Top AI Consultants in San Francisco
San Francisco is a global nerve center for AI—home to fast-scaling startups in SoMa, enterprise innovators in the Financial District, and research talent from nearby Stanford and UC Berkeley. From strategy and data readiness to model engineering and MLOps, AI consultants in San Francisco help companies ship real, measurable outcomes.
Clutch makes the selection process easier with verified reviews, detailed portfolios, and filters so you can sort by budget, industry, tech stack, and more. Explore market leaders, boutique specialists, and domain experts who understand Bay Area pace and North American compliance standards. Start shortlisting firms that fit your needs and timeline:
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Featured
What are Featured Providers?
$10,000+$25 - $49 / hr10 - 49Serves San Francisco, CAServices provided
See all 23 projectsDataRoot Labs is an AI consultancy that specializes in artificial intelligence solutions, including AI evaluation, trend identification systems, and language model development. Across reviews, clients consistently praise their exceptional project management and deep AI expertise. With a 100% positive feedback rate, reviewers highlight DataRoot Labs' ability to deliver high-quality outputs on time, often exceeding expectations in terms of cost and efficiency.
$50,000+$50 - $99 / hr250 - 999Serves San Francisco, CAServices provided
See all 24 projectsOpinov8 Digital and Engineering Solutions is a versatile software development company specializing in custom software, mobile and web app development, and infrastructure management. The company is lauded for its technical expertise, responsiveness, and ability to integrate seamlessly with client teams. Approximately 90% of reviews highlight positive experiences, emphasizing their impressive engineer quality and agile project management. Communication and clarity of requirements were noted as areas for improvement by a minority of reviewers.
$1,000+$25 - $49 / hr1,000 - 9,999Serves San Francisco, CAServices provided
See all 98 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.
$75,000+$50 - $99 / hr10 - 49Serves San Francisco, CAServices provided
See all 25 projectsX2 Labs is a mobile app development company known for its exceptional project management and dedication to quality. With a strong emphasis on collaboration and understanding client needs, 100% of reviewers noted their professionalism and responsiveness. Their ability to deliver timely and well-structured solutions that often exceed expectations makes them a highly recommended partner across various industries.
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UndisclosedUndisclosed50 - 249San Francisco, CA
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ZestyAI is a midsize AI Consulting company. Founded in 2015, the team offers AI Consulting and Artificial Intelligence.
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UndisclosedUndisclosed50 - 249San Francisco, CA
Services provided
DPP Tech, Inc. Is a software development firm in San Francisco, California. They focus on Custom Software Development and BI & big data consulting & SI.
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Featured
What are Featured Providers?
$10,000+$150 - $199 / hr50 - 249Serves San Francisco, CAServices provided
See all 42 projectsLaunchPad Lab is a software development company specializing in creating web applications and integrating custom solutions, primarily using technologies like Ruby on Rails, Salesforce, and Heroku. Based on the reviews, 100% of clients expressed satisfaction with their technical expertise, project management, and ability to deliver timely and quality results. Reviewers consistently praised their communication skills, strategic thinking, and ability to align with client business needs.
$5,000+$150 - $199 / hr1,000 - 9,999Serves San Francisco, CAServices provided
See all 93 projectsIntegris is a comprehensive IT services provider specializing in managed IT services, cybersecurity, and cloud solutions. Reviews consistently commend their exceptional service quality and responsiveness, with approximately 90% of clients noting their proactive communication and expertise in handling IT-related issues. While some suggest improvements in response times for urgent support, the vast majority appreciate Integris' dedication to customer satisfaction and their ability to tailor solutions to specific business needs.
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$10,000+$50 - $99 / hr50 - 249San Francisco, CA
Services provided
Proximity Works is an AI development company located in San Francisco, California and Palo Alto, California. They provide Artificial Intelligence and Generative AI and were launched in 2019.
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$10,000+$25 - $49 / hr10 - 49San Francisco, CA
Services provided
Zaltech AI is an IT managed services company. The team focuses on IT managed services and Custom Software Development and is based in San Francisco, California and Dubai, United Arab Emirates.
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$10,000+$25 - $49 / hr10 - 49San Francisco, CA
Services provided
Synaptik, a small Cybersecurity company, is headquartered in San Francisco, California. Their services include Cybersecurity and Artificial Intelligence.
