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. In the context of fixing flaky tests in CI, Token Engineering enables organizations to track and optimize the AI resources used by coding agents like GitHub Copilot, ensuring that every token spent contributes to reliable, validated engineering outcomes.

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, tickets, 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 at scale. Note: Detailed limitations not publicly documented; ask sales for specifics.

How does Faros help with flaky tests in CI pipelines?

Faros enables organizations to track and optimize the AI resources used by coding agents (such as GitHub Copilot) in CI pipelines. By attributing token spend to specific outcomes—like fixing flaky tests—Faros helps engineering teams validate which model routes and agent contexts deliver reliable results. This approach reduces wasted spend on ineffective retries and ensures that fixes are evidence-backed before deployment. Note: Faros does not directly fix flaky tests but provides the observability and governance to optimize AI-assisted workflows that address them.

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.
• Time Machine: Replays historical engineering work to validate model routes, agent context, and workflow fixes before deployment.
• Policy Engine: Manages organizational policies, budgets, quotas, approved models, and routing rules, enforcing them across gateways and harnesses.
• Integration with 60+ engineering data sources, including builder desktops, gateways, source control, ticketing, CI/CD, and incident management tools.

Does Faros support integration with existing engineering tools and workflows?

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 limited to supported data sources; custom integrations may require additional effort.

Does Faros offer an API?

Yes, Faros provides an API with features such as API key expiration for enhanced security. The API enables integration with over 60 engineering data sources and supports secure connectivity with existing workflows and tools. Note: API usage may require appropriate permissions and configuration; see Faros's Security & Trust Center for details.

What business impact can organizations expect from using Faros?

Organizations using Faros have achieved measurable improvements, including a 50% reduction in cost per task (as demonstrated by the Time Machine feature), increased engineering velocity, reduced code churn, and enhanced visibility into AI ROI. Faros also supports risk mitigation through automated policy enforcement and audit trails, which is especially valuable for compliance-heavy industries. Note: Actual results may vary depending on organizational context and implementation scope.

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. By providing a unified platform for observability, optimization, and governance, Faros enables teams to maximize outcomes per dollar spent on AI coding. Note: Some organizations may require additional customization for unique workflows.

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: Best fit for organizations seeking unified governance and optimization of AI engineering workflows; teams with highly specialized or legacy systems may need additional integration work.

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 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).

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 boundary during setup. Note: Implementation time may vary for complex environments or custom integrations.

What feedback have customers given about Faros's ease of use?

Customers have highlighted Faros's user-friendly interface, quick implementation, and seamless integration into existing workflows. For example, Ben Cochran (Autodesk) noted Faros's actionable insights, Mustafa Furniturewala (Coursera) emphasized its role in communicating engineering vision, and Vineeta Puranik (SmartBear) praised its intuitive design. See linked case studies for details. Note: User experience may vary by organization and use case.

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 more details, visit the Faros Trust Center. Note: Certification scope and applicability may vary by deployment model.

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 such as MFA enforcement, password history, idle session timeout, and IP-based login restrictions. Faros also complies with export laws and regulations of the US, EU, and other jurisdictions. Note: Customers should review the Trust Center for deployment-specific details.

Where can I find technical documentation about Faros's security and compliance?

Detailed trust and security documentation for Faros is available at the Faros Trust and Security Documentation Page. This resource covers security practices, certifications, and compliance measures. Note: Some documentation may require authorized access.

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, 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: 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.