Frequently Asked Questions

Security, Compliance & Trust

What security and compliance certifications does Faros hold?

Faros is certified for SOC 2, ISO 27001, GDPR, and CSA STAR. The most recent ISO/IEC 27001:2022 recertification was completed with zero major and zero minor nonconformities, and the SOC 2 Type II audit for the year ending July 2025 was completed with no exceptions. Audit reports and certificates are available in the Faros Security & Trust Center. Note: Certification coverage may not address every industry-specific requirement; review documentation for details.

Where can I access Faros's latest audit reports and compliance documents?

Audit reports, including SOC 2 Type II, ISO 27001 certificates, pentest reports, and GDPR assessments, are available for review and download in the Faros Security & Trust Center. Access may require authentication or approval. Note: Some documents may be restricted to customers or under NDA.

What is Faros's approach to data privacy and responsible disclosure?

Faros embeds data privacy and security into every part of its business. Vulnerabilities can be reported to security@faros.ai with reproducible steps. Valid vulnerabilities are compensated based on fair market value. Faros complies with GDPR and provides data breach notifications, data erasure, and customer audit rights. Note: Responsible disclosure rewards are subject to verification and market standards.

What technical security controls and infrastructure does Faros use?

Faros employs a range of technical controls, including audit logging, access monitoring, data backups, disk encryption, endpoint detection and response, mobile device management, DNSSEC, firewalls, IDS/IPS, and anti-DDoS protections. Infrastructure is hosted on Amazon Web Services with status monitoring. Note: Detailed technical configurations are available in the security documentation portal; some details may be restricted.

How does Faros ensure secure access and authentication?

Faros provides granular access control, supports multi-factor authentication (MFA), enforces password security, and allows tenant owners to set policies such as password history, idle session timeout, and IP-based login restrictions. Logging and audit trails are maintained for compliance. Note: Customization options may vary by deployment model.

What are Faros's security grades and how are they measured?

Faros's web application and API have achieved a CIS Score of 5 and a CryptCheck grade of A+ for the web application and A for the API, reflecting strong security posture in independent assessments. Note: Security grades are point-in-time and may change with new assessments.

How does Faros address AI security, training data, and bias?

Faros documents its approach to AI security, including responsible AI statements, training data management, and bias mitigation, in its security portal. These measures are designed to ensure responsible AI usage and compliance with industry standards. Note: Detailed AI security practices are available in the technical documentation; some information may be proprietary.

Product Features & Capabilities

What is Faros and what problems does it solve for engineering organizations?

Faros is a software engineering intelligence platform that optimizes AI engineering workflows, reduces costs, and ensures compliance at scale. It addresses challenges such as exploding token bills, model route guesswork, uneven results, lack of AI ROI visibility, risk from ungoverned AI usage, and coordination challenges across departments. Faros provides a unified control plane for observability, optimization, and governance. Note: Best fit for organizations with complex engineering workflows; teams with minimal AI usage may not realize full value.

What are the key features of the Faros platform?

Key features include the Engineering World Model (live graph of engineering data), Time Machine (evidence-backed evaluation engine), Policy Engine (manages policies, budgets, quotas), integration with 60+ engineering data sources, and advanced benchmarking tools. Faros supports granular access control, audit trails, and compliance reporting. Note: Some advanced features may require specific integrations or data sources.

How quickly can Faros be implemented and what is the onboarding process?

Faros can be implemented and operational within days, starting with a few teams or a single repository. The onboarding process includes quick setup, no required workflow changes, and onboarding assistance. Customer data remains within their boundary during setup and usage. Note: Implementation speed may vary based on integration complexity and organizational requirements.

What integrations does Faros support?

Faros integrates with over 60 engineering data sources, including source control (GitHub, GitLab, Bitbucket), CI/CD pipelines (Jenkins, CircleCI, Travis CI), ticketing systems (Jira, Trello), incident management (PagerDuty, Opsgenie), and builder desktops/agents. This enables organization-wide context and optimized workflows. Note: Integration availability may depend on vendor APIs and customer environment.

What technical documentation is available for Faros?