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$25,000+$50 - $99 / hr2 - 9San Francisco, CA
Services provided
Established in 2023, Radiant AI is an AI development company. Based in London, England and San Francisco, California, the team focuses on Artificial Intelligence and Generative AI.
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$1,000+$25 - $49 / hr2 - 9San Francisco, CA
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Primeloop is an artificial intelligence development company. Located in San Francisco, California, the agency was founded in 2024. Their services include Artificial Intelligence and Generative AI.
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$1,000+$50 - $99 / hr2 - 9Fairfax, CA
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Marin AI Implementations And Training is a small AI Consulting company established in 2025. Their team specializes in AI Consulting and AI Agents.
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$50,000+$50 - $99 / hr250 - 999Palo Alto, CA
Services provided
See all 4 projectsTuring is an AI Consultancy specializing in providing AI Implementation Services and Machine Learning Consulting. Nearly all reviewers highlight Turing's efficient project management and rapid staffing capabilities, with 100% of feedback being positive. They consistently deliver high-quality AI solutions, meeting client requirements promptly and effectively.
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$10,000+$100 - $149 / hr2 - 9Oakland, CA
Services provided
Bigtable is a Product Design company. The Oakland, California-based team provides Product Design and UX/UI Design.
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$1,000+$25 - $49 / hr10 - 49San Francisco, CA
Services provided
Web development firm volansaquilae was established in 2017. The company focuses on Web Development and Application Management & Support.
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$5,000+$200 - $300 / hr2 - 9San Francisco, CA
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Scott Street is a custom software development company. They were established in 2025 and offer Custom Software Development and Mobile App Development.
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$50,000+$50 - $99 / hr50 - 249Menlo Park, CA
Services provided
See all 7 projectsTechjays is a software development company specializing in building mobile applications and improving user experiences. Reviews highlight their consistent delivery of quality work on time, with all reviewers appreciating their cost-effectiveness, communication, and alignment with client values. Approximately 100% of reviewers express satisfaction, while 33% note occasional communication issues, which were collaboratively resolved. Techjays is recognized for their client-centric approach and dedication to project success.
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$10,000+< $25 / hr50 - 249Fremont, CA
Services provided
See all 19 projectsRadiansys Inc is a versatile technology solutions provider, offering services including AI integration, mobile app development, cloud infrastructure, and web redesign. They maintain a strong reputation, evidenced by overwhelmingly positive feedback (approximately 95% of reviewers praised their communication and project management skills). Clients consistently highlight Radiansys Inc's commitment to delivering high-quality, innovative solutions, with no significant areas for improvement noted.
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$10,000+< $25 / hr50 - 249Dublin, CA
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See all 8 projectsBigOhTech offers services including AI Consulting, focusing on automation and AI solutions. Feedback highlights their responsiveness, adaptive approach, and expertise in delivering accurate, timely results, ensuring maximum business value. Clients appreciate their domain knowledge and flexibility in meeting evolving project requirements.
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Undisclosed$300+ / hr2 - 9Walnut Creek, CA
Services provided
See all 1 projectsThe Godfather of Tech, Professor Timothy E. Bates, is a distinguished entity in Artificial Intelligence Consulting, offering expert guidance and AI strategy consulting. With 100% positive feedback, clients commend Professor Bates for reducing development time by 50% while delivering projects timely and under budget. His expertise spans AI, cybersecurity, and immersive technology, making him a sought-after advisor in the tech industry.
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UndisclosedUndisclosed10 - 49San Francisco, CA
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Based in San Francisco, California, Arcee AI is an AI Agents company. They offer AI Agents and AI Consulting.
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$100,000+$50 - $99 / hr250 - 999Palo Alto, CA
Services provided
See all 52 projectsMatellio is a software development company specializing in custom applications, mobile apps, and platform development. Reviews indicate a 100% satisfaction with their responsiveness, project management, and adherence to timelines. Clients frequently commend their value for cost and adaptability, with 75% highlighting their effective communication and collaborative approach. Opportunities for improvement are minimal, with clients occasionally suggesting enhanced quality assurance and onboarding processes.
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UndisclosedUndisclosed50 - 249Oakland, CA
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Pix4D is an AI Consulting company. In Denver, Colorado and Oakland, California, their team focuses on AI Consulting and Custom Software Development.
