Top AI Consultants in New York City
From Silicon Alley and Flatiron to Midtown’s enterprise corridors, New York City blends deep domain expertise in finance, media, retail, and healthcare with top academic talent from Columbia, NYU, and Cornell Tech. The right AI partner can help you turn messy, real‑world data into production systems that drive revenue, reduce risk, and improve customer experiences.
Clutch makes it easier to choose with confidence: compare NYC AI consultancies by verified client reviews, case studies, tech stacks, and proven outcomes. Use filters to narrow by budget, hourly rate, industry, and capabilities like MLOps, NLP, computer vision, and generative AI. Explore broader and nearby options here:
• AI Consulting Companies in New Jersey
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Featured
What are Featured Providers?
$10,000+$50 - $99 / hr10 - 49Serves New York City, NYServices provided
See all 23 projectsDataRoot Labs is an AI consultancy specializing in AI solutions and machine learning consulting. According to reviews, 100% of clients commend the company's exceptional project management and technical expertise. Clients appreciate their responsiveness and ability to deliver above expectations, with no noted areas for improvement.
$50,000+$50 - $99 / hr250 - 999Serves New York City, NYServices provided
See all 24 projectsOpinov8 Digital and Engineering Solutions is a versatile technology company specializing in software development, custom engineering solutions, and staff augmentation. The reviews highlight their high-quality engineering talent, impressive technical depth, and effective project management, with approximately 90% of feedback being positive. Clients frequently commend their responsiveness and agility, although some suggest improvements in communication and alignment of seniority requirements with clients' needs.
$1,000+$25 - $49 / hr1,000 - 9,999Serves New York City, NYServices provided
See all 97 projectsDotsquares offers a range of IT development services, including AI Consultancy and AI Solutions. Feedback from clients highlights their impressive project management skills, timely delivery, and dedication to exceeding expectations. The company's strong reputation is further reinforced by their ability to consistently deliver excellent results, positioning them as a reliable partner for Artificial Intelligence Consulting projects.
$50,000+$100 - $149 / hr50 - 249Serves New York City, NYServices provided
See all 49 projects3 SIDED CUBE is a mobile and web app development company known for delivering high-quality digital solutions aligned with company values and a strong emphasis on positive impact. Reviews highlight their exceptional project management, timely communication, and dedication to client needs, with 100% of feedback being positive. Their culture fit and alignment with client missions are consistently praised, with 75% of reviewers noting their exceptional communication and collaborative approach.
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$5,000+$50 - $99 / hr10 - 49New York, NY
Services provided
See all 1 projectsPalmidos is a software development company renowned for building robust user management systems and interactive learning platforms. They consistently deliver high-quality solutions, achieving 100% positive feedback for their commitment to client success and seamless integration with client objectives. Approximately 80% of reviewers highlight their excellent project management and responsiveness.
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$5,000+$200 - $300 / hr10 - 49New York, NY
Services provided
See all 1 projectsMultimodal is an AI solutions company specializing in machine learning and natural language processing technologies. Reviewers commend Multimodal for their professionalism, timely delivery, and expertise, with 100% of feedback highlighting the team's effective communication and specialized knowledge in AI. They are praised for delivering user-friendly, seamlessly integrated solutions, with no noted areas for improvement.
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Featured
What are Featured Providers?
$75,000+$50 - $99 / hr10 - 49Serves New York City, NYServices provided
See all 24 projectsX2 Mobile is a mobile app development company known for its exceptional project management and high-quality deliverables. Approximately 100% of reviews highlight their professionalism, timely delivery, and alignment with client values and needs. Clients commend their excellent communication skills and responsiveness, with many noting their ability to adapt and provide innovative solutions across various projects.
$10,000+$150 - $199 / hr50 - 249Serves New York City, NYServices provided
See all 42 projectsLaunchPad Lab is a software development company specializing in web and application development with expertise in platforms such as Salesforce and Ruby on Rails. Reviews indicate a strong commitment to project management, timely delivery, and effective communication, with over 95% of clients expressing satisfaction with their ability to meet timelines and project objectives. Many clients highlight LaunchPad Lab's understanding of business needs and collaborative approach as a true partnership.
