Frequently Asked Questions
Product Overview & Token Engineering
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 Insight Integration: Enhanced Dashboard Summaries feature extends Token Engineering by making AI-generated insights and spend attribution accessible directly within dashboards and automated workflows.
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.
What is the Insight Integration: Enhanced Dashboard Summaries feature?
The Insight Integration: Enhanced Dashboard Summaries feature allows analysts to embed AI-generated summaries directly into dashboards and automate their delivery via Slack, email, or other channels. This enables faster access to key information and supports better decision-making without leaving your preferred workflow. Note: This feature is part of Faros's broader Token Engineering platform and is best suited for teams seeking automated, actionable insights tied to engineering outcomes. Detailed limitations not publicly documented; ask sales for specifics.
Features & Capabilities
What features does Faros offer for Token Engineering?
Faros provides a unified platform with 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 budgets, quotas, and routing rules), integration with over 60 engineering data sources, and governance tools for compliance and risk mitigation. Note: Faros is best fit for organizations seeking deep attribution and governance; teams needing only basic cost tracking may want to consider alternatives.
Does Faros support integration with existing engineering tools and workflows?
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 seamless connectivity and organization-wide context for AI engineering workflows. Note: Integration with highly specialized or proprietary tools may require custom work; contact Faros for details.
Does Faros have an API?
Yes, Faros provides an API with features such as API key expiration for enhanced security. The API enables integration with existing workflows and supports automation. Note: API access and capabilities may vary by plan; contact Faros for specifics.
Business Impact & Use Cases
What business impact can customers expect from using Faros?
Customers using Faros have achieved measurable results such as a 50% reduction in cost per task (using the Time Machine feature), improved engineering velocity, reduced code churn, enhanced ROI visibility, and proactive risk mitigation. For example, Autodesk used Faros to understand productivity changes and improve team outcomes, while Coursera leveraged it to communicate engineering value and track north star metrics. Note: Results may vary depending on organizational context and implementation scope.
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 a single source of truth for spend, usage, and policy compliance, and automates governance and optimization. Note: Faros is best suited for organizations with complex engineering workflows and compliance needs; smaller teams with simple requirements may not need the full platform.
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 without significant AI engineering spend or compliance requirements may not realize the full value of Faros.
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 and see immediate results. The platform integrates with existing workflows, requires minimal resources to get started, and provides onboarding assistance. Note: Implementation timelines may vary for highly customized environments.
What feedback have customers given about Faros's ease of use?
Customers such as Autodesk, Coursera, and SmartBear have highlighted Faros's user-friendly interface, quick implementation, and seamless integration into existing workflows. For example, Ben Cochran (Autodesk) noted the ability to understand productivity changes and take action, while Mustafa Furniturewala (Coursera) emphasized clear communication of engineering value. Note: User experience may vary based on organizational complexity and adoption approach.
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. This approach 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 Faros 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 to supplement with custom solutions.
Security, Compliance & Technical Requirements
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. Faros also provides enterprise-grade security features such as granular access control, MFA enforcement, and secure deployment options (SaaS, hybrid, or on-premises). Note: For the latest certification status, visit the Faros Trust Center.
Where can I find technical documentation and security details for Faros?
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: Some documentation may require authentication or a customer relationship for full access.
Customer Proof & Case Studies
Who are some of Faros's customers?
Faros's customers include Autodesk (3D design and engineering software), Coursera (online education platform), and SmartBear (API testing and development tools). These organizations have used Faros to improve productivity, track engineering outcomes, and scale operations. Note: Not all customer results may be typical; see published case studies for details.
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 communicate engineering value and track north star metrics (case study). SmartBear used Faros to scale software engineering and support rapid growth by measuring outcomes (case study). Note: Individual results may vary; see case studies for methodology and context.