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$10,000+$200 - $300 / hr10 - 49Palo Alto, CA
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See all 8 projectsAll-In Consulting is an AI Consultancy firm offering AI Strategy Consulting and AI Solutions. The reviews are overwhelmingly positive, with clients praising their responsive project management and high-value deliverables. Approximately 100% of reviewers noted their technical skillset and strategic insight, highlighting their ability to exceed expectations and provide comprehensive AI implementation services.
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UndisclosedUndisclosed2 - 9Orinda, CA
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See all 1 projectsVoxel Phase is an SEO, content, and AI consulting agency based in the San Francisco Bay Area. We help businesses get found where customers are actually searching: Google, AI search engines like
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$1,000+< $25 / hr50 - 249Dublin, CA
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See all 8 projectsProgressino LLC is an AI Consultancy providing Artificial Intelligence Consulting and AI Solutions. Their reviews highlight a customer-centric approach and effective project management, with 100% of feedback praising their adherence to timelines, quality, and budget. Clients commend their global team and ease of communication, with no areas for improvement noted.
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UndisclosedUndisclosed50 - 249San Francisco, CA
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Worthix is an AI firm. Their team is located in Alpharetta, Georgia and San Francisco, California and specializes in Artificial Intelligence and AI Consulting.
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$10,000+$50 - $99 / hr2 - 9Mountain View, CA
Services provided
See all 11 projectsPurple Bunny is a branding and design agency offering services such as brand identity development, web design, and UI/UX design. The overall feedback from their clients is overwhelmingly positive, with 100% of reviewers praising their project management, responsiveness, and strategic input. Notably, about 30% of reviewers highlighted Purple Bunny's ability to blend creativity with strategic execution as particularly impressive.
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UndisclosedUndisclosed50 - 249Pleasanton, CA
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Established in 2023, Wizr AI, a midsize artificial intelligence firm, is located in Kakkanad, India and Pleasanton, California. Their services include Artificial Intelligence and Generative AI.
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UndisclosedUndisclosed50 - 249San Mateo, CA
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Stottler Henke Associates is an AI company. They were established in 1988, and their services include Artificial Intelligence and AI Consulting.
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$1,000+$50 - $99 / hr250 - 999Dublin, CA
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Harbinger Group is an AI company. The Redmond, Washington-based team specializes in Artificial Intelligence and Custom Software Development.
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$1,000+$100 - $149 / hr2 - 9Redwood City, CA
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Located in Redwood City, California, ADAIA is an AI company. The team specializes in Artificial Intelligence and AI Consulting.
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$10,000+Undisclosed50 - 249Dublin, CA
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ConvergeHub, Inc., a CRM consulting and SI company, is in Dublin, California. Founded in 2016, the team provides CRM consulting and SI and Business Consulting.
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UndisclosedUndisclosed50 - 249Fremont, CA
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Penguin Computing Inc is a Fremont, California-based AI Consulting company. The team offers AI Consulting and Generative AI.
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$100,000+Undisclosed250 - 999Milpitas, CA
Services provided
See all 1 projectsRysun Labs Inc. is a web solutions company recognized for its skilled and dedicated team that successfully develops comprehensive applications with global reach. Their commitment to professionalism is highly regarded, with 100% of the feedback emphasizing effective communication and project deliverables, leading to ongoing partnerships.
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$5,000+$100 - $149 / hr2 - 9Redwood City, CA
Services provided
VitruAI is a Redwood City, California-based AI Agents company. Launched in 2025, the team provides AI Agents and Artificial Intelligence.
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$100,000+$100 - $149 / hr250 - 999Mountain View, CA
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IT managed services company Sage IT is located in Frisco, Texas and Kondapur, India. Their services include IT managed services and AI Consulting.
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UndisclosedUndisclosed250 - 999Pleasanton, CA
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Launched in 2014, Brillius AI Labs is an AI Agents company. The agency provides AI Agents and cloud consulting & SI.
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$5,000+$150 - $199 / hr2 - 9Stanford, CA
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IngestAI Labs, Inc. Is a Stanford, California-based AI Consulting company. Established in 2023, the team focuses on AI Consulting and Generative AI.