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$10,000+$25 - $49 / hr10 - 49NY, NY
Services provided
See all 3 projectsFoundrex is a software development company specializing in building and debugging SaaS products and applications using technologies like PHP, Laravel, MySQL, and Vue.js. Overall feedback is highly positive, with reviewers praising their attention to detail and project management skills. Notably, 100% of reviewers appreciated their ability to deliver on time and meet specific industry needs.
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$5,000+$200 - $300 / hr2 - 9New York, NY
Services provided
See all 3 projectsStellar AEO Labs is an AI Consultancy specializing in AI Implementation Services and AI Strategy Consulting, focusing on Generative Engine Optimization (GEO) and AI search visibility. The company has received overwhelmingly positive feedback, with clients praising their tailored, actionable recommendations, and exceptional project management. Approximately 100% of reviews highlight their deep expertise and unique approach to AI Solutions.
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$5,000+$150 - $199 / hr2 - 9New York, NY
Services provided
See all 2 projectsUpfront Operations is a conversion rate optimization company that excels in boosting website conversions through strategic testing and analysis. They receive uniformly positive feedback, with 100% of reviewers praising their efficient project management and responsiveness, and noting a 10x return on investment. Clients commend their strong alignment with company values and overall professionalism.
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$1,000+$25 - $49 / hr2 - 9New York, NY
Services provided
See all 2 projectsArius Automation specializes in automation solutions and AI-driven web and app development. Reviewers unanimously praised their ability to improve workflow efficiency, with 95% reporting significant accuracy and error reduction improvements. Both reviews highlight their strong project management skills and alignment with client values, with 100% expressing satisfaction and no reported areas for improvement.
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$5,000+$50 - $99 / hr10 - 49Brooklyn, NY
Services provided
See all 2 projectsSAI Agency is a specialized AI solutions provider known for enhancing content operations and data management workflows. The company receives overwhelmingly positive feedback, with 100% of reviewers praising their ability to automate processes and reduce operational lag significantly. Clients commend their professionalism and adherence to project timelines and budgets.
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UndisclosedUndisclosed50 - 249New York, NY
Services provided
See all 1 projectsZenon is an IT solutions company specializing in SEO services. Feedback highlights their high-quality work, timely delivery, and exceptional service, with 100% of reviews emphasizing their reliability and impressive service. Clients appreciate Zenon's alignment with company values and budget-friendly pricing, indicating a strong cultural fit and value for cost.
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$75,000+$200 - $300 / hr2 - 9New York, NY
Services provided
See all 3 projectsLab is a multifaceted design and development company offering integrated UI/UX design and development services. Reviews highlight their expertise in both domains, with clients appreciating their seamless workflow and high-quality deliverables. 83% of reviews commend Lab's dual capability in design and development, while 67% mention the rapid iteration speed. Communication was noted as an area needing improvement by 17% of reviewers.
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$100,000+$150 - $199 / hr10 - 49New York, NY
Services provided
Sosemo is a media planning and buying agency. They focus on Media Planning & Buying and Pay Per Click and were established in 2012. The company is in New York, New York and Il‑Gżira, Malta.
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$50,000+$300+ / hr10 - 49New York, NY
Services provided
Skim AI Technologies Inc is an AI Consulting company. The New York, New York-based team offers AI Consulting and Artificial Intelligence.
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$1,000+Undisclosed250 - 999New York, NY
Services provided
IDS Healthcare is a Back Office Outsourcing company. In New York, New York and Sahibzada Ajit Singh Nagar, India, the team offers Back Office Outsourcing and CRM consulting and SI.
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$1,000+$100 - $149 / hr2 - 9New York, NY
Services provided
Recover Reputation, Boutique Online & GenAI Reputation Management, a SEO agency, is headquartered in New York, New York. The team focuses on Search Engine Optimization and AI Consulting.
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$1,000+$50 - $99 / hr1,000 - 9,999New York, NY
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Large user experience agency JSXDOM, is located in New York, New York. The team focuses on UX/UI Design and Web Development.
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$50,000+Undisclosed10 - 49Montclair, NJ
Services provided
Patient Procure is a Marketing Strategy and AI Consulting company. Founded in 2024, the company is in Montclair, New Jersey. Their services include Marketing Strategy and AI Consulting.
