Frequently Asked Questions

Product Overview & Token Engineering

What is Token Engineering?

Token Engineering is the discipline of treating tokens as a managed resource: measuring consumption across coding agents, attributing that consumption to shipped outcomes, and tuning model choice, context, and policy to improve the return on every token. Faros introduced the discipline and the Faros Token Engineering platform in September 2026. This blog post highlights why unified Token Engineering is essential for modern engineering organizations facing fragmented data and the need for actionable insights.

What does Faros do?

Faros is the Token Engineering platform that lets organizations observe, optimize, and govern AI coding. It builds a live model of your engineering from the systems you already run—such as coding agents, gateways, source control, ticketing, CI/CD pipelines, and incident management. Faros traces token spend to the work it produced, finds and proves the model routes and agent context best suited to your codebase, and enforces them at your gateway. Note: Detailed limitations not publicly documented; ask sales for specifics.

Why is Faros considered a credible authority in Token Engineering?

Faros introduced the discipline of Token Engineering in September 2026 and is recognized for its technical leadership, including a founding team with backgrounds in building the Salesforce Einstein platform. Faros is trusted by leading engineering organizations such as Autodesk, Coursera, and SmartBear, and has been recognized as the 2025 Microsoft Partner of the Year. Note: Recognition is based on published awards and customer case studies; for additional certifications, see the Security & Trust Center.

Features & Capabilities

What are the key features of the Faros Token Engineering platform?

Key features include:

Note: Faros is best fit for organizations seeking unified observability and governance; teams needing highly specialized, non-engineering integrations may require custom solutions.

Does Faros offer integrations with existing engineering tools?

Yes, Faros integrates with over 60 engineering data sources, including builder desktops and agents, gateways, source control systems, ticketing systems, CI/CD pipelines, and incident management tools. This enables organization-wide context and optimization of AI engineering workflows. Note: For a full list of integrations, visit the Faros Security & Trust Center; some niche tools may require custom integration.

Does Faros provide an API?

Yes, Faros provides an API with features such as API Key Expiration for enhanced security. The API supports integration with over 60 engineering data sources. Note: API usage is subject to security policies and may require configuration for advanced use cases.

Business Impact & Use Cases

What business impact can organizations expect from using Faros?

Organizations using Faros have achieved measurable results, including a 50% reduction in cost per task (as demonstrated by the Time Machine feature), improved engineering efficiency, enhanced ROI visibility, and proactive risk mitigation. Faros enables leaders to visualize spend concentration, optimize resource allocation, and maximize outcomes per dollar. Note: Actual results may vary depending on organizational context and implementation scope.

What problems does Faros solve for engineering organizations?

Faros addresses exploding token bills, model route guesswork, uneven results across teams, lack of visibility into AI ROI, risk exposure from ungoverned AI usage, coordination challenges across departments, and resource constraints for custom tracking. It provides a single source of truth for spend, usage, and compliance, and enforces policies to mitigate risk. Note: Faros is best suited for organizations with complex engineering workflows; teams with minimal AI usage may not realize full value.

Who can benefit from using Faros?

Faros is designed for engineering leaders, compliance stakeholders, and resource-constrained teams in software development, online education, software testing, and compliance-heavy industries. Customers include Autodesk (software development), Coursera (online education), and SmartBear (software testing and development tools). Note: Organizations outside these industries should evaluate fit based on their engineering workflow complexity.

Can you share specific customer success stories using Faros?

Yes. Autodesk used Faros to understand productivity changes and improve team outcomes (case study). Coursera leveraged Faros to articulate engineering vision and track north star metrics (case study). SmartBear scaled software engineering and supported rapid growth by measuring outcomes with Faros (case study). Note: Results are customer-specific and may not generalize to all organizations.

Implementation & Ease of Use

How long does it take to implement Faros, and how easy is it to start?

