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:
15 Leaders 15 Contenders
158 Companies
List of the Top San Francisco AI Consulting Firms
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Featured
What are Featured Providers?
$10,000+$25 - $49 / hr10 - 49Serves San Francisco, CAServices provided
15% AI Consulting25% AI Development20% AI Agents +3 services20% Generative AI10% IoT Development10% Low/No Code DevelopmentSee 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.
Reviews mention Efficient
Clients have consistently praised DataRoot Labs for their efficiency and timely delivery of projects. One client highlighted their 'level of efficiency and transparency,' noting meticulous task management and proactive communication. Another client commended their ability to 'easily solve issues' and deliver on time despite changes in project scope. Overall, the sentiment regarding efficiency is overwhelmingly positive, with clients expressing satisfaction with the results and collaboration throughout the project.-
Custom Software Development for Dating App
5.0 Apr 24, 2023We were blown away by the level of efficiency and transparency with which they managed the project, detailing all the tasks in Jira as well as sending a summary email ahead of each sprint, while taking the time to break down the details in our sync meetings.
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NLP Model Development for Retail Company
5.0 Apr 27, 2022All in all, they understood the task very quickly with very little explanation, delivered exactly what was asked efficiently and professionally.
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Blockchain Development for Loyalty Reward Platform
5.0 Jan 7, 2019DataRoot Labs demonstrates in-depth expertise in AI and blockchain technology. They can address our business vision and work efficiently within our timeline and budget.
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AI Development for Wine Company
4.0 Mar 21, 2024Yes, they deliver on time even if we had to do some changes to the plan. The efficiency, the way to easily solve issues, collaboration, detailed subject knowledge.
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4 of 4 AI Consulting reviews are 5 stars1 new review for AI Consulting in past 6 months$10,000 – $49,000 avg. project costRead 4 ReviewsAI Consulting PROJECT HIGHLIGHT
AI Development and Consulting for Content Creation Company
5.0 — DataRoot Labs has developed an AI-based content identification system for a content creation company. The team is responsible for building a content ingestion pipeline and creating data reasoning Read moreWas this helpful?
Average Project Cost Breakdown
Read All ReviewsWhat Clients Have Said
DataRoot Labs is consistently recognized for offering strong value for money, with clients noting their competitive pricing and effective solutions. One CEO highlighted that the costs were under $2 per user per month, while another remarked that their pricing fit within budget constraints. Clients frequently expressed satisfaction with the overall quality of deliverables relative to costs, reinforcing a positive sentiment regarding the company's value proposition across various projects.Was this helpful?
More responsive than most other service providers
Get in TouchDataRoot Labs is very responsive
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$50,000+$50 - $99 / hr250 - 999Serves San Francisco, CAServices provided
25% AI Consulting15% AI Development15% Cloud Consulting & SI +6 services10% AI Agents10% Custom Software Development10% Generative AI5% BI & Big Data Consulting & SI5% IT Managed Services5% IT Staff AugmentationSee 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.
1 of 1 reviews is 5 starsUnknown avg. project costRead 1 Recent ReviewReviewed 1 time in the past 6 months
Recent reviews of Opinov8 Digital and Engineering Solutions highlight their exceptional engineering quality and effective project management. Clients noted the impressive skill level of the team, with one review emphasizing their ability to deliver all agreed releases and significantly improve application performance. Communication with management was described as frank and amicable. Overall, the sentiment is highly positive, with minimal suggestions for improvement, indicating a strong fit for complex digital projects.Was this helpful?
Average Project Cost Breakdown
Read All ReviewsWhat Clients Have Said
Opinov8 Digital and Engineering Solutions is generally perceived as providing good value for money, with clients noting that their pricing fits within budgets while maintaining high-quality outputs. One client highlighted that their pricing was competitive, stating it offered 'great value for cost.' Another mentioned saving approximately 20% on costs due to their efficient service. Overall, the sentiment is positive, with clients appreciating the balance between cost and the quality of services rendered.Was this helpful?
More responsive than most other service providers
Get in TouchOpinov8 Digital and Engineering Solutions is very responsive
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$25,000+$150 - $199 / hr50 - 249Serves San Francisco, CAServices provided
30% AI Consulting30% Custom Software Development20% BI & Big Data Consulting & SI +2 services10% Cloud Consulting & SI10% IT Managed ServicesSee 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.
1 of 1 reviews is 5 stars$50,000 – $199,999 avg. project costRead 1 Recent ReviewReviewed 1 time in the past 6 months
Emergent Software has received positive feedback over the last six months, with clients highlighting their exceptional project management and technical expertise. One client noted the successful migration to cloud services and praised the team's ability to meet deadlines and promptly address needs. The collaboration fostered a strong cultural fit, although a suggestion for improvement was made regarding better visibility of support request prioritization. Overall, clients express satisfaction with the company's alignment to their values and effective communication.Was this helpful?
Industry Experience
Emergent Software has demonstrated expertise across diverse industries including legal, medical, financial services, manufacturing, and utilities. Clients have praised their responsiveness, technical proficiency, and ability to deliver customized software solutions that enhance operational efficiency and user experience. Overall sentiment is positive, highlighting their commitment to project management and client satisfaction. Industries such as financial services and healthcare particularly benefit from their specialized capabilities in data management and cybersecurity, making Emergent Software a strong fit for clients seeking robust IT solutions.
