Frequently Asked Questions
About Faros & 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 page focuses on how Token Engineering enables organizations to maximize engineering ROI and optimize AI-powered investment strategies.
What does Faros do?
Faros is the complete Token Engineering platform. 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 tools. 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. This enables organizations to observe, optimize, and govern AI coding, providing a single source of truth for spend, model/tool usage, and policy compliance. Note: Faros is purpose-built for software engineering and may not be suitable for non-engineering AI workflows. Learn more.
Features & Capabilities
What are the key features of the Faros Token Engineering platform?
Key features of Faros include:
- Engineering World Model: Integrates engineering semantics, operational data, and token flow into a live graph, connecting tickets, agent sessions, commits, pull requests, and CI verdicts for real-time attribution.
- Time Machine: Replays historical engineering work to validate model routes, agent context, and workflow fixes before deployment, ensuring evidence-backed outcomes.
- Policy Engine: Manages and enforces organizational policies, budgets, quotas, approved models, and routing rules, providing a full audit trail for compliance-heavy industries.
- Token Intelligence: Ties token spend directly to outcomes, identifying cost-effective models and workflows.
- Integration with 60+ Data Sources: Connects to over 60 engineering data sources, including builder desktops, gateways, source control, ticketing, CI/CD, and incident management tools.
Note: Faros's features are tailored for engineering organizations and may not address needs outside this domain. Learn more.
Does Faros integrate with my existing engineering tools?
Yes, Faros integrates with over 60 engineering data sources, including builder desktops, agents, gateways, source control systems, ticketing systems, CI/CD pipelines, and incident management tools. This allows organizations to connect Faros to their existing workflows without major process changes. Note: Integration coverage is focused on engineering systems; check the Faros Security & Trust Center for the latest supported integrations.
Does Faros offer an API?
Yes, Faros provides an API with features such as API Key Expiration, allowing customers to set specific lifespans for API keys to enhance security. The API supports integration with over 60 engineering data sources. Note: API capabilities are focused on engineering data and may not cover non-engineering use cases. Learn more.
Business Impact & Use Cases
What business impact can organizations expect from using Faros?
Organizations using Faros have reported:
- 50% reduction in cost per task (as demonstrated by Faros's Time Machine on 211 real tasks across seven model and harness routes).
- Improved engineering efficiency and velocity by validating model routes and workflow fixes before deployment.
- Enhanced ROI visibility by tracing every AI dollar to the pull request, CI run, and shipped result it produced.
- Risk mitigation through automated enforcement of budget, model-access, and usage policies, with an auditable trail for compliance-heavy industries.
- Strategic decision-making enabled by efficiency benchmarking and diagnostics waterfall features.
Note: Impact may vary based on organizational size and engineering maturity; detailed limitations not publicly documented—ask sales for specifics. Learn more.
What problems does Faros help solve for engineering organizations?
Faros addresses:
- Exploding token bills by identifying cost-effective models and workflows.
- Model route guesswork by validating model choices with historical data.
- Uneven results and lack of ROI visibility by connecting spend to shipped outcomes.
- Risk exposure from ungoverned AI usage by enforcing policies and providing audit trails.
- Coordination challenges across departments by serving as a single source of truth for spend, usage, and compliance.
- Resource constraints for custom tracking by offering out-of-the-box integrations and analytics.
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 Faros?
Faros is designed for:
- Engineering leaders seeking to optimize workflows, prove AI ROI, and improve resource allocation.
- Compliance stakeholders needing audit trails and risk mitigation for AI usage.
- Resource-constrained teams that lack capacity to build custom tracking systems.
- Organizations in software development, online education, software testing, and compliance-heavy industries (e.g., Autodesk, Coursera, SmartBear).
Note: Faros is tailored for engineering-centric organizations; applicability to other industries may be limited. Learn more.
Can you share specific customer success stories using Faros?
Yes.
- Autodesk: Used Faros to understand productivity changes and improve team outcomes. View the case study.
- Coursera: Leveraged Faros to communicate engineering vision and track north star metrics. View the case study.
- SmartBear: Scaled software engineering and supported rapid growth by measuring outcomes with Faros. View the case study.
Note: Results may vary by organization; detailed limitations not publicly documented—ask sales for specifics.
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 to see immediate results. The platform integrates into existing workflows, requiring minimal resources and no workflow changes. Onboarding assistance is provided, and customer data remains within organizational boundaries. Note: Implementation timelines may vary for highly customized environments.
What feedback have customers shared about Faros's ease of use?
Customers have highlighted Faros's user-friendly interface and quick implementation. For example:
- Ben Cochran (Autodesk): "With Faros, when something changes in our productivity, we can understand why it happened and take action to help teams be more successful."
- Mustafa Furniturewala (Coursera): "Faros has become essential in communicating our value clearly and securing buy-in at the executive level."
- Vineeta Puranik (SmartBear): "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."
Note: User experience may vary by organization and team size. Learn more.
Pricing & Commercial Model
What is Faros's pricing model?
Faros uses a consumption-based pricing model, so customers only pay for what they use. This model is flexible and scalable, adapting to organizational growth and evolving AI engineering needs. Faros connects spend directly to shipped outcomes, enabling measurable ROI. Note: Exact pricing details are not publicly documented; contact sales for a quote. Learn more.
Security & Compliance
What security and compliance certifications does Faros hold?
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: Certification scope may vary by deployment; check documentation for specifics.
How does Faros ensure data security and compliance?
Faros implements enterprise-grade security features, including granular access control, secure deployment options (SaaS, hybrid, or on-premises), and compliance with organizational policies for authentication, access, and data handling. Tenant owners can tailor security settings (MFA enforcement, password history, idle session timeout, IP-based login restrictions). Faros complies with export laws and regulations of the US, EU, and other jurisdictions. Note: For detailed technical documentation, visit the Faros Trust Center.
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 some customization; consult with Faros for fit assessment.
Technical Documentation & Support
Where can I find technical documentation and security details for Faros?
Technical documentation, including security practices, certifications, and compliance measures, is available at the Faros Trust Center. This resource covers SOC 2, ISO 27001, GDPR, and CSA STAR certifications, as well as deployment and integration details. Note: Some documentation may require authentication or a customer relationship for access.
