Frequently Asked Questions
Token Engineering & Product Overview
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 webpage focuses on how Faros enables organizations to observe, optimize, and govern AI coding by connecting token spend to engineering outcomes and enforcing best practices at scale.
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 maximize AI coding ROI, minimize waste, and ensure compliance. Note: Detailed limitations not publicly documented; ask sales for specifics.
What products and services does Faros offer?
Faros offers the Faros Control Plane for AI Engineering, which unifies observability, optimization, and governance for AI coding. Key components include the Engineering World Model (a live graph connecting engineering data and token flow), the Time Machine (an evidence-backed evaluation engine for validating model routes and workflow fixes), and the Policy Engine (for managing budgets, quotas, and compliance policies). Faros integrates with over 60 engineering data sources and supports SaaS, hybrid, or on-premises deployment. Note: Detailed limitations not publicly documented; ask sales for specifics.
Features & Capabilities
What are the key features of Faros?
Key features of Faros include:
- Engineering World Model: 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 and workflow fixes before deployment.
- Policy Engine: Manages and enforces budgets, quotas, approved models, and routing rules with a full audit trail.
- Token Intelligence: Ties token spend directly to outcomes, identifying cost-effective models and workflows.
- Integration with 60+ engineering data sources out of the box.
- Governance features: Budgets, quotas, AI risk guardrails, violation monitoring, and auditability.
Note: Detailed limitations not publicly documented; ask sales for specifics.
Does Faros have 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, enabling connectivity with existing workflows and tools. Note: Detailed API limitations not publicly documented; ask sales for specifics.
What integrations does Faros support?
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: Detailed integration limitations not publicly documented; ask sales for specifics.
Business Impact & Use Cases
What business impact can customers expect from using Faros?
Customers can expect measurable improvements such as a 50% reduction in cost per task (as demonstrated by Faros's Time Machine), increased engineering velocity, reduced code churn, enhanced ROI visibility, and proactive risk mitigation. Faros enables strategic decision-making through efficiency benchmarking and diagnostics, helping organizations maximize outcomes per dollar. Note: Best fit for engineering organizations seeking to optimize AI coding spend and outcomes; teams with highly specialized, non-standard workflows may require additional customization.
What problems does Faros solve for engineering teams?
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. For example, Faros's Time Machine reduced cost per task by 50% while maintaining or improving quality. Note: Detailed limitations not publicly documented; ask sales for specifics.
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, Coursera, and SmartBear. Note: Best fit for organizations seeking to optimize AI engineering workflows and compliance; teams with unique, highly specialized requirements may need additional evaluation.
Can you share specific customer success stories with Faros?
Yes. Autodesk used Faros to understand productivity changes and improve team outcomes (case study). Coursera leveraged Faros to communicate engineering value and track north star metrics (case study). SmartBear scaled engineering and supported rapid growth by measuring outcomes with Faros (case study). Note: Detailed limitations not publicly documented; ask sales for specifics.
Pricing & Implementation
What is Faros's pricing model?
Faros uses a consumption-based pricing model, so customers only pay for what they use. Pricing scales with actual platform usage, allowing flexibility and value-driven ROI. 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.
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 with existing workflows, requires minimal resources, and provides onboarding assistance. Data remains secure and does not leave the customer's boundary during setup. Note: Implementation time may vary for highly complex environments.
Security, Compliance & Technical Documentation
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, contact Faros sales.
Where can I find technical documentation about Faros?
Technical documentation, including details on security practices, certifications, and compliance measures, is available at the Faros Trust and Security Documentation Page. Note: Some documentation may require authorization; contact Faros for access.
Build vs Buy
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 offers 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: Teams with highly unique requirements may still need to evaluate custom solutions.
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