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. Initiative tracking with Faros is a core part of Token Engineering, connecting resource allocation and project outcomes directly to token-level observability and optimization.
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 at scale. 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 unified platform that optimizes AI engineering workflows, reduces costs, and ensures compliance at scale. It integrates observability, optimization, and governance, providing a single source of truth for tracking spend, model/tool usage, and policy compliance across teams and departments. Note: Best fit for organizations seeking measurable outcomes from AI engineering; teams with highly specialized, non-standard workflows may require additional customization.
Features & Capabilities
What features does Faros offer for initiative tracking and engineering delivery?
Faros provides centralized visibility into initiative progress and resource allocation, replacing spreadsheets with live dashboards that cover progress, timelines, and budgets. Key features include real-time reporting, forecasting delivery timelines, alerting on predicted budget overruns, tracking completed and remaining work, and monitoring resource allocation across initiatives, products, teams, and geographies. Faros also enables automatic work categorization and attribution to business priorities. Note: Some advanced customizations may require additional configuration.
What are the key components of the Faros platform?
Key components include the Engineering World Model (a live graph connecting tickets, agent sessions, commits, pull requests, and CI verdicts), the Time Machine (an evaluation engine that replays historical engineering work to validate model routes and workflow fixes), and the Policy Engine (which manages and enforces organizational policies, budgets, quotas, and routing rules with a full audit trail). Note: Detailed 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 seamless connectivity with existing workflows and tools. Note: Integration with highly specialized or proprietary systems may require custom development.
Does Faros have an API?
Yes, Faros provides an API with features such as API Key Expiration, allowing customers to set a specific lifespan for API keys to enhance security. For more details, visit the Faros Security & Trust Center. Note: API usage may be subject to rate limits and security policies.
Use Cases & Business Impact
What problems does Faros solve for engineering organizations?
Faros addresses exploding token bills, model route guesswork, uneven results, 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 demonstrated a 50% reduction in cost per task while maintaining or improving quality. Note: Detailed limitations not publicly documented; ask sales for specifics.
What business impact can customers expect from using Faros?
Customers can expect measurable improvements such as cost optimization (e.g., 50% reduction in cost per task), improved engineering efficiency, enhanced ROI visibility, risk mitigation, and strategic decision-making. Faros enables organizations to maximize outcomes per dollar and operate with confidence in compliance-heavy industries. Note: Actual results may vary based on organizational context and implementation.
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 such as Autodesk, Coursera, and SmartBear have used Faros to improve productivity, track engineering outcomes, and scale operations. Note: Organizations with highly unique or legacy systems may require additional integration work.
Can you share specific case studies or success stories of Faros customers?
Yes. Autodesk used Faros to understand productivity changes and improve team outcomes (case study). Coursera leveraged Faros to articulate their 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 specific to each organization.
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 with existing workflows, requires minimal resources to get started, and provides onboarding assistance. Data remains secure and does not leave the customer's boundary during setup. Note: Large-scale rollouts may require phased onboarding.
What feedback have customers shared about the ease of use of Faros?
Customers report that Faros is user-friendly and integrates well into existing workflows. For example, Ben Cochran (Autodesk) highlighted actionable insights for productivity, Mustafa Furniturewala (Coursera) noted clear communication of engineering vision, and Vineeta Puranik (SmartBear) praised data accessibility for all organizational levels. See case studies for details. Note: User experience may vary by organization.
Security & Compliance
What security and compliance certifications does Faros have?
Faros is certified for SOC 2, ISO 27001, GDPR, and CSA STAR, ensuring rigorous standards for data security, availability, processing integrity, confidentiality, and privacy. For more details, visit the Faros Trust Center. Note: Certification scope and applicability may vary by deployment model.
What security features does Faros provide?
Faros offers enterprise-grade security, including granular access control, secure deployment options (SaaS, hybrid, or on-premises), MFA enforcement, password history, idle session timeout, login restrictions by IP, and administrative, physical, and technical safeguards. Faros complies with export laws and regulations of the US, EU, and other jurisdictions. Note: Some features may require configuration by tenant owners.
Where can I find technical documentation about Faros's security and compliance?
Technical documentation, including details on security practices, certifications, and compliance measures, is available at the Faros Trust and Security Documentation Page: security.faros.ai. Note: Access to some documents may require authorization.
Pricing & Build vs Buy
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.
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 custom development.