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$1,000+$100 - $149 / hr10 - 49Union City, CA
Services provided
Social media marketing company AI Source Hub was launched in 2022. The small team focuses on Social Media Marketing and Content Marketing.
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$50,000+$25 - $49 / hr50 - 249Palo Alto, CA
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OpenCV.ai is an AI firm. The company is based in Palo Alto, California. Their services include Artificial Intelligence and AI Consulting.
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$1,000+Undisclosed10 - 49Palo Alto, CA
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Dataplatr is a big data company. They are located in Palo Alto, California and have small team of experts. Their services include BI & big data consulting & SI and AI Consulting.
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UndisclosedUndisclosed2 - 9San Francisco, CA
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AI company Ai Engine is based in San Francisco, California. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed250 - 999Newark, CA
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Skoruz Technologies is a Cybersecurity company. Their team is headquartered in Newark, California and Newark, California and focuses on Cybersecurity and Business Consulting.
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$10,000+$50 - $99 / hr10 - 49Concord, CA
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API4AI is an artificial intelligence company. Founded in 2020, the firm is headquartered in Concord, California. Their services include Artificial Intelligence and Custom Software Development.
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$50,000+$300+ / hr10 - 49Palo Alto, CA
Services provided
Established in 2024, Rotavision is an AI Consulting company. The team specializes in AI Consulting and BI & big data consulting & SI.
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$25,000+$25 - $49 / hr250 - 999Cupertino, CA
Services provided
See all 4 projectsPratham Software is a software development company specializing in building comprehensive SaaS platforms and custom software solutions. Their reviews reflect a strong focus on timely delivery, efficient communication, and maintaining high-quality standards, with over 85% of clients praising their project management and responsiveness. Clients consistently highlight the company's collaborative culture and commitment to client success.
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UndisclosedUndisclosed250 - 999Palo Alto, CA
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Established in 2016, Opentrends US is an AI development company. The team specializes in Artificial Intelligence and IT managed services.
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$25,000+$50 - $99 / hr50 - 249Los Altos, CA
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Convo is an IT staff augmentation company. Their team is based in Los Altos, California and Scottsdale, Arizona and provides IT staff augmentation and AI Consulting.
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$5,000+$25 - $49 / hr10 - 49Cupertino, CA
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See all 1 projectsDeemsoft is a technology company specializing in AI-driven marketing solutions. Reviews highlight their strong expertise, project management skills, and commitment to delivering quality and timely work. While bugs were initially present, Deemsoft's responsiveness ensured quick resolutions. Overall, 100% of the feedback is positive, emphasizing their knowledgeable team and effective lead generation outcomes.
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UndisclosedUndisclosed250 - 999Mountain View, CA
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Founded in 2019, Factored, a midsize software development firm, is located in Mountain View, California. Their team provides Custom Software Development and BI & big data consulting & SI.
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$10,000+Undisclosed2 - 9Palo Alto, CA
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Nakora is a SEO services firm. They provide Search Engine Optimization and AI Consulting and were launched in 2025.
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$25,000+$25 - $49 / hr50 - 249San Jose, CA
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Aimesoft is an artificial intelligence development company. They are located in San Jose, California and Hanoi, Vietnam. Their team provides Artificial Intelligence and Generative AI.
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$1,000+$25 - $49 / hr2 - 9Woodside, CA
Services provided
Launched in 2025, Pensive is a small artificial intelligence development company. Their team focuses on Artificial Intelligence and AI Agents.