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$5,000+Undisclosed250 - 999New York, NY
Services provided
Headquartered in New York, New York, Thoropass is a midsize Cybersecurity company. The team provides Cybersecurity and Artificial Intelligence.
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$25,000+$200 - $300 / hr2 - 9New York, NY
Services provided
Erayaha.ai is a New York, New York-based AI Consulting company. They focus on AI Consulting and Internet & Technology Law and were founded in 2024.
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$5,000+$25 - $49 / hr10 - 49Valley Stream, NY
Services provided
AWK Technologies LLC is a small Event Marketing company. They offer Event Marketing and AI Consulting and were established in 2019.
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$10,000+$100 - $149 / hr50 - 249New York, NY
Services provided
MCD Partners is a Digital Strategy company. Located in New York, New York and Chicago, Illinois, their team provides Digital Strategy and Custom Software Development.
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UndisclosedUndisclosed250 - 999New York, NY
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SEI, an IT strategy consulting company, was founded in 1992. The team focuses on IT strategy consulting and Business Consulting.
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UndisclosedUndisclosed10,000+New York, NY
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Founded in 1993, Thoughtworks Software Technologies Ltd is a large Chicago, Illinois-based AI company. Their team offers Artificial Intelligence and IT managed services.
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UndisclosedUndisclosed50 - 249New York, NY
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Basis Global is a Business Consulting company launched in 1996. The team offers Business Consulting and AI Consulting and is located in London, England and Los Angeles, California.
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$1,000+Undisclosed50 - 249New York, NY
Services provided
Established in 2024, Kong.ai is a midsize New York, New York-based artificial intelligence firm. Their services include Artificial Intelligence and Generative AI.
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$5,000+$150 - $199 / hr2 - 9New York, NY
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Switchboard, an AI Consulting and API Development company, was founded in 2024. The team offers AI Consulting and API Development.
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$1,000+< $25 / hr10 - 49New York, NY
Services provided
NSFW Coders is an AI Consulting company founded in 2022. The firm focuses on AI Consulting and Artificial Intelligence, and is small.
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$10,000+$50 - $99 / hr10 - 49New York, NY
Services provided
Perceptive Analytics is a San Bruno, California-based business intelligence company. Established in 2010, the team provides BI & big data consulting & SI and Business Consulting.
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$10,000+$200 - $300 / hr2 - 9Jersey City, NJ
Services provided
Halyard Consulting is an artificial intelligence company in Jersey City, New Jersey. Launched in 2010, the team offers Artificial Intelligence and AI Consulting.
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$1,000+< $25 / hr10 - 49New York, NY
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ErisAI, an AI firm, is headquartered in Dubai, United Arab Emirates and New York, New York. The team offers Artificial Intelligence and Generative AI.
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$5,000+$150 - $199 / hr2 - 9New York, NY
Services provided
Artificial Frontiers is an AI Consulting company. The team specializes in AI Consulting and Artificial Intelligence, and the agency is based in New York, New York.
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$10,000+$100 - $149 / hr250 - 999Brooklyn, NY
Services provided
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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UndisclosedUndisclosed250 - 999Edison, NJ
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Nalashaa Solutions is a big data company based in Edison, New Jersey and Bengaluru, India. Their services include BI & big data consulting & SI and cloud consulting & SI.
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$5,000+< $25 / hr50 - 249Jersey City, NJ
Services provided
AI Development Company is a Jersey City, New Jersey-based artificial intelligence development company. Their services include Artificial Intelligence and Blockchain.
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$25,000+$25 - $49 / hr50 - 249Brooklyn, NY
Services provided
IT strategy consulting company Finarb Analytics Consulting focuses on IT strategy consulting and BI & big data consulting & SI. They are headquartered in New Town, India and Brooklyn, New York.
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$10,000+$150 - $199 / hr10 - 49New York, NY
Services provided
Graph, an AI Consulting company, focus on AI Consulting and Generative AI. They were established in 2010.
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$25,000+$200 - $300 / hr10 - 49New York, NY
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Yellow pebble is a Marketing Strategy company established in 2020. The firm offers Marketing Strategy and Account-Based Marketing, and is small.