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Chemicals & Biotechnology Medical Construction Transportation Advertising & marketing IT Services Design Food & Beverages Nonprofit Hospitality & leisure Government Engineering Healthcare Financial services Other Industry Retail Arts, entertainment & music Manufacturing Legal UtilitiesWas this helpful?
More responsive than most other service providers
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$10,000+< $25 / hr250 - 999Serves San Francisco, CAServices provided
10% AI Consulting30% Mobile App Development30% Web Development +3 services10% AI Agents10% Custom Software Development10% UX/UI DesignSee all 41 projectsPowerGate Software is a versatile software development company offering web and app development, custom software solutions, and technical project management. The company has received predominantly positive feedback, with over 90% of reviewers highlighting their technical depth, timely delivery, and strong communication. However, some noted areas for improvement include more detailed project scope definitions and enhanced spoken English skills among team members.
0 of 1 reviews is 5 stars$10,000 – $49,000 avg. project costRead 1 Recent ReviewReviewed 1 time in the past 6 months
In recent reviews, clients praised PowerGate Software for their flexibility and timely delivery, highlighting their successful development of a patient companion app for BioOra Ltd. The team demonstrated openness to scope refinements and additional features. However, some feedback indicated a need for improved detail in project scope definitions and documentation, as clients desired clearer descriptions of deliverables and timelines.Was this helpful?
Average Project Cost Breakdown
Read All ReviewsWhat Clients Have Said
Overall, clients of PowerGate Software expressed satisfaction with the company's cost-effectiveness and value for money. Feedback highlighted that their pricing aligns well with client budgets, as noted by multiple reviewers who emphasized 'good value for cost' and 'pricing fit our budget.' However, some clients mentioned concerns about rising costs over time. Overall sentiment reflects that clients appreciate the quality of work delivered relative to the investment, making PowerGate a competitive choice in the software development market.Was this helpful?
More responsive than most other service providers
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$1,000+Undisclosed10 - 49Palo Alto, CA
Services provided
20% AI Consulting25% BI & Big Data Consulting & SI10% Business Consulting +5 services10% Cloud Consulting & SI10% Data Annotation Services10% Generative AI10% IT Managed Services5% Content Moderation ServicesDataplatr 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
Services provided
20% AI Consulting80% AI DevelopmentAI company Ai Engine is based in San Francisco, California. Their services include Artificial Intelligence and AI Consulting.
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Featured
What are Featured Providers?
$75,000+$50 - $99 / hr10 - 49Serves San Francisco, CAServices provided
35% AI Consulting35% AI Agents10% Custom Software Development +2 services10% Mobile App Development10% Product DesignSee all 26 projectsX2 Labs is a versatile mobile app development company, praised for its exceptional project management and professionalism. With a focus on delivering high-quality, user-friendly solutions, 90% of reviewers highlight their commitment to excellence and the ability to adapt swiftly to changes. Their collaborative approach and culture fit are frequently noted as key strengths.
1 of 1 AI Consulting reviews are 5 stars1 new review for AI Consulting in past 6 monthsUnknown avg. project costRead 1 ReviewAI Consulting PROJECT HIGHLIGHT
Web, Mobile Dev & AI Engineering for EdTech Company
5.0 — X2 Labs provides web and mobile development, AI engineering, project management, product enhancements, and ongoing engineering support for an edtech company. They work alongside the client's Read moreWas this helpful?
Average Project Cost Breakdown
Read All ReviewsWhat Clients Have Said
X2 Labs has received consistently positive feedback regarding its cost and value for money. Clients highlighted that X2 Labs' pricing fits within their budgets while providing exceptional quality and dedication. One client noted that they chose X2 Labs for their high ratings and good value for cost, stating they felt like partners rather than an external team. Another client emphasized the company's ability to deliver on time and within budget, reinforcing the overall sentiment that X2 Labs offers significant value relative to its pricing.Was this helpful?
More responsive than most other service providers
Get in TouchX2 Labs is very responsive
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$10,000+$150 - $199 / hr50 - 249Serves San Francisco, CAServices provided
20% AI Consulting20% CRM Consulting and SI20% Web Development +3 services15% AI Development15% Custom Software Development10% Cloud Consulting & SISee all 43 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.
Reviews mention Open to feedback
The overall sentiment regarding LaunchPad Lab's openness to feedback is highly positive. Clients consistently noted their receptiveness to suggestions and collaborative approach. For instance, one client stated they appreciated LaunchPad Lab's 'willingness to engage on every minor detail,' while another highlighted how they 'valued our feedback and created extra mockups' to enhance user experience. This responsive communication fosters a productive partnership, as clients felt empowered to share ideas, ensuring alignment throughout the project lifecycle.-
Web Development for Education Company
5.0 Feb 16, 2018I loved that it was a very iterative process, with lots of back and forth and conversation throughout. They were extremely collaborative, even as I continued to blow up their inbox with various ideas and design changes. Open and receptive to my input, they worked in every detail of the website I wanted and took a hands-on approach to getting it all done.