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List of the Top 15 San Francisco AI Consulting Firms
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$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 Consulting60% Other -
$10,000+$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
37.3/40.017.6/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Consulting70% Other -
$10,000+$25 - $49 / hr50 - 249San Francisco, CA
Ability to deliver
37.8/40.018.4/20 Reviews10/10 Clients & Experience9.4/10 Market PresenceService focus
15% AI Consulting85% Other -
$10,000+$100 - $149 / hr10 - 49San Francisco, CA
Ability to deliver
35.1/40.018.8/20 Reviews10/10 Clients & Experience6.4/10 Market PresenceService focus
40% AI Consulting60% Other -
$10,000+$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
37/40.017.8/20 Reviews9.7/10 Clients & Experience9.5/10 Market PresenceService focus
10% AI Consulting90% Other -
$25,000+$50 - $99 / hr250 - 999San Francisco, CA
Ability to deliver
36/40.016.2/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
10% AI Consulting90% Other -
$25,000+$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
35.3/40.016.2/20 Reviews10/10 Clients & Experience9.1/10 Market PresenceService focus
20% AI Consulting80% Other -
$25,000+$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
35/40.017.6/20 Reviews9.9/10 Clients & Experience7.5/10 Market PresenceService focus
20% AI Consulting80% Other -
$1,000+< $25 / hr10 - 49Richmond, CA
Ability to deliver
35.9/40.017.2/20 Reviews9.5/10 Clients & Experience9.2/10 Market PresenceService focus
15% AI Consulting85% Other -
$25,000+$50 - $99 / hr250 - 999San Francisco, CA
Ability to deliver
34.8/40.016.4/20 Reviews10/10 Clients & Experience8.4/10 Market PresenceService focus
10% AI Consulting90% Other -
$5,000+$100 - $149 / hr10 - 49San Francisco, CA
Ability to deliver
34.9/40.018.4/20 Reviews10/10 Clients & Experience6.5/10 Market PresenceService focus
15% AI Consulting85% Other -
$5,000+$150 - $199 / hr10 - 49San Francisco, CA
Ability to deliver
35.1/40.017.6/20 Reviews10/10 Clients & Experience7.5/10 Market PresenceService focus
10% AI Consulting90% Other -
$10,000+$25 - $49 / hr50 - 249San Francisco, CA
Ability to deliver
33.5/40.016.2/20 Reviews8.8/10 Clients & Experience8.5/10 Market PresenceService focus
10% AI Consulting90% Other -
$10,000+$25 - $49 / hr10 - 49San Mateo, CA
Ability to deliver
33.7/40.016.8/20 Reviews10/10 Clients & Experience6.9/10 Market PresenceService focus
10% AI Consulting90% Other -
$1,000+$25 - $49 / hr50 - 249Emeryville, CA
Ability to deliver
30.7/40.016.2/20 Reviews5.9/10 Clients & Experience8.7/10 Market PresenceService focus
30% AI Consulting70% Other -
$10,000+$25 - $49 / hr50 - 249San Francisco, CA
Ability to deliver
30.9/40.017.2/20 Reviews7.9/10 Clients & Experience5.8/10 Market PresenceService focus
15% AI Consulting85% Other -
Undisclosed$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
28.8/40.017.4/20 Reviews5.7/10 Clients & Experience5.7/10 Market PresenceService focus
30% AI Consulting70% Other -
$10,000+$50 - $99 / hr10 - 49San Francisco, CA
Ability to deliver
31.5/40.016.2/20 Reviews10/10 Clients & Experience5.3/10 Market PresenceService focus
10% AI Consulting90% Other -
$10,000+< $25 / hr10 - 49San Francisco, CA
Ability to deliver
29.8/40.016.2/20 Reviews9.1/10 Clients & Experience4.5/10 Market PresenceService focus
15% AI Consulting85% Other -
$10,000+$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
26.4/40.020/20 Reviews1.4/10 Clients & Experience5/10 Market PresenceService focus
10% AI Consulting90% Other -
$1,000+$25 - $49 / hr50 - 249San Francisco, CA
Ability to deliver
24.9/40.015.8/20 Reviews4/10 Clients & Experience5.1/10 Market PresenceService focus
15% AI Consulting85% Other -
$50,000+$50 - $99 / hr10 - 49San Francisco, CA
Ability to deliver
21.3/40.015.6/20 Reviews0/10 Clients & Experience5.7/10 Market PresenceService focus
15% AI Consulting85% Other -
Undisclosed< $25 / hr10 - 49San Francisco, CA
Ability to deliver
20.4/40.016.4/20 Reviews0/10 Clients & Experience4/10 Market PresenceService focus
20% AI Consulting80% Other -
$10,000+$100 - $149 / hr50 - 249San Mateo, CA
Ability to deliver
21.2/40.016.6/20 Reviews0/10 Clients & Experience4.6/10 Market PresenceService focus
10% AI Consulting90% Other -
$1,000+Undisclosed2 - 9San Francisco, CA
Ability to deliver
