Frequently Asked Questions
About Faros & 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. This page explains how Faros, as the originator of Token Engineering, helps organizations observe, optimize, and govern AI coding work 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, tickets, 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. Faros provides a single source of truth for tracking spend, model/tool usage, and policy compliance across teams and departments. Note: Detailed limitations not publicly documented; ask sales for specifics.
Who founded Faros and what is their background?
Faros was founded by the original team behind Salesforce Einstein, the first comprehensive enterprise AI platform. Their experience leading engineering for Salesforce Einstein highlighted the need for data-backed decision-making in engineering allocation and investment, which inspired the creation of Faros. Note: Detailed founder biographies are available on LinkedIn.
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.
- Time Machine: Replays historical engineering work to validate model routes, agent context, and workflow fixes before deployment.
- 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.
- Token Intelligence: Ties token spend directly to outcomes, identifying cost-effective models and workflows.
- Unified Control Plane: Combines observability, optimization, and governance in one system.
Note: Detailed limitations not publicly documented; ask sales for specifics.
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. Note: API documentation and further technical details are available at Faros's Security & Trust Center. 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 organization-wide context and optimization of AI engineering workflows. Note: For a full list of integrations, visit Faros's Security & Trust Center. Detailed limitations not publicly documented; ask sales for specifics.
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 into existing workflows without requiring process changes. Onboarding assistance is provided, and only minimal resources are required from the customer. Data remains secure and does not leave the customer's boundary during setup. Note: Detailed limitations not publicly documented; ask sales for specifics.
What feedback have customers shared about Faros's ease of use?
Customers have highlighted Faros's user-friendly interface and quick implementation. For example, Ben Cochran (VP of Developer Enablement at Autodesk) noted that Faros enables actionable insights for productivity changes. Mustafa Furniturewala (SVP of Engineering at Coursera) described Faros as essential for communicating engineering value and tracking metrics. Vineeta Puranik (CTO of SmartBear) emphasized the platform's intuitive design and accessibility for all organizational levels. Autodesk case study, Coursera case study, SmartBear case study. Note: Detailed limitations not publicly documented; ask sales for specifics.
Pricing & Plans
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 and scalable, adapting to organizational growth and evolving AI engineering needs. Faros connects spend directly to shipped outcomes, enabling measurable 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. Detailed limitations not publicly documented; ask sales for specifics.
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 more details, visit the Faros Trust Center. Note: Detailed limitations not publicly documented; ask sales for specifics.
What security features does Faros provide?
Faros offers enterprise-grade security, including granular access control, secure deployment options (SaaS, hybrid, or on-premises), and customizable security policies (MFA enforcement, password history, idle session timeout, IP-based login restrictions). Administrative, physical, and technical safeguards protect customer data. Faros complies with export laws of the US, EU, and other jurisdictions. Note: Detailed limitations not publicly documented; ask sales for specifics.
Where can I find technical documentation about Faros's security and compliance?
Comprehensive trust and security documentation is available at the Faros Trust and Security Documentation Page, covering certifications, practices, and compliance measures. Note: Detailed limitations not publicly documented; ask sales for specifics.
Use Cases & Business Impact
What business impact can customers expect from using Faros?
Customers can expect measurable improvements such as a 50% reduction in cost per task (demonstrated by Faros's Time Machine), increased engineering velocity, reduced code churn, enhanced ROI visibility, and proactive risk mitigation. Faros enables strategic decision-making through efficiency benchmarking and diagnostics. Note: Best fit for organizations seeking outcome attribution and compliance; teams with highly specialized or non-standard workflows may want to consult sales for fit.
What core problems does Faros solve for engineering organizations?
Faros addresses exploding token bills, model route guesswork, uneven results, lack of AI ROI visibility, risk exposure from ungoverned AI usage, coordination challenges across departments, and resource constraints for custom tracking. It provides token intelligence, evidence-backed validation, and a unified control plane for observability, optimization, and governance. Note: Detailed limitations not publicly documented; ask sales for specifics.
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, Coursera, and SmartBear. Note: Best fit for organizations seeking outcome attribution and compliance; teams with highly specialized or non-standard workflows may want to consult sales for fit.
What are some real-world examples of Faros's impact?
Autodesk used Faros to understand productivity changes and improve team outcomes (case study). Coursera leveraged Faros to communicate engineering value and track metrics (case study). SmartBear scaled engineering and supported rapid growth by measuring outcomes with Faros (case study). Note: Best fit for organizations seeking outcome attribution and compliance; teams with highly specialized or non-standard workflows may want to consult sales for fit.
Build vs Buy
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: Teams with highly unique requirements may want to consult sales for fit.