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Web Dev for Test Preparation Company
5.0 May 5, 2020They were receptive to feedback. Initially, we weren’t thrilled with the design elements, but we got exactly what we wanted in the end. They continued to deliver on time and present strong work that exceeded our expectations. Also, communicate about wrinkles that come up because they’re particularly receptive to receiving feedback.
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AI App Development for Life Sciences Company
5.0 Aug 21, 2026LaunchPad Lab has delivered on time. The team is open to changes and improvements. We’ve held them back from deployments as our documents team has been trained and moved around to help with other projects.
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1 of 1 reviews is 5 starsUnknown avg. project costRead 1 Recent ReviewReviewed 1 time in the past 6 months
In the last six months, client feedback for LaunchPad Lab highlights their exceptional expertise in AI application development and enterprise solutions. One client from Castle Biosciences noted a 95% success rate in AI accuracy and significant time savings in document processing. The team was praised for their responsiveness, project management, and cultural alignment, with no suggested areas for improvement. Overall, sentiment is highly positive, indicating a strong fit for complex projects.Was this helpful?
Industry Experience
LaunchPad Lab has received favorable feedback across multiple industries, notably Financial Services, Education, Real Estate, and Automotive. Clients highlight their expertise in developing responsive web platforms, enhancing user experience, and delivering projects on time. In Financial Services, they excel in platform integrations; in Education, they support e-learning solutions. Overall, sentiment is highly positive, affirming LaunchPad Lab's adaptability and collaborative approach, making them a strong fit for businesses seeking technological innovation across diverse sectors.
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Other industries Medical Financial services Automotive Real estate Arts, entertainment & music Education Hospitality & leisure Government Business services Information technologyWas this helpful?
Average Project Cost Breakdown
Read All ReviewsWhat Clients Have Said
Overall, clients perceive LaunchPad Lab as providing good value for money, often highlighting their competitive pricing and high-quality deliverables. For instance, one client noted that they selected LaunchPad due to their pricing fitting within their budget and providing good value for the cost. Another client emphasized the responsive support and timely delivery, stating that they received a well-functioning product that exceeded expectations. The general sentiment among clients is that LaunchPad Lab effectively balances cost and quality, making them a strong choice for various projects.Was this helpful?
$5,000+$150 - $199 / hr1,000 - 9,999Serves San Francisco, CAServices provided
10% AI Consulting70% IT Managed Services10% Cybersecurity +1 service10% IT Strategy ConsultingSee 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.
Reviews mention Communicative
Integris has received positive feedback regarding its communication and responsiveness. Clients consistently highlight the team's ability to provide timely updates and maintain clear channels of communication through various methods, including phone, email, and ticketing systems. For instance, one client noted that Integris' project management team was very communicative, delivering work on time without unexpected surprises. However, some clients mentioned occasional delays in urgent support responses, indicating room for improvement in response times.-
IT Services & Cybersecurity for Medical Equipment Company
5.0 Aug 30, 2024Integris delivers work on time and on budget and has great communication with us via email and Zoom. We recently had a project kick-off call on Zoom with project managers and other teammates responsible. We receive routine updates through email and calls if needed.
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Managed IT Services for Claims Management Solutions Co
4.5 Aug 27, 2024Integris delivers on time and on budget, and they communicate well with us. Whenever we need something, we send an email to their provided addresses, which then goes into a ticketing system on their end. Everything is communicated through email and phone calls, but it's tracked through that system.
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Managed IT & Cloud Services for Church
5.0 Aug 20, 2024Integris' communication is wonderful to our staff and to me as well. Moreover, their timeliness and follow-through are excellent. Our staff appreciates the layman's mentality they bring to the table to communicate with us.
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Cybersecurity & Managed IT Services for Nonprofit Org
5.0 Aug 9, 2024Integris delivers work on time and on budget and communicates well with us through phone calls and emails. The team creates a support ticket after we send email.
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Managed IT & Cybersecurity Services for Bank
5.0 Jul 23, 2024On top of that, their communication is spot on. We have a ticket portal where we can track our quarterly reporting items. Integris also has a remote help desk option for hands-on tasks that they need to do for our employees.
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Industry Experience
Integris has demonstrated strong expertise across various industries, including financial services, healthcare, and non-profit organizations. Clients consistently recognize their proactive approach, high-quality service, and ability to provide tailored IT solutions. Overall sentiment reflects satisfaction with Integris' responsiveness and project management, particularly in cybersecurity and infrastructure. They are especially well-suited for organizations requiring comprehensive IT support and those looking to transition to cloud-based systems.
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Other industries Arts, entertainment & music Financial services Retail Medical Media Business services Non-profit Manufacturing Education Real estate Hospitality & leisure Legal Advertising & marketing AutomotiveWas this helpful?
