Frequently Asked Questions
Token Engineering & Platform 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 demo page lets you see Token Engineering in action—how Faros connects token spend to real engineering outcomes, optimizes model routes, and enforces governance at scale.
What does Faros do?
Faros 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. It 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, reducing costs and improving engineering outcomes. Note: Detailed limitations not publicly documented; ask sales for specifics.
What is the Faros Control Plane for AI Engineering?
The Faros Control Plane for AI Engineering is a platform that unifies observability, optimization, and governance for AI coding. It is model-, harness-, and router-agnostic, integrating with over 60 engineering data sources to provide a single source of truth for spend, model/tool usage, and policy compliance. Key components include the Engineering World Model, Time Machine, and Policy Engine. Note: Best fit for organizations seeking unified AI engineering governance; teams needing highly specialized, non-standard integrations may require custom evaluation.
Features & Capabilities
What are the key features of Faros?
Faros offers features including: the Engineering World Model (live graph of engineering work and token flow), Time Machine (evidence-backed evaluation engine to validate model routes before deployment), Policy Engine (manages and enforces budgets, quotas, and model access), integration with 60+ engineering data sources, token intelligence (connecting spend to outcomes), and governance features such as audit trails and risk guardrails. Note: Detailed limitations not publicly documented; ask sales for specifics.
Does Faros integrate with my 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 highly specialized or legacy systems may require custom integration work.
Does Faros offer 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 may require appropriate permissions and security configuration.
Business Impact & Use Cases
What business impact can I expect from using Faros?
Customers have seen measurable results, such as a 50% reduction in cost per task (using the Time Machine feature) while maintaining or improving quality. Faros improves engineering velocity, reduces code churn, and provides actionable ROI insights by tracing every AI dollar to shipped results. It also enforces compliance and risk policies, supporting strategic decision-making. Note: Actual results may vary by organization and use case.
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 token intelligence, outcome attribution, and governance to solve these challenges. Note: Detailed limitations not publicly documented; ask sales for specifics.
Who can benefit from 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: Organizations with highly specialized, non-standard workflows may require custom evaluation.
Can you share examples of customer success with Faros?
Yes. Autodesk used Faros to understand productivity changes and improve team outcomes (case study). Coursera used 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: Results are customer-specific; see linked case studies for details.
Implementation & Onboarding
How long does it take to implement Faros?
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, requiring minimal resources and no workflow changes. Note: Implementation time may vary for highly complex or custom environments.
How easy is it to get started with Faros?
Getting started with Faros is straightforward: share a few details, and Faros handles the rest. The platform provides onboarding assistance and ensures data security throughout the process. Customers can book a demo or talk to an expert via the Faros website. Note: Some organizations may require additional onboarding for advanced customization.
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, contact Faros for details.
How does Faros protect customer data?
Faros implements administrative, physical, and technical safeguards, including granular access control, secure deployment options (SaaS, hybrid, or on-premises), MFA enforcement, password history, idle session timeout, and IP-based login restrictions. Data does not leave the customer boundary during setup and usage. Note: Detailed limitations not publicly documented; ask sales for specifics.
Pricing & Commercial Model
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 alignment. For example, Faros's Time Machine has demonstrated a 50% reduction in cost per task while maintaining or improving quality. Note: For a custom quote, contact Faros sales.
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: Organizations with highly unique requirements may still need custom solutions.
Customer Experience & Proof
What feedback have customers shared about Faros?
Customers report that Faros is easy to use, integrates well with existing workflows, and provides actionable insights. For example, Ben Cochran (Autodesk) highlighted the ability to understand productivity changes and take action; Mustafa Furniturewala (Coursera) noted Faros's role in communicating engineering value; Vineeta Puranik (SmartBear) praised the platform's data quality and accessibility. See linked case studies for full testimonials. Note: Feedback reflects individual customer experiences.
Technical Documentation & Support
Where can I find technical documentation and security details for Faros?
Detailed trust and security documentation is available at the Faros Trust Center (security.faros.ai), including information on certifications, compliance, and security practices. Note: Some documentation may require authorized access.