts, Cyvl.ai is a small AI development company. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Eagan, MN
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Fulton Analytics is a small big data company launched in 2019. Their team focuses on BI & big data consulting & SI and cloud consulting & SI.
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UndisclosedUndisclosed10 - 49Minneapolis, MN
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AIThinkers is a cloud consulting & SI company. In Minneapolis, Minnesota, the firm specializes in cloud consulting & SI and IoT development.
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UndisclosedUndisclosed10 - 49Ballwin, MO
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Datasoft Global LLC, a big data company, is located in Ballwin, Missouri. Established in 2007, the team offers BI & big data consulting & SI and cloud consulting & SI.
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UndisclosedUndisclosed10 - 49St. Louis, MO
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NEER, an AI firm, is located in St. Louis, Missouri. They focus on Artificial Intelligence and AI Consulting.
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$25,000+$25 - $49 / hr250 - 999Cupertino, CA
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See all 4 projectsPratham Software is a versatile technology services company that specializes in developing comprehensive software solutions, SaaS platforms, and web applications. They are praised for their effective project management, timely delivery, and excellent communication, with 100% of reviewers noting their responsiveness and solution-oriented approach. Clients commend their ability to adapt and seamlessly integrate into existing teams, making them a reliable partner for diverse software development needs.
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$50,000+$25 - $49 / hr50 - 249Newark, DE
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Tech.at.core is a custom software development company. Their team is located in Ahrensfelde, Germany and Nizamabad, India. The firm provides Custom Software Development and IT managed services.
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UndisclosedUndisclosed2 - 9Greenwich, CT
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DroitCloud, a software development company, was launched in 2009. They focuses on Custom Software Development and cloud consulting & SI.
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UndisclosedUndisclosed10 - 49Middletown, DE
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Knowtified is a small AR/VR development company headquartered in Middletown, Delaware and EU, Hungary. The team provides AR/VR development and Artificial Intelligence.
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UndisclosedUndisclosedFreelancerHouston, TX
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Testamplify, LLC, an Application Testing company, was launched in 2021. The agency specializes in Application Testing and cloud consulting & SI, and is small.
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$5,000+$25 - $49 / hr50 - 249Walpole, MA
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AI company Elroi Software Solution was founded in 2001. Located in Checkanurani, India and Walpole, Massachusetts, the team focuses on Artificial Intelligence and Generative AI.
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UndisclosedUndisclosed2 - 9Madison, AL
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Cybersecurity company FMF Technology is located in Madison, Alabama. They focus on Cybersecurity and AR/VR development and were founded in 2018.
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UndisclosedUndisclosed2 - 9Auburn, AL
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The Alabama Artificial Center of Excellence (AAICE), a small AI company, is based in Auburn, Alabama. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Laguna Beach, CA
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Small AI firm AI Lab Consulting, is based in Laguna Beach, California. The team provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Palo Alto, CA
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AI TECHS, a small artificial intelligence company, is headquartered in Palo Alto, California. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed2 - 9Mountain View, CA
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Riiid, an artificial intelligence company, was founded in 2014. The team specializes in Artificial Intelligence and AI Consulting and is based in Mountain View, California.
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UndisclosedUndisclosed2 - 9San Francisco, CA
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Lopez Research is a Market Research company based in San Francisco, California. They specialize in Market Research and Marketing Strategy and were founded in 2008.
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UndisclosedUndisclosed2 - 9South Windsor, CT
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Founded in 2015, TechFirst LLC is a data analytics company. The company specializes in BI & big data consulting & SI and cloud consulting & SI.