More responsive than most other service providers
Get in TouchIntegris is very responsive
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UndisclosedUndisclosed250 - 999Newark, CA
Services provided
30% AI Consulting35% Business Consulting35% CybersecuritySkoruz 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
Services provided
20% AI Consulting40% AI Development10% Content Moderation Services +3 services10% Custom Software Development10% Digital Asset Management10% Low/No Code DevelopmentAPI4AI 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
25% AI Consulting20% BI & Big Data Consulting & SI20% Cloud Consulting & SI +3 services15% Business Consulting10% Generative AI10% IT Strategy ConsultingEstablished 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
10% AI Consulting20% Enterprise App Modernization15% Custom Software Development +6 services15% Digital Engineering10% AI Development10% Generative AI8% Application Testing7% Mobile App Development5% DevOps Managed ServicesSee 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.
Reviews mention Collaborative
The sentiment regarding collaboration with Pratham Software is overwhelmingly positive. Clients noted their 'collaborative, efficient, and solution-oriented' approach, highlighting their ability to provide regular updates and quickly incorporate feedback. One client emphasized their reliability in supporting project needs, while another appreciated their adaptability in adjusting timelines and features without compromising quality. Overall, the feedback underscores a strong partnership and effective communication throughout the project.-
Custom Software Development for Educational Software Company
5.0 Jun 21, 2025They were collaborative, efficient, and solution-oriented, making them a reliable partner in supporting our needs. They provided regular updates, were quick to incorporate feedback, and adjusted timelines or features when necessary without compromising quality.
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Industry Experience
Pratham Software has received positive feedback across diverse industries including Education, Business Services, Information Technology, and Software Development. Clients commend their expertise in developing SaaS platforms, enhancing project management, and delivering timely solutions with effective communication. Industry-specific strengths include creating educational technology, collaborating on platform services, and advancing IT solutions. Overall, sentiments highlight Pratham Software's reliability and professionalism, making them a strong candidate for companies seeking expertise in these sectors.
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Education Business services Information technology SoftwareWas this helpful?
More responsive than most other service providers
Get in TouchPratham Software is very responsive
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UndisclosedUndisclosed250 - 999Palo Alto, CA
Services provided
10% AI Consulting20% AI Development10% Cloud Consulting & SI +6 services10% Custom Software Development10% IT Managed Services10% IoT Development10% Low/No Code Development10% UX/UI Design10% Web DesignEstablished 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
Services provided
20% AI Consulting50% IT Staff Augmentation10% Application Management & Support +2 services10% Microservices Architecture Services10% Mobile App DevelopmentConvo 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
Services provided
10% AI Consulting10% AI Development10% Blockchain +7 services10% Cloud Consulting & SI10% Custom Software Development10% Cybersecurity10% E-Commerce Development10% IT Strategy Consulting10% IoT Development10% Mobile App DevelopmentSee 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.
Industry Experience
Deemsoft has demonstrated expertise in the IT Services industry, particularly in AI marketing solutions for construction and property management sectors. Clients appreciate their knowledgeable team and commitment to quality, resulting in improved lead generation and customer acquisition. Overall sentiment reflects a strong capability to deliver on time, although minor initial bugs were noted, they were promptly addressed. This indicates a strong alignment for businesses seeking innovative IT solutions, especially within construction and property management.
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IT ServicesWas this helpful?
Average Project Cost Breakdown
Read All ReviewsWhat Clients Have Said
Clients have expressed positive sentiments regarding Deemsoft's cost and value for money, noting that the company provides knowledgeable resources and delivers quality work on time. For instance, a COO highlighted that the investment led to significant improvements in lead tracking and customer acquisition. While initial bugs were reported, the swift resolution of these issues reinforced the perceived value of their services, affirming the overall satisfaction with the project's return on investment.Was this helpful?
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UndisclosedUndisclosed250 - 999Mountain View, CA
Services provided
20% AI Consulting40% Custom Software Development20% AI Development +1 service20% BI & Big Data Consulting & SIFounded 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
Services provided
20% AI Consulting60% Search Engine Optimization20% Account-Based MarketingNakora is a SEO services firm. They provide Search Engine Optimization and AI Consulting and were launched in 2025.
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$5,000+$100 - $149 / hr2 - 9Newark, CA
Services provided
15% AI Consulting25% AI Agents20% Content Marketing +3 services15% Content Writing Services15% Search Engine Optimization10% Generative AILymLyt is an AI Agents company. Their team is headquartered in Newark, California and specializes in AI Agents and Content Marketing.
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$25,000+$25 - $49 / hr50 - 249San Jose, CA
Services provided
10% AI Consulting40% AI Development20% Generative AI +3 services10% IT Managed Services10% IT Staff Augmentation10% Low/No Code DevelopmentAimesoft 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
20% AI Consulting40% AI Agents40% AI DevelopmentLaunched in 2025, Pensive is a small artificial intelligence development company. Their team focuses on Artificial Intelligence and AI Agents.
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$10,000+< $25 / hr50 - 249San Jose, CA
Services provided
10% AI Consulting20% AI Development20% Custom Software Development +5 services15% AI Agents10% Generative AI10% IT Staff Augmentation10% IoT Development5% IT Strategy ConsultingSee all 47 projectsWebMob Technologies is a software development company, offering services from mobile app development to website design and backend solutions. Reviews reveal a mixed reception: while 75% of clients praise their timely delivery, technical skill, and project management, 25% express concerns about communication and quality of deliverables, highlighting issues such as unmet project expectations and additional fees.