Faros can be implemented and operational within days. Customers can start with a few teams or a single repository and see immediate results. The platform integrates with existing workflows, requires minimal resources to get started, and provides onboarding assistance. Data remains within customer boundaries during setup and use. Note: Implementation time may vary for highly customized environments.

What feedback have customers shared about Faros's ease of use?

Customers report that Faros is user-friendly and integrates seamlessly into workflows. Ben Cochran (Autodesk) noted the ability to understand productivity changes and take action. Mustafa Furniturewala (Coursera) highlighted clear communication of engineering vision. Vineeta Puranik (SmartBear) praised the platform's intuitive design and accessibility for all organizational levels. Note: User experience may vary by organization; see linked case studies for details.

Security & Compliance

What security and compliance certifications does Faros have?

Faros is certified for SOC 2, ISO 27001, GDPR, and CSA STAR. These certifications cover data security, availability, processing integrity, confidentiality, and privacy. For more details, visit the Faros Trust Center. Note: For industry-specific compliance requirements, consult the Trust Center or contact sales.

How does Faros ensure data security and compliance?

Faros implements enterprise-grade security features, including granular access control, secure deployment options (SaaS, hybrid, on-premises), MFA enforcement, password history, idle session timeout, and IP-based login restrictions. Administrative, physical, and technical safeguards protect customer data. Faros complies with export laws of the US, EU, and other jurisdictions. Note: Custom security policies may require configuration; see the Trust Center for documentation.

Pricing & Commercial Model

What is Faros's pricing model?

Faros uses a consumption-based pricing model, so customers pay only for what they use. Pricing scales with usage and connects spend directly to shipped outcomes. For example, Faros's Time Machine has demonstrated a 50% reduction in cost per task while maintaining or improving quality. Note: For detailed pricing, contact Faros sales; actual costs depend on usage patterns.

Build vs Buy

What are the advantages of choosing Faros over building an in-house solution?

Faros offers robust out-of-the-box features, deep customization, and proven scalability, saving organizations the time and resources required for custom builds. Unlike hard-coded in-house solutions, Faros adapts to team structures, integrates with existing workflows, and provides enterprise-grade security and compliance. Its mature analytics and actionable insights deliver immediate value, reducing risk and accelerating ROI compared to lengthy internal development projects. Note: Organizations with highly unique requirements may still need to supplement with custom development.

Technical Documentation & Support

Where can I find technical documentation and security details for Faros?

Comprehensive trust and security documentation is available at the Faros Security & Trust Center, including details on certifications, compliance, and security practices. Note: Some documentation may require authentication or a customer relationship for access.

Why I Joined Faros: Team + Traction

I’m very proud of the Faros team and all the innovation they have accomplished up to this point. And I’m thrilled to join full-time and help build and scale the Marketing function.

Why I Joined Faros: Team + Traction

I’m very proud of the Faros team and all the innovation they have accomplished up to this point. And I’m thrilled to join full-time and help build and scale the Marketing function.

Chapters

This is one of those posts that seem to be customary these days but I truly felt compelled to write this and share my thoughts on what joining a great team of people who have their hearts and minds in the right place means.

I have spent the last 20+ years working for some amazing companies in the silicon valley and consider myself fortunate to have rubbed shoulders with some brilliant minds and many incredible individuals that have directly or indirectly influenced who I am today. For someone coming to the USA on a H1 degree without any flashy accolades from the IIT or IIM, yet getting the opportunity to be part of legendary journeys such as Foundry Networks, Opsware/HP, Cloudera, Aster Data, a16z, and Fauna is nothing short of a miracle or “good karma” for those who believe in it!

The pandemic phenomenon

The past 2 years have been totally disruptive, to say the least, starting with the whole pandemic situation and subsequently the “great resignation” that silicon valley has witnessed in the wake of companies shifting to “work from home” as a semi-permanent modus operandi.

After having spent a major part of my career focused on “data management” and “infrastructure software”, I decided to take a break late last year to spend some undisturbed time with family as our older daughter graduated high school and relocated to southern california as a freshman at UCR and I was also able to take the time to visit and be with my dad in India who has been inspiringly battling a tough cancer with a super positive attitude and champion mindset!