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List of the Top 15 United States AI Consulting Firms
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$75,000+Undisclosed250 - 999Charlotte, NC
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
20% AI Consulting80% 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
25% AI Consulting75% Other -
$5,000+$150 - $199 / hr1,000 - 9,999Cranbury, NJ
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
10% AI Consulting90% Other -
$75,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
37.7/40.019.2/20 Reviews10/10 Clients & Experience8.5/10 Market PresenceService focus
30% AI Consulting70% Other -
$25,000+Undisclosed50 - 249Marina del Rey, CA
Ability to deliver
36.9/40.017.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Consulting70% Other -
$10,000+$150 - $199 / hr10 - 49Webster Groves, MO
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
10% AI Consulting90% Other -
$5,000+Undisclosed250 - 999Raleigh, NC
Ability to deliver
35.3/40.016.4/20 Reviews8.9/10 Clients & Experience10/10 Market PresenceService focus
25% AI Consulting75% Other -
$1,000+Undisclosed250 - 999Harrisburg, PA
Ability to deliver
38.3/40.020/20 Reviews10/10 Clients & Experience8.3/10 Market PresenceService focus
10% AI Consulting90% Other -
$25,000+$25 - $49 / hr50 - 249Newark, DE
Ability to deliver
38.8/40.018.8/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
10% AI Consulting90% Other -
$25,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
35.3/40.019.8/20 Reviews10/10 Clients & Experience5.5/10 Market PresenceService focus
34% AI Consulting66% Other -
$5,000+$150 - $199 / hr50 - 249San Diego, CA
Ability to deliver
38.4/40.018.8/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
10% AI Consulting90% Other -
$25,000+$50 - $99 / hr10 - 49Kennesaw, GA
Ability to deliver
35.7/40.016.4/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
35% AI Consulting65% Other -
$5,000+$100 - $149 / hr10 - 49El Segundo, CA
Ability to deliver
38.5/40.019/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
10% AI Consulting90% Other -
$10,000+$50 - $99 / hr50 - 249Los Angeles, CA
Ability to deliver
38.2/40.018.4/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
10% AI Consulting90% Other -
$50,000+$50 - $99 / hr50 - 249Dallas, TX
Ability to deliver
38.2/40.018.4/20 Reviews9.8/10 Clients & Experience10/10 Market PresenceService focus
10% AI Consulting90% Other -
$10,000+$50 - $99 / hr250 - 999Atlanta, GA
Ability to deliver
37.1/40.018/20 Reviews10/10 Clients & Experience9.1/10 Market PresenceService focus
10% AI Consulting90% Other -
$10,000+$25 - $49 / hr50 - 249Houston, TX
Ability to deliver
36.5/40.017/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
18% AI Consulting82% Other -
$10,000+$100 - $149 / hr10 - 49Sacramento, CA
Ability to deliver
37.7/40.018.2/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
10% AI Consulting90% Other -
$5,000+$100 - $149 / hr10 - 49Irvine, CA
Ability to deliver
37.5/40.018.4/20 Reviews10/10 Clients & Experience9.2/10 Market PresenceService focus
10% AI Consulting90% Other -
$1,000+$150 - $199 / hr10 - 49Orlando, FL
Ability to deliver
35.1/40.016.2/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
30% AI Consulting70% Other -
$10,000+$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
33.5/40.018.4/20 Reviews10/10 Clients & Experience5.1/10 Market PresenceService focus
35% AI Consulting65% Other -
$25,000+$50 - $99 / hr250 - 999Atlanta, GA
Ability to deliver
31.5/40.017.2/20 Reviews10/10 Clients & Experience4.3/10 Market PresenceService focus
40% AI Consulting60% Other -
$10,000+$150 - $199 / hr50 - 249Atlanta, GA
Ability to deliver
35.5/40.020/20 Reviews10/10 Clients & Experience5.5/10 Market PresenceService focus
20% AI Consulting80% Other -
$1,000+$150 - $199 / hr50 - 249Fort Myers, FL
Ability to deliver
36.8/40.017.2/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
10% AI Consulting90% Other -
$10,000+$150 - $199 / hr50 - 249Boca Raton, FL
Ability to deliver
35.4/40.016.4/20 Reviews10/10 Clients & Experience9/10 Market PresenceService focus
20% AI Consulting80% Other -
$75,000+$150 - $199 / hr50 - 249Frederick, MD
Ability to deliver
35.3/40.019.4/20 Reviews10/10 Clients & Experience5.9/10 Market PresenceService focus
20% AI Consulting80% Other -
$50,000+$50 - $99 / hr250 - 999Palo Alto, CA
Ability to deliver
35.9/40.016.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
10% AI Consulting90% Other -
$5,000+$150 - $199 / hr10 - 49Philadelphia, PA
Ability to deliver
35/40.016.2/20 Reviews9.8/10 Clients & Experience9/10 Market PresenceService focus
25% AI Consulting75% Other -
$10,000+Undisclosed50 - 249Nashville, TN
Ability to deliver
36.5/40.016.8/20 Reviews9.8/10 Clients & Experience9.8/10 Market PresenceService focus
10% AI Consulting90% Other -
$25,000+$50 - $99 / hr10 - 49Chicago, IL
Ability to deliver
36.4/40.018.4/20 Reviews10/10 Clients & Experience8/10 Market PresenceService focus
10% AI Consulting90% Other
Latest AI Consulting Articles
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U.S. AI Consulting FAQs
U.S. AI consultants bring proximity to major talent markets and regulators, plus familiarity with common enterprise stacks (AWS, Azure, GCP, Databricks, Snowflake). That combination speeds discovery, security reviews, and deployment within North American compliance frameworks like HIPAA, SOC 2, and PCI DSS. You’ll also benefit from time zone alignment, stronger access to on-site workshops, and local references from peers in your industry.