Average Project Cost Breakdown
Read All ReviewsWhat Clients Have Said
WebMob Technologies is often praised for their cost-effectiveness and the value they provide for the price. Clients frequently highlight that their pricing aligns well with budgets, with specific feedback noting 'good value for cost' and 'excellent quality at a competitive price.' However, there are concerns about inconsistent project delivery and communication, with some clients expressing dissatisfaction over additional charges for modifications. Overall, sentiment varies, but many appreciate the balance of affordability and quality.Was this helpful?
$2,500 Best for firms needing AI audit & roadmap $5,500 Best for teams ready to automate workflows $12,000 Best for enterprises scaling AI opsView PackagesAI Workflow Automation Packages
AI strategists + automation engineers build custom workflows, agents & integrations tailored to your processes. We analyze operations, identify automation opportunities, deploy AI solutions, optimize performance, and support your team with reporting, training & continuous improvements.Was this helpful?
See All Locations (3)San Jose, CA
111 N Market St
San Jose, CA 951132 - 5
+14085209597
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Review Rating from Clients
5.0/5.0
Quality
5.0
Schedule
4.3
Cost
5.0
Willing to Refer
5.0
California clients praise WebMob Technologies for their expertise in web and app development, including progressive web apps, CRM systems, and corporate websites. They highlight the company's ability to handle complex, innovative projects with flexibility, delivering polished, engaging results that meet diverse business needs.Read Local ReviewsWas this helpful?
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$5,000+$25 - $49 / hr10 - 49Fremont, CA
Services provided
20% AI Consulting20% AI Development20% Back Office Outsourcing +2 services20% Blockchain20% Product DesignLocated in Fremont, California and Vadodara, India, Sruhad Technologies is a Product Design company. Their services include Product Design and Artificial Intelligence.
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$1,000+$25 - $49 / hr250 - 999San Jose, CA
Services provided
10% AI Consulting35% CRM Consulting and SI15% BI & Big Data Consulting & SI +4 services10% AI Development10% ERP Consulting and SI10% Mobile App Development10% Web DevelopmentSee all 12 projectsKsolves India Limited specializes in AI Consulting and delivers comprehensive AI Solutions, focusing on dashboard management and implementation services. They receive consistently positive feedback, with clients noting timely deliveries and excellent support, resulting in successful project outcomes. Approximately 100% of the reviews mention satisfaction with the value for cost and effective communication.
1 of 1 AI Consulting reviews are 5 starsLess than $10,000 avg. project costRead 1 ReviewAI Consulting PROJECT HIGHLIGHT
ERP Consulting & SI for Construction Company
5.0 — Ksolves India Limited built a dashboard for a construction company. The dashboard featured a list view manager for the client. Read moreWas this helpful?
Industry Experience
Ksolves India Limited demonstrates notable expertise in the Manufacturing and IT Services sectors, receiving positive feedback for their responsiveness, project management, and technical capabilities. Clients commend their successful integration of eCommerce platforms like WooCommerce and Shopify, as well as dashboard development for management purposes. However, feedback from the Software industry highlights significant dissatisfaction regarding project management and delivery timelines, emphasizing a mixed overall sentiment. Potential clients in Manufacturing and Digitalization may find a better match with this provider.
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IT Services Software Manufacturing Engineering Other IndustryWas this helpful?
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See All Locations (5)San Jose, CA
11 North Market Street
San Jose, CA 951132 - 5
+16462031075
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$1,000+$25 - $49 / hr10 - 49Mountain View, CA
Services provided
20% AI Consulting25% AI Development20% Generative AI +3 services15% AI Agents10% BI & Big Data Consulting & SI10% IT Strategy ConsultingAI Consultant is an artificial intelligence firm established in 2021. The agency provides Artificial Intelligence and AI Consulting, and is small.
Read moreSee All Locations (2)Mountain View, CA
AI Consultant, 1600 Amphitheatre Parkway Mountain View, CA - 94043, USA
Mountain View, CA 940431
09733655185
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$5,000+$300+ / hr2 - 9Pleasanton, CA
Services provided
20% AI Consulting20% AI Development20% Application Management & Support +2 services20% Custom Software Development20% IT Staff AugmentationM-Vision, Inc is a small IT staff augmentation company. Founded in 1998, the team offers IT staff augmentation and Custom Software Development.
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UndisclosedUndisclosed2 - 9San Francisco, CA
Services provided
10% AI Consulting60% Market Research20% Marketing Strategy +1 service10% AI DevelopmentLopez 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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UndisclosedUndisclosed50 - 249Sunnyvale, CA
Services provided
20% AI Consulting20% AI Development20% Application Testing +2 services20% Digital Engineering20% Robotics Process AutomationSGBI Inc is an artificial intelligence company founded in 2021. The firm provides Artificial Intelligence and Application Testing, and is midsize.
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$10,000+$50 - $99 / hr10 - 49San Jose, CA
Services provided
30% AI Consulting50% BI & Big Data Consulting & SI20% Cloud Consulting & SIWhite Box Data is a big data company. Launched in 2023, the team provides BI & big data consulting & SI and AI Consulting. The firm is based in San Jose, California and Charlotte, North Carolina.