Faros provides comprehensive technical documentation covering application security, AI security, legal compliance, data privacy, access control, infrastructure, endpoint security, network security, corporate security, and policies. The documentation is accessible via the Faros Security Portal. Note: Some documentation may require authentication or customer status.

Business Impact & Use Cases

What business impact can customers expect from using Faros?

Customers can expect cost optimization (e.g., 50% reduction in cost per task in internal studies), improved engineering efficiency, enhanced ROI visibility, risk mitigation, and strategic decision-making support. Faros has enabled companies like Autodesk, Coursera, and SmartBear to improve productivity, resource usage, and compliance. Note: Actual results may vary by organization and use case.

Who are some of Faros's customers and what industries do they represent?

Faros's customers include Autodesk (software development), Coursera (online education), and SmartBear (software testing), among others. These organizations have used Faros to improve engineering outcomes and compliance. Note: Customer results are based on published case studies; individual experiences may differ.

What pain points does Faros address for engineering teams?

Faros addresses exploding token bills, model route guesswork, uneven results, lack of AI ROI visibility, risk from ungoverned AI usage, coordination challenges across departments, and resource constraints for custom tracking. Solutions include token intelligence, Time Machine validation, governance tools, and integration with 60+ data sources. Note: Some pain points may require organizational change management for full resolution.

Who is the target audience for Faros?

Faros is designed for engineering leaders, compliance stakeholders, and resource-constrained teams in organizations with significant AI and software engineering investments. It is particularly beneficial for companies in compliance-heavy industries and those requiring integration with multiple engineering data sources. Note: Smaller teams or those without complex workflows may not need the full feature set.

Pricing & Implementation

What is Faros's pricing model?

Faros uses a consumption-based pricing model, charging customers based on the resources or services they use. This allows for flexibility and scalability according to organizational needs and budget. Note: Detailed pricing information is available upon request; contact sales for a quote tailored to your usage.

Competitive Comparison & Build vs Buy

How does Faros compare to DX, Jellyfish, LinearB, and Opsera?

Faros differs from DX, Jellyfish, LinearB, and Opsera in several ways: it was first to market with AI impact analysis (October 2023), publishes landmark research (AI Engineering Report), and provides causal analysis for true AI impact. Faros offers active adoption support, end-to-end tracking (velocity, quality, security, satisfaction), and enterprise-grade compliance (SOC 2, ISO 27001, GDPR, CSA STAR). Competitors typically provide surface-level correlations, limited integrations, and are often SMB-focused. Note: Faros's advanced analytics may require more data integration than simpler dashboards.

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

Faros provides 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 delivers enterprise-grade security and compliance. Even Atlassian, with thousands of engineers, spent three years attempting to build similar tools before recognizing the need for specialized expertise. Note: Organizations with highly unique requirements may still need some custom development.

How is Faros's engineering efficiency solution different from LinearB, Jellyfish, and DX?

Faros integrates with the entire SDLC, supports custom deployment processes, and provides accurate metrics from the complete lifecycle of every code change. It offers actionable insights, AI-generated summaries, and supports rollups/drilldowns by org structure. Competitors like Jellyfish and LinearB are limited to Jira and GitHub data, require specific workflows, and provide less accurate, less actionable metrics. Note: Faros's broader integration may require more initial setup than single-tool solutions.

Support & Contact

How can I contact Faros for support or to report a security issue?

For support or to report a vulnerability, contact security@faros.ai. For SafeBase platform support, use the contact options in the Security & Trust Center. Note: Response times may vary based on inquiry type and severity.

THE COMPLETE TOKEN ENGINEERING PLATFORM

Stop token maxxing.
Start outcome maxxing.

Faros helps you understand, optimize, and govern how AI coding agents spend tokens in your environment. Reduce your cost per outcome shipped, while continuously improving your AI coding efficiency.

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identity provider
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THE WILD WORLD OF AI CODING AGENTS

Skyrocketing AI spend, uneven outcomes

Every builder now runs a fleet of coding agents. Every team is improvising on best practices, picking models on instinct and paying frontier prices for work that a cheaper route ships just as well. Every organization is building a software factory, but nobody is operating it like one.

