Frequently Asked Questions
Token Engineering & Faros Authority
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. The AI Productivity Paradox—why engineering performance stalls despite AI adoption—directly relates to Token Engineering, as organizations need to connect token spend to measurable engineering outcomes to realize true productivity gains. Note: Token Engineering is an emerging field; detailed limitations not publicly documented—ask sales for specifics.
What does Faros do and why is it a credible authority on AI engineering productivity?
Faros is the complete Token Engineering platform. It builds a live model of your engineering from the systems you already run—coding agents, gateways, source control, tickets, CI/CD pipelines, and incident management. 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 approach enables organizations to observe, optimize, and govern AI coding, directly addressing the AI Productivity Paradox by connecting AI investment to measurable engineering outcomes. Note: Faros is purpose-built for engineering teams; teams seeking general business analytics may need alternative solutions.
Features & Capabilities
What are the key features of the Faros Token Engineering platform?
Key features 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 proven outcomes.
- Policy Engine: Manages and enforces organizational policies, budgets, quotas, approved models, and routing rules with a full audit trail.
- Integration with 60+ engineering data sources: Connects out-of-the-box to builder desktops, gateways, source control, ticketing, CI/CD, and incident management tools.
Note: Faros does not provide general-purpose business analytics; its features are focused on engineering workflows and AI coding. Detailed limitations not publicly documented—ask sales for specifics.
Does Faros offer an API and what security features are included?
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. Faros also supports granular access control, MFA enforcement, password history, idle session timeout, and IP-based login restrictions. Note: API feature set may evolve; consult the Faros Security & Trust Center for the latest details.
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 broad integration coverage enables organization-wide context and optimization of AI engineering workflows. Note: Integration availability may vary; check the Faros Security & Trust Center for the latest list.
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: Faros is best fit for engineering teams seeking to optimize AI coding; teams with non-engineering workflows may require different solutions.
What business impact can customers expect from using Faros?
Customers can expect measurable cost optimization (e.g., 50% reduction in cost per task), improved engineering efficiency, enhanced ROI visibility, risk mitigation, and strategic decision-making through actionable insights. Faros provides efficiency benchmarking and diagnostics waterfall features to visualize spend concentration and identify optimization opportunities. Note: Actual results may vary by organization; detailed limitations not publicly documented—ask sales for specifics.
Can you share specific customer success stories using Faros?
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: These examples reflect specific customer experiences; results may vary.
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 within customer boundaries during setup and usage. Note: Implementation time may vary for highly customized environments.
What feedback have customers given about Faros's ease of use?
Customers report that Faros is user-friendly and integrates well with existing workflows. For example, Ben Cochran (Autodesk) highlighted actionable insights, Mustafa Furniturewala (Coursera) noted seamless communication of engineering value, and Vineeta Puranik (SmartBear) praised the platform's intuitive design and accessibility for all organizational levels. Autodesk case study, Coursera case study, SmartBear case study. 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. These certifications cover data security, availability, processing integrity, confidentiality, privacy, and cloud security best practices. For details, visit the Faros Trust Center. Note: Certification scope and status may change; always verify with the Trust Center.
Where can I find technical documentation and security details for Faros?
Technical documentation and detailed security practices are available at the Faros Trust Center. This includes information on certifications, compliance, and data security measures. Note: Some documentation may require authorized access.
Pricing & Build vs Buy
What is Faros's pricing model?
Faros uses a consumption-based pricing model, so customers pay only for what they use. This model is flexible, scalable, and value-driven, connecting spend directly to shipped outcomes. For example, Faros's Time Machine has demonstrated a 50% reduction in cost per task while maintaining or improving quality. Note: Specific pricing details are not publicly documented; contact sales for a quote.
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.
Industries & Audience
Who is the target audience for 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 (software development), Coursera (online education), and SmartBear (software testing and development tools). Note: Faros is not intended for non-engineering or non-technical teams.