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UndisclosedUndisclosed250 - 999New York, NY
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Lumenalta is a software development company. The New York, New York-based firm focuses on Custom Software Development and cloud consulting & SI.
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$25,000+$100 - $149 / hr10 - 49Madison, NJ
Services provided
See all 18 projectsOAK THEORY is a branding and web design agency known for its strategic and creative approach to projects, offering services such as logo design, website development, and brand identity refresh. Reviews indicate a high level of client satisfaction, with 100% positive feedback, emphasizing their effective project management, strong communication skills, and genuine partnership approach. Their ability to understand client needs and provide tailored solutions has been consistently praised across various projects.
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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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UndisclosedUndisclosed10 - 49New York, NY
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Launched in 2024, inea.ai is an IT strategy consulting company. The team focuses on IT strategy consulting and IT managed services.
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UndisclosedUndisclosed10 - 49Woodbridge Township, NJ
Services provided
OzaIntel LLC is a big data analytics company founded in 2022. The team focuses on BI & big data consulting & SI and CRM consulting and SI and is based in Woodbridge Township, New Jersey.
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$250,000+$100 - $149 / hr10 - 49New York, NY
Services provided
LATIMER AEROSPACE is a small AI firm. Established in 2023, the team offers Artificial Intelligence and Blockchain.
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UndisclosedUndisclosed10 - 49Woodmere, NY
Services provided
Navon is an AI firm. They specialize in Artificial Intelligence and AI Consulting and are in Woodmere, New York.
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UndisclosedUndisclosed50 - 249New York, NY
Services provided
Arbol is a Blockchain and AI Consulting company. The team is headquartered in New York, New York, and their services include Blockchain and AI Consulting.
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$50,000+$100 - $149 / hr50 - 249New York, NY
Services provided
Ethersofts is a Content Marketing company. They provide Content Marketing and Search Engine Optimization and were founded in 2019.
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UndisclosedUndisclosed50 - 249New York, NY
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DevicoAI is an user experience company. Located in New York, New York, the company was launched in 2023. Their team focuses on UX/UI Design and Artificial Intelligence.
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$250,000+$25 - $49 / hr50 - 249Hackensack, NJ
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Launched in 2025, Everiai.ai is an artificial intelligence firm. The team specializes in Artificial Intelligence and Robotics Process Automation and is based in Hackensack, New Jersey.
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$10,000+Undisclosed2 - 9New York, NY
Services provided
Griffin Healthcare Advisors is a small Business Consulting company founded in 2020. Their services include Business Consulting and Cybersecurity.
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$1,000+$50 - $99 / hr2 - 9Brooklyn, NY
Services provided
Decoding is a SEO company located in Brooklyn, New York. They specialize in Search Engine Optimization and AI Consulting and were founded in 2025.
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$1,000+$25 - $49 / hr2 - 9BROOKLYN, NY
Services provided
Openhouse is an artificial intelligence company. Their team is in BROOKLYN, New York and provides Artificial Intelligence and AI Consulting.
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$1,000+Undisclosed2 - 9New York, NY
Services provided
VNMSFX, an AI Consulting company, is headquartered in New York, New York. They provide AI Consulting and Generative AI.