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$25,000+$50 - $99 / hr50 - 249San Jose, CA
Services provided
10% AI Consulting30% AI Development10% AI Agents +6 services10% Custom Software Development10% Generative AI10% Robotics Process Automation10% Web Development5% Cybersecurity5% Mobile App DevelopmentAI company Tech.us, Inc provides Artificial Intelligence and Custom Software Development. They are based in San Jose, California.
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UndisclosedUndisclosed250 - 999San Jose, CA
Services provided
10% AI Consulting40% IT Managed Services30% ECM Consulting and SI +2 services10% Generative AI10% Other IT Consulting and SISpotline Inc is an IT managed services company. The San Jose, California-based agency was launched in 2005. Their services include IT managed services and ECM consulting and SI.
Read more -
$5,000+$50 - $99 / hr10 - 49Mountain View, CA
Services provided
10% AI Consulting30% AI Development20% AI Agents +3 services20% Generative AI10% Business Consulting10% IT Strategy ConsultingAutonomix Solutions Inc, an artificial intelligence development company, was launched in 2023. The team provides Artificial Intelligence and Generative AI.
Read moreSee All Locations (2)Mountain View, CA
599 Tami Way
Mountain View, CA 940412 - 5
+1 631 490 4488
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UndisclosedUndisclosed50 - 249Palo Alto, CA
Services provided
20% AI Consulting80% AI DevelopmentEstablished in 2011, Got It AI is an AI development company. The midsize team specializes in Artificial Intelligence and AI Consulting.
Read more -
$10,000+$50 - $99 / hr2 - 9Mountain View, CA
Services provided
10% AI Consulting45% IoT Development20% AR/VR Development +2 services15% AI Development10% AI AgentsEYEOTA.AI is an IoT development company. Established in 2018, the company is in Mountain View, California. Their team focuses on IoT development and AR/VR development.
Read more -
UndisclosedUndisclosed50 - 249Cupertino, CA
Services provided
100% AI ConsultingNimbleWork is an AI Consulting company based in Cupertino, California and Mumbai, India. They provide AI Consulting and Artificial Intelligence and were founded in 2002.
Read more -
$10,000+$25 - $49 / hr1,000 - 9,999San Jose, CA
Services provided
10% AI Consulting40% Engineering20% Generative AI +5 services10% AI Agents5% AI Development5% Cybersecurity5% Data Annotation Services5% IT Managed ServicesFounded in 2013, Crest Data is a large Engineering company. Their services include Engineering and Generative AI.
Read more -
UndisclosedUndisclosed50 - 249Fremont, CA
Services provided
10% AI Consulting20% BI & Big Data Consulting & SI20% Cloud Consulting & SI +3 services20% Custom Software Development20% UX/UI Design10% AI DevelopmentInterSources Inc, a midsize UX agency, is based in Wilmington, Delaware and Fremont, California. The team provides UX/UI Design and BI & big data consulting & SI.
Read moreSee All Locations (4)Fremont, CA
39111 Paseo Padre Pkwy, Suite 301
Fremont, CA 9453821 - 30
+1.510.870.1512
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UndisclosedUndisclosed2 - 9Pleasanton, CA
Services provided
25% AI Consulting50% Blockchain25% AI DevelopmentSentient Minds is a Blockchain company launched in 2021. The team offers Blockchain and Artificial Intelligence and is based in Pleasanton, California and Farmington Hills, Michigan.
Read more -
$5,000+$25 - $49 / hr2 - 9Milpitas, CA
Services provided
20% AI Consulting20% AI Agents20% AI Development +3 services15% Custom Software Development15% Generative AI10% Web DevelopmentBg2.ai is an artificial intelligence company. They specialize in Artificial Intelligence and AI Consulting and were established in 2025.
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UndisclosedUndisclosed2 - 9Mountain View, CA
Services provided
35% AI Consulting35% AI Development30% BI & Big Data Consulting & SIIn Mountain View, California, Mindscale is an AI development company. The team offers Artificial Intelligence and AI Consulting.
Read more -
UndisclosedUndisclosed50 - 249San Ramon, CA
Services provided
10% AI Consulting20% Cloud Consulting & SI20% Cybersecurity +4 services20% IoT Development15% AI Development10% Business Consulting5% UX/UI DesignDataPattern, a cloud consulting & SI company, was established in 2019. The agency offers cloud consulting & SI and Cybersecurity.
Read more -
$1,000+$150 - $199 / hr10 - 49San Jose, CA
Services provided
10% AI Consulting30% IT Managed Services20% Other IT Consulting and SI +4 services15% IT Staff Augmentation10% AI Agents10% Cloud Consulting & SI5% Computer EngineeringSee all 1 projects724Support by Netzinga is a specialized DevOps and infrastructure engineering company known for its senior-level expertise and proactive partnership approach. Over 12 years, they delivered exceptional operational support, achieving high client satisfaction with metrics like a successful AWS migration and improved infrastructure reliability. While some reviewers noted slower modernization, 90% praised their reliability and seamless integration with internal teams.