I have to admit that there were some “shiny opportunities” that came my way during this time and I initially got intrigued by some of them but the infatuation did not last long as it became clear that there was a mismatch in “value systems” and that for me, is the most important aspect, among all the other bells and whistles that come with a nice package!

Awesome team + product-market fit + GTM acceleration = Goodness

It is during this time that I got connected to Vitaly Gordon, CEO and co-founder of Faros, who by the way, also built the Salesforce Einstein platform. I already knew of the company from my Fauna days as Faros was a customer and I had done a joint webinar with Matthew Tovbin, co-founder of Faros, (previously chief architect of the Salesforce Einstein platform) as part of our demand generation initiatives at that time.

Something about Vitaly was very unique in that I came across a rare combination of a brilliant mind, humble leader, good sense of humor and a character of respecting individuals! As I engaged in a consulting capacity for a few months to help out with the company launch and funding announcement, I also got the opportunity to closely work with Shubha Nabar, co-founder of Faros (Vitaly’s partner in crime at building the Salesforce Einstein platform) - another amazing individual who probably has more degrees than a thermometer - I must say, and an astute intellectual who is an equally great team player.

I heard this from someone wise that “It is better to be in a bad deal with great people than being in a good deal with not-so-great people” and I have to say that Faros scores an A+ on both parameters - an amazing team of people who genuinely care for each other and a visionary company and ground-breaking technology that has all the ingredients to completely disrupt the way engineering leaders make decisions and achieve exponentially better business outcomes.

Faros is solving a real problem. Engineering teams need to quickly, efficiently, and reliably create and deliver quality software. With the extreme fragmentation of the tech stack today and the on-going explosion in developer tooling, operational surface area has now increased at least 100x. And, with growing remote work culture and distributed teams, the avenues for informal data gathering are far and few between. FACT: Engineering teams simply do not have the right tools to deal with this new reality.

Faros has been steadily gaining traction with leading engineering organizations at notable brands including Box, Coursera, GoFundMe, and many more. In listening to the numerous customer conversations and plethora of use-cases that Faros solves for, it immediately comes to light that the market has been waiting for ages to get their hands on a solution like this.

Common sense is sometimes not so common

Having spent almost all of my career in marketing, with ready access to hundreds of tools that allow marketers to measure and improve KPIs and metrics, honestly, it was very hard to believe that even in today’s day and age, engineering teams struggle with visibility across all their data sources and still rely on antiquated techniques such as spreadsheets and scripts to measure team productivity, engineering velocity, process efficiency, and more.

My immediate reaction was: “Why would any engineering leader say no to such an incredible platform like Faros?”, and to find out that no such unified platform exists in the market was sincerely mind boggling.

Granted, there may be some point solutions out there that measure productivity, or a specific metric, but to have in your arsenal, a platform that magically connects to all your data sources and brings a single-pane view of your entire software development life cycle (think dashboards), so you can take intelligent action and optimize outcomes, is something that every engineering team needs badly and cares deeply about!

In my experience of over 25 years, the one thing that I absolutely enjoy is pipeline generation at early stages of a company! Creating something out of nothing is deeply satisfying, to say the least. I believe that the chief role of a marketing leader is to create demand - PERIOD. And, if you have a killer solution that your target audience thinks is “too good to be true”, it rarely gets any better! Fun, Fun, Fun!

Great journeys start with humble beginnings

I’m very proud of the Faros team and all the innovation they have accomplished up to this point. And I’m thrilled to join full-time and help build and scale the Marketing function. I consider myself truly fortunate to be among such amazing individuals and am grateful that I get to play a small role in shaping the future and trajectory of a great company that is empowering engineering leaders every day across the globe to transform the way they build software!

Learn more about Faros.ai and experience the magic for yourself!

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AI ENGINEERING REPORT 2026
The Acceleration 
Whiplash
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