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List of the Top 15 New York City AI Consulting Firms
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$25,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
39.1/40.019.4/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
34% AI Consulting66% 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
25% AI Consulting75% Other -
$50,000+$50 - $99 / hr1,000 - 9,999New York, NY
Ability to deliver
37.6/40.017.8/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
11% AI Consulting89% Other -
$10,000+$50 - $99 / hr50 - 249New York, NY
Ability to deliver
38.6/40.018.8/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
10% AI Consulting90% Other -
UndisclosedUndisclosed250 - 999New York, NY
Ability to deliver
35.7/40.019.2/20 Reviews9.3/10 Clients & Experience7.2/10 Market PresenceService focus
20% AI Consulting80% Other -
$10,000+$25 - $49 / hr50 - 249New York, NY
Ability to deliver
38.3/40.019.2/20 Reviews10/10 Clients & Experience9.1/10 Market PresenceService focus
10% AI Consulting90% Other -
$10,000+$25 - $49 / hr50 - 249New York, NY
Ability to deliver
38.3/40.019.6/20 Reviews10/10 Clients & Experience8.7/10 Market PresenceService focus
10% AI Consulting90% Other -
$25,000+$200 - $300 / hr50 - 249New York, NY
Ability to deliver
35.5/40.015.8/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
20% AI Consulting80% Other -
$25,000+$50 - $99 / hr50 - 249New York, NY
Ability to deliver
36.9/40.017.8/20 Reviews10/10 Clients & Experience9.1/10 Market PresenceService focus
10% AI Consulting90% Other -
$50,000+$50 - $99 / hr10 - 49New York, NY
Ability to deliver
36.9/40.017.4/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
10% AI Consulting90% Other -
$25,000+$50 - $99 / hr50 - 249New York, NY
Ability to deliver
36.6/40.016.8/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
10% AI Consulting90% Other -
$10,000+$50 - $99 / hr10 - 49New York, NY
Ability to deliver
35.9/40.016.6/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
15% AI Consulting85% Other -
$25,000+$25 - $49 / hr250 - 999New York, NY
Ability to deliver
34.1/40.016.4/20 Reviews10/10 Clients & Experience7.7/10 Market PresenceService focus
15% AI Consulting85% Other -
$50,000+< $25 / hr10,000+New York, NY
Ability to deliver
33.5/40.016/20 Reviews10/10 Clients & Experience7.5/10 Market PresenceService focus
10% AI Consulting90% Other -
$10,000+$100 - $149 / hr10 - 49New York, NY
Ability to deliver
31.6/40.015.6/20 Reviews9.7/10 Clients & Experience6.3/10 Market PresenceService focus
45% AI Consulting55% Other -
$50,000+$100 - $149 / hr2 - 9New York, NY
Ability to deliver
34.9/40.015.8/20 Reviews10/10 Clients & Experience9.2/10 Market PresenceService focus
15% AI Consulting85% Other -
$1,000+$50 - $99 / hr10 - 49New York, NY
Ability to deliver
35.2/40.017.2/20 Reviews10/10 Clients & Experience8/10 Market PresenceService focus
10% AI Consulting90% Other -
$25,000+$25 - $49 / hr50 - 249New York, NY
Ability to deliver
34.9/40.016.6/20 Reviews10/10 Clients & Experience8.3/10 Market PresenceService focus
10% AI Consulting90% Other -
$10,000+$25 - $49 / hr10 - 49New York, NY
Ability to deliver
35.1/40.016.8/20 Reviews10/10 Clients & Experience8.3/10 Market PresenceService focus
10% AI Consulting90% Other -
UndisclosedUndisclosed250 - 999New York, NY
Ability to deliver
33.8/40.015.8/20 Reviews10/10 Clients & Experience8/10 Market PresenceService focus
10% AI Consulting90% Other -
UndisclosedUndisclosed10 - 49New York, NY
Ability to deliver
32.9/40.016.6/20 Reviews8.3/10 Clients & Experience7.9/10 Market PresenceService focus
15% AI Consulting85% Other -
$5,000+$25 - $49 / hr250 - 999New York, NY
Ability to deliver
32.5/40.015.6/20 Reviews7.6/10 Clients & Experience9.3/10 Market PresenceService focus
10% AI Consulting90% Other -
$10,000+$25 - $49 / hr50 - 249New York, NY
Ability to deliver
31.4/40.017/20 Reviews10/10 Clients & Experience4.4/10 Market PresenceService focus
15% AI Consulting85% Other -
$10,000+$25 - $49 / hr10 - 49New York, NY
Ability to deliver
32.1/40.015.2/20 Reviews8.9/10 Clients & Experience8/10 Market PresenceService focus
10% AI Consulting90% Other -
$25,000+$150 - $199 / hr10 - 49New York, NY
Ability to deliver
32/40.015.6/20 Reviews9.3/10 Clients & Experience7.1/10 Market PresenceService focus
10% AI Consulting90% Other -
$10,000+$200 - $300 / hr50 - 249New York, NY
Ability to deliver
31.6/40.015.2/20 Reviews7.6/10 Clients & Experience8.8/10 Market PresenceService focus
10% AI Consulting90% Other -
$25,000+$25 - $49 / hr50 - 249Queens, NY
Ability to deliver
28.2/40.014/20 Reviews8.3/10 Clients & Experience6/10 Market PresenceService focus
30% AI Consulting70% Other -
UndisclosedUndisclosed1,000 - 9,999New York, NY
Ability to deliver
26.5/40.016.2/20 Reviews4.7/10 Clients & Experience5.6/10 Market PresenceService focus
20% AI Consulting80% Other -
$10,000+Undisclosed10 - 49Millburn, NJ
Ability to deliver
27.4/40.015.8/20 Reviews7.6/10 Clients & Experience4/10 Market PresenceService focus
35% AI Consulting65% Other -
$1,000+$100 - $149 / hr10 - 49Brooklyn, NY
Ability to deliver
29.5/40.017.6/20 Reviews3.7/10 Clients & Experience8.2/10 Market PresenceService focus
10% AI Consulting90% Other
Latest AI Consulting Articles
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New York City AI Consulting FAQs
NYC-based AI consulting firms pair technical depth with domain fluency across finance, media, retail, and healthcare. That combination matters when you’re modeling risk, optimizing ad spend, forecasting demand, or deploying HIPAA‑aligned solutions in clinical settings.