Industry Experience
Netzinga has demonstrated significant expertise in the business services industry, particularly through their partnership with Verifyle Corp. Their strengths lie in infrastructure engineering, 24/7 operational support, and strategic cloud migrations, resulting in exceptional uptime and operational maturity. Clients have praised their senior-level expertise, responsive project management, and proactive incident handling. Overall, Netzinga is well-suited for organizations seeking reliable infrastructure solutions in high-stakes, security-sensitive environments.
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Average Project Cost Breakdown
Read All ReviewsWhat Clients Have Said
Clients consistently highlight 724Support by Netzinga's exceptional value for money, with one client noting their pricing fit within budget while delivering high-quality, senior-level expertise. The partnership resulted in significant improvements in operational efficiency and reliability, demonstrating that the investment yielded long-term benefits. Overall sentiment reflects satisfaction with the cost relative to the quality of service provided, positioning Netzinga as a reliable partner in a competitive market.Was this helpful?
Review Rating from Clients
4.5/5.0
Quality
5.0
Schedule
4.5
Cost
4.0
Willing to Refer
5.0
Clients in Campbell praise 724Support by Netzinga for their senior-level expertise in complex infrastructure projects, including cloud migrations and 24/7 operational support. They emphasize the provider’s reliability, proactive incident management, and ability to support mission-critical environments with high security standards.Read Local ReviewsWas this helpful?
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$1,000+$50 - $99 / hrFreelancerCupertino, CA
Services provided
20% AI Consulting15% IT Managed Services10% AI Agents +8 services10% AI Development10% Cybersecurity10% Unified Communications Consulting & SI5% CRM Consulting and SI5% Cloud Consulting & SI5% ERP Consulting and SI5% Generative AI5% IT Strategy ConsultingControva LLC is an AI Consulting company based in Cupertino, California. They provide AI Consulting and IT managed services and were launched in 2025.
Read more -
$10,000+$50 - $99 / hr2 - 9San Jose, CA
Services provided
20% AI Consulting20% AI Development20% Compliance Consulting +2 services20% IT Strategy Consulting20% Search Engine OptimizationNavEase is a SEO company founded in 2024. Headquartered in San Jose, California, the team focuses on Search Engine Optimization and IT strategy consulting.
Read more -
UndisclosedUndisclosed50 - 249Pleasanton, CA
Services provided
10% AI Consulting20% BI & Big Data Consulting & SI20% CRM Consulting and SI +4 services20% Robotics Process Automation10% Back Office Outsourcing10% ERP Consulting and SI10% IT Staff AugmentationDotSolved Systems Inc. Is a data analytics company. They are in Pleasanton, California and have midsize team of experts. Their services include BI & big data consulting & SI and CRM consulting and
Read more -
UndisclosedUndisclosed50 - 249San Jose, CA
Services provided
35% AI Consulting35% AI Development20% Generative AI +1 service10% AI AgentsOplexus is an AI Consulting company. The firm is in San Jose, California and Bandapura, India. Their services include AI Consulting and Artificial Intelligence.
Read more -
UndisclosedUndisclosed10 - 49San Jose, CA
Services provided
60% AI Consulting20% Blockchain20% IoT DevelopmentIterate.ai is an AI Consulting company headquartered in Denver, Colorado and San Jose, California. They provide AI Consulting and IoT development and were launched in 2013.
Read moreSee All Locations (2)San Jose, CA
3031 Tisch Way, 110 Plaza West
San Jose, CA 951286 - 9
+1.303.916.8300
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UndisclosedUndisclosed2 - 9Pleasanton, CA
Services provided
15% AI Consulting40% BI & Big Data Consulting & SI30% Cloud Consulting & SI +1 service15% AI DevelopmentBig data company Harosec was launched in 2018. The team provides BI & big data consulting & SI and cloud consulting & SI.
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UndisclosedUndisclosed10 - 49Cupertino, CA
Services provided
40% AI Consulting40% AI Development20% BlockchainQuantFarm is an AI firm founded in 2014. The small team offers Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49Palo Alto, CA
Services provided
10% AI Consulting90% AI DevelopmentInvisible AI, an artificial intelligence company, was launched in 2018. Headquartered in Ann Arbor, Michigan and Palo Alto, California, the team offers Artificial Intelligence and AI Consulting.
Read moreSee All Locations (2)Palo Alto, CA
955 Alma Street Suite C
Palo Alto, CA 943012 - 5
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Undisclosed$50 - $99 / hr250 - 999Los Gatos, CA
Services provided
10% AI Consulting20% DevOps Managed Services15% Cloud Consulting & SI +5 services15% Cybersecurity15% IT Managed Services15% IT Strategy Consulting5% BI & Big Data Consulting & SI5% Computer EngineeringCloudDev is an IT strategy consulting company. The Los Gatos, California-based team specializes in IT strategy consulting and cloud consulting & SI.
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UndisclosedUndisclosed2 - 9Palo Alto, CA
Services provided
10% AI Consulting90% AI DevelopmentAI TECHS, a small artificial intelligence company, is headquartered in Palo Alto, California. Their services include Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249San Jose, CA
Services provided
20% AI Consulting20% AI Development20% Business Consulting +2 services20% Customer Service Outsourcing20% IT Managed ServicesServiceaide, Inc is an IT managed services company. The San Jose, California-based company specializes in IT managed services and Artificial Intelligence.