If you need executive buy-in or change management, American firms often offer hands-on stakeholder facilitation, pilot scoping, and quantifiable ROI modeling that align with finance and procurement standards common in U.S. enterprises.
Pricing varies because of factors like location, team seniority, and scope. According to Clutch’s recent data, most AI consultants in America charge:
- Discovery and AI strategy: $15,000 – $50,000
- Proof of concept (4–10 weeks): $50,000 – $150,000
- Production implementation and MLOps: $150,000 – $500,000+
- Enterprise AI programs (multi-workstream): $500,000 – $2 million+
Typical U.S. rates: - Senior AI strategist/architect: $200 – $350 per hour - Data scientist/ML engineer: $150 – $250 per hour - Data engineer/MLOps: $140 – $220 per hour
Expect higher rates in hubs like San Francisco and New York and more moderate pricing in Austin, Atlanta, Chicago, and the Research Triangle. Many firms offer fixed-fee pilots before scaling to longer-term roadmaps.
U.S. AI consultancies support a wide range of sectors, often with deep domain playbooks:
- Healthcare and life sciences — HIPAA, FDA-adjacent workflows, RWD/RWE
- Financial services and fintech — SEC/FINRA, fraud/risk, forecasting
- Retail and e-commerce — recommendations, demand planning, personalization
- Manufacturing and logistics — predictive maintenance, quality, routing
- Media and entertainment — content tagging, genAI, audience analytics
- Energy and utilities — asset optimization, anomaly detection
- Public sector and education — secure data use, accessibility, automation
- B2B SaaS and enterprise software — copilots, LLM integrations, analytics
Start by outlining your project’s specific requirements and objectives. Then, head on over to Clutch and assess your options on:
- Data readiness — Ask for a quick data audit and gap analysis.
- Technical fit — Ensure experience with your cloud/data stack and preferred LLM/ML platforms.
- Security and compliance — Look for SOC 2, HIPAA familiarity, DPAs, and model governance.
- Delivery approach — Request a pilot plan, MLOps roadmap, and measurement framework.
- Team composition — Seek cross-functional squads.
- Case studies and references — Prioritize similar industry use cases with quantified results.
- IP and portability — Avoid lock-in; insist on clear code ownership and exportable pipelines.
Shortlist 2–3 firms and run a structured RFP with the same problem statement and sample data to compare plans side-by-side.
- Vague ROI claims or “black box” methods with no evaluation plan
- No discussion of data governance, privacy, or model risk management
- One-size-fits-all solutions or heavy proprietary lock-in without clear value
- Skipping pilot phases or dismissing the need for MLOps and observability
- Overpromising “100% accuracy” or instant LLM fine-tuning without guardrails
- Unwillingness to sign a DPA or address regulatory constraints
- Lack of change management, training plans, or adoption metrics
AI projects are huge investments, requiring in-depth technical expertise and experience. The wrong partner can stir your efforts towards the wrong direction and expose it to risks.