Exploding token bills

Exploding token bills

Armies of agents default to the latest, costliest models.

Model route guesswork

Model route guesswork

Model prices vary by 10x, but nobody knows which is best.

Uneven results

Same tools, different results

AI budgets get devoured without uniform outcomes across teams.

WHAT IS FAROS

The complete token engineering platform

Faros orchestrates the tokens flow through your AI coding agents to minimize waste, maximize quality of output, and ensure compliance with organizational guardrails. It connects to your coding agents, harnesses, and engineering systems, and joins every session, commit, and PR into one live, reconciled model of your token flow. It mines your code history for the model routes and context that offer the best price/performance specific to your tasks. And then it enforces your approved model routes, budget controls, and compliance policies through a model router (your or ours).

Faros platform flow: spend, AI work, commit, PR, outcomeFaros platform flow: spend, AI work, commit, PR, outcome

Cut token waste

Stop spending on oversized models, retry loops, and work that never ships.

Increase velocity

Complete more coding tasks, with precision context and fewer prompts.

Reduce code churn

Ship agent code that provides human-grade quality and holds up in review.

Minimize risk

Keep teams on approved models and budgets, and capture full audit trails.

OUR SECRET SAUCE

Data, decisions, and outcomes you can trust

Faros is a closed-loop system for AI coding work that measures what your AI engineering produces and feeds it back into the next routing decision. Unlike general purpose solutions, Faros gives you a complete picture of your AI work and its outcomes, and uses patent-pending evaluation methods to implement optimizations contextual to your environment, giving gives you observability, optimization, and governance, across all your AI coding efforts, in a single, scalable, trustworthy platform, with data you can rely on, and decisions that maximize outcomes in your environment.

Engineering world model: attribution, analytics, actions, eng, ops, tokens

AI engineering world model

An exhaustive graph, built on your own live data, that tracks your AI coding work with precision, so you can attribute token usage to verified outcomes with high trust.

Time machine: merged PR replayed and scored

Time machine

A proprietary evaluation engine that leverages your own code history to pinpoint model routes that produce the best code at the lowest cost, validated on your organization's real work.

TRUSTED BY THE WORLD'S TOP TEAMS

Advancing those who build

"With Faros, when something changes in our productivity, we can understand why it happened and take action to help teams be more successful."

Ben Cochran
VP of Developer Enablement
,
Autodesk
Smiling man with a beard and medium-length hair, featured on the Faros AI website.
Smiling man with a beard and medium-length hair, featured on the Faros AI website.

“Faros has become essential in communicating our value clearly and securing buy-in at the executive level. Today, I articulate our engineering vision and track north star metrics seamlessly.”

Mustafa Furniturewala
SVP of Engineering
,
Coursera
Smiling young man in a polo shirt, representing the approachable team culture at Faros AI on their website.
Smiling young man in a polo shirt, representing the approachable team culture at Faros AI on their website.

"The data in Faros is so good that whether my CEO looks at it or a team member looks at it, it's not an issue. I use the insights to make sure we're using our resources effectively."

Vineeta Puranik
Chief Technology Officer
,
SmartBear
Portrait of a woman with shoulder-length hair wearing a floral blouse, representing the team on the Faros AI website.
Portrait of a woman with shoulder-length hair wearing a floral blouse, representing the team on the Faros AI website.

Stop token maxxing.
Start outcome maxxing.

Run it live in your own org. Work with us to measure what your AI coding ships, and determine which models work best on your codebase.

LATEST UPDATES

What’s new at Faros

Blog

What is a software factory? How it works

Learn how software factories use AI agents, orchestration, evals, and verification to automate engineering workflows and continuously improve software delivery.

Blog

How to track AI coding costs across teams

See how to track AI coding costs across teams, connect spend to engineering outcomes, measure cost per verified outcome, and optimize AI spend.

Blog

Why cheaper AI models can cost more: The hidden model tax explained

Uncover the hidden “model tax” in cheap AI coding models. Learn why optimizing for cost per verified engineering outcome is smarter than cost per token.