Local teams also understand New York–specific regulations and norms, including New York City’s Automated Employment Decision Tools (AEDT) law (Local Law 144) for bias audits in hiring tools, data‑sharing constraints in financial services, and media compliance standards. Proximity helps, too: on‑site workshops, faster stakeholder alignment, and access to NYC Open Data or private market datasets can speed discovery and delivery.
Pricing depends on a variety of factors, including scope, data readiness, and compliance needs. Typical ranges on Clutch for New York City include:
- Strategy and discovery: $15,000 – $60,000 for assessments, roadmaps, and data audits
- Proofs of concept: $40,000 – $150,000 for a focused use case (e.g., churn model, CV prototype)
- End‑to‑end MVPs: $120,000 – $400,000+ for model dev, app integration, and MLOps
- Enterprise programs: $300,000 – $1 million+ for multi‑use‑case roadmaps and platforms
- Hourly rates: $150 – $350+ for senior consultants and ML engineers
- Managed AI/ML support: $10,000 – $50,000 per month for ongoing optimization and monitoring
Expect higher budgets when regulated data, SOC 2 or HIPAA alignment, or complex integrations are in scope.
NYC-based AI consultants support a broad cross‑section of the local economy, including markets like:
- Financial services and fintech — fraud/AML, risk scoring, credit underwriting, trading signals
- Media, advertising, and entertainment — creative optimization, audience modeling, brand safety
- Retail and eCommerce — demand forecasting, recommendations, search relevance, pricing
- Healthcare and life sciences — NLP for clinical notes, intake triage, medical imaging support
- Real estate and proptech — valuation models, lead scoring, occupancy and energy optimization
- Public sector and transportation — anomaly detection, routing, open‑data analytics
- Legal and professional services — document AI, contract review, knowledge retrieval
- Define your first use case and success metrics; assess data availability and quality.
- Prioritize domain experience. Ask for relevant NYC or industry case studies with KPIs.
- Verify technical depth — check their expertise on model cards, evaluation methods, and an MLOps stack (e.g., CI/CD for ML, monitoring, drift detection).
- Confirm security and compliance; SOC 2, HIPAA familiarity, PII handling, and NYC AEDT bias‑audit readiness when applicable.
- Align on delivery — i.e., milestones, ownership of IP and code, and knowledge transfer.
- Validate with Clutch by reading reviews, checking client references, and comparing outcomes to your goals.
Cut through the clutter by leveraging Clutch’s directories and resources. Take advantage of the filters available to find firms by client ratings, pricing, and industry expertise.
- Vague deliverables or success metrics; no baseline or evaluation plan
- Skipping data quality, governance, or privacy work to “go fast”
- No MLOps plan for deployment, monitoring, and model lifecycle management
- Overpromising timelines or accuracy without access to your data
- Black‑box IP with vendor lock‑in and no right to export models or code
- Limited understanding of your industry’s compliance requirements
- No approach to bias testing, explainability, or human‑in‑the‑loop review
Don’t leave these red flags unchecked. A good partner should be able to back their promises with the quality of their work, trustworthiness, and integrity.