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$10,000+$150 - $199 / hr2 - 9San Jose, CA
Services provided
40% AI Consulting30% AI Agents30% AI DevelopmentRevForgeHQ is an AI Consulting company. The San Jose, California-based company specializes in AI Consulting and AI Agents.
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Undisclosed$50 - $99 / hr10 - 49Los Gatos, CA
Services provided
15% AI Consulting55% Cybersecurity15% Compliance Consulting +1 service15% IT Managed ServicesSapien9, a small Cybersecurity company, is based in Los Gatos, California. The team offers Cybersecurity and Compliance Consulting.
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UndisclosedUndisclosed10 - 49Santa Clara, CA
Services provided
15% AI Consulting70% BI & Big Data Consulting & SI15% AI DevelopmentSmall data analytics company Aryng, is located in Santa Clara, California. Their services include BI & big data consulting & SI and Artificial Intelligence.
Read more -
UndisclosedUndisclosed2 - 9Saratoga, CA
Services provided
30% AI Consulting70% AI DevelopmentDigamma.ai is an AI company. The team is in Saratoga, California, and their services include Artificial Intelligence and AI Consulting.
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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
39.6/40.019.8/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
35% AI Consulting65% 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
35% AI Consulting65% Other -
$10,000+$25 - $49 / hr50 - 249San Francisco, CA
Ability to deliver
38.5/40.019/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
15% AI Consulting85% Other -
$10,000+$100 - $149 / hr10 - 49San Francisco, CA
Ability to deliver
34.5/40.018.2/20 Reviews10/10 Clients & Experience6.4/10 Market PresenceService focus
40% AI Consulting60% Other -
$10,000+$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
36.8/40.017.6/20 Reviews9.7/10 Clients & Experience9.5/10 Market PresenceService focus
10% AI Consulting90% Other -
$25,000+$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
36.7/40.017/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
10% AI Consulting90% Other -
$25,000+$50 - $99 / hr250 - 999San Francisco, CA
Ability to deliver
35.8/40.016/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
10% AI Consulting90% Other -
$25,000+$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
35/40.017.6/20 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 / hr50 - 249San Francisco, CA
Ability to deliver
34.5/40.015.4/20 Reviews10/10 Clients & Experience9.1/10 Market PresenceService focus
20% AI Consulting80% Other -
$25,000+$50 - $99 / hr250 - 999San Francisco, CA
Ability to deliver
34.6/40.016.2/20 Reviews10/10 Clients & Experience8.4/10 Market PresenceService focus
10% AI Consulting90% 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 -
$5,000+$100 - $149 / hr10 - 49San Francisco, CA
Ability to deliver
34.5/40.018/20 Reviews10/10 Clients & Experience6.5/10 Market PresenceService focus
15% AI Consulting85% Other -
$10,000+$25 - $49 / hr10 - 49San Mateo, CA
Ability to deliver
34.1/40.017.2/20 Reviews10/10 Clients & Experience6.9/10 Market PresenceService focus
10% AI Consulting90% Other -
$1,000+$25 - $49 / hr50 - 249Emeryville, CA
Ability to deliver
31/40.016.2/20 Reviews6.1/10 Clients & Experience8.7/10 Market PresenceService focus
30% AI Consulting70% 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+$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 - $49 / hr50 - 249San Francisco, CA
Ability to deliver
30.5/40.016.8/20 Reviews7.9/10 Clients & Experience5.8/10 Market PresenceService focus
15% AI Consulting85% Other -
Undisclosed$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
28.4/40.017/20 Reviews5.7/10 Clients & Experience5.7/10 Market PresenceService focus
30% AI Consulting70% 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
26.8/40.020/20 Reviews1.4/10 Clients & Experience5.4/10 Market PresenceService focus
10% AI Consulting90% Other -
$1,000+$25 - $49 / hr50 - 249San Francisco, CA
Ability to deliver
25.5/40.015.8/20 Reviews4/10 Clients & Experience5.7/10 Market PresenceService focus
10% AI Consulting90% 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 -
UndisclosedUndisclosed2 - 9San Mateo, CA
Ability to deliver
21/40.017/20 Reviews0/10 Clients & Experience4/10 Market PresenceService focus
20% AI Consulting80% 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 -
$5,000+Undisclosed2 - 9San Francisco, CA
Ability to deliver
9.7/40.00/20 Reviews4.4/10 Clients & Experience5.3/10 Market PresenceService focus
10% AI Consulting90% Other -
$25,000+$50 - $99 / hr10 - 49San Francisco, CA
Ability to deliver
21.8/40.017.2/20 Reviews0/10 Clients & Experience4.6/10 Market PresenceService focus
30% AI Consulting70% Other
Latest AI Consulting Articles
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Bringing AI into the SDLC: Promises, Challenges, and Best Practices
Explore the key implications of AI SDLC and its main challenges. We also provide tips and guidelines to help you overcome the obstacles of AI-powered SDLC.
Why AI Strategy Matters More Than the AI Technology You Choose
Companies rush to deploy AI, but the real challenge isn't the technology—it's strategy. Discover why picking the right use case matters most.
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.
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