21/40.016.4/20 Reviews0/10 Clients & Experience4.6/10 Market PresenceService focus
10% AI Consulting90% Other -
$10,000+$25 - $49 / hr50 - 249San Francisco, CA
Ability to deliver
30.8/40.016/20 Reviews5.2/10 Clients & Experience9.6/10 Market PresenceService focus
15% AI Consulting85% Other -
UndisclosedUndisclosed250 - 999San Francisco, CA
Ability to deliver
5.9/40.00/20 Reviews0/10 Clients & Experience5.9/10 Market PresenceService focus
20% AI Consulting80% Other -
$50,000+$100 - $149 / hr250 - 999Walnut Creek, CA
Ability to deliver
35.7/40.016.6/20 Reviews9.7/10 Clients & Experience9.3/10 Market PresenceService focus
10% AI Consulting90% Other -
UndisclosedUndisclosed10,000+San Francisco, CA
Ability to deliver
6/40.00/20 Reviews0/10 Clients & Experience6/10 Market PresenceService focus
10% AI Consulting90% Other -
$25,000+$25 - $49 / hr50 - 249San Francisco, CA
Ability to deliver
5.3/40.00/20 Reviews0/10 Clients & Experience5.3/10 Market PresenceService focus
30% AI Consulting70% Other
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San Francisco AI Consulting FAQs
San Francisco-based AI consulting teams sit at the intersection of cutting-edge research, venture-backed product velocity, and enterprise-readiness. Many have hands-on experience with leading model providers (OpenAI, Anthropic, Google), open-source frameworks (PyTorch, LangChain, Llama), and cloud platforms (AWS, Azure, GCP) commonly adopted by Bay Area companies.
You’ll also find stronger access to specialized talent in MLOps, data engineering, and responsible AI—plus familiarity with US privacy expectations, SOC 2 practices, and industry frameworks like HIPAA for healthtech or FINRA guidance in fintech. Moreover, their proximity to your team can speed whiteboarding, stakeholder workshops, and executive buy-in—especially for cross-functional initiatives spanning data, product, and security.
Pricing depends on variables such as scope, complexity, and team seniority. Based on Clutch’s recent data, most firms in San Francisco charge:
- Hourly rates: Typically $150 – $300+ for senior consultants and ML engineers.
- Strategy sprints and discovery: $10,000–$40,000 for 2 – 6 weeks.
- Proofs of concept (GenAI, prediction, or NLP): $30,000 – $100,000+.
- Production builds with MLOps and integrations: $75,000 – $300,000+.
It’s also important to budget for infrastructure and usage, data cleaning, security reviews, and ongoing monitoring. Many firms start with a fixed-fee pilot, then move to monthly retainers for iteration and support.
San Francisco is home to exceptional AI consultants with rich experience in various markets and niches. You’ll find deep specialization across:
- Fintech and enterprise SaaS
- Healthtech and biotech
- E-commerce and marketplaces
- Cybersecurity and fraud
- Media and gaming
- Mobility and logistics
Local firms are also experienced with product-led growth companies and venture-backed startups that value rapid experimentation and measurable ROI.
- Clarify the use case and success metrics — efficiency gains, revenue lift, risk reduction, or product differentiation.
- Validate technical depth — Ask for relevant case studies, architectures, and MLOps practices.
- Check data readiness and governance — PII handling, SOC 2 controls, role-based access, and audit trails.
- Probe for model strategy — Tradeoffs between proprietary APIs and open-source models, evaluation methods, and cost controls.
- Demand a pilot plan — Milestones, acceptance criteria, and a path from POC to production.
- Confirm ownership — Source code, IP, and documentation should be clearly assigned to your company.
Clutch curated directories and resources to help corporate clients connect with trusted service providers. Leverage the filters to find firms by pricing, client ratings, and industry expertise.
- Vague promises without a measurable roadmap or benchmarks
- “Prompting only” solutions with no data strategy, security, or monitoring
- No model evaluation plan (hallucination tests, bias checks, cost/performance tracking)
- Lack of transparency around tools, architecture, or access to repos
- Overreliance on a single vendor with rigid lock-in
- No plan for post-launch support, drift mitigation, or retraining cadence
Don’t leave these red flags unchecked so you don’t end up with unnecessary headaches in the future. Make sure to identify, address, and avoid these warning signs as soon as possible.