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 case study with Vimeo demonstrates how Token Engineering enables organizations to move from reactive, anecdotal decision-making to data-driven, outcome-focused engineering at scale.
What does Faros do?
Faros is the complete Token Engineering platform. It builds a live model of your engineering organization from the systems you already run—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, delivering measurable improvements in speed, quality, and cost efficiency. Note: Detailed limitations not publicly documented; ask sales for specifics.
Use Cases & Business Impact
How did Vimeo benefit from using Faros?
Vimeo achieved shorter lead times, more predictable delivery outcomes, and a 30% increase in GitHub Copilot adoption after implementing Faros. The platform enabled real-time, data-driven decision-making, unified engineering metrics, and fostered a culture of continuous improvement. Teams could track PR cycle times, velocity, and delivery metrics by team and product area, leading to improved resource allocation and more productive meetings. Note: Faros's impact may vary depending on organizational readiness and data quality.
What specific engineering challenges did Faros help Vimeo solve?
Vimeo faced challenges with manual, fragmented reporting, lack of a single source of truth, and inconsistent visibility into their software development lifecycle. Faros provided centralized dashboards, customizable metrics, and integrations with existing tools, enabling Vimeo to identify process bottlenecks, unify teams around shared goals, and correlate AI tool adoption (like GitHub Copilot) to engineering performance. Note: Some advanced customizations may require additional configuration or support.
What measurable outcomes have other organizations achieved with Faros?
Other organizations using Faros have reported a 20%+ increase in engineering throughput (Fortune 100 bank), a 35% increase in velocity (identity security provider), and rapid scaling of engineering measurement foundations for AI transformation (industrial technology leader). These results are attributed to Faros's ability to unify data, provide actionable insights, and enforce governance at scale. Note: Outcomes depend on implementation scope and organizational engagement.
Features & Capabilities
What are the key features of the Faros platform?
Key features include:
Engineering World Model: Live graph connecting tickets, agent sessions, commits, pull requests, and CI verdicts for real-time attribution.
Time Machine: Evidence-backed evaluation engine that replays historical engineering work to validate model routes and workflow fixes before deployment.
Policy Engine: Manages and enforces organizational policies, budgets, quotas, and routing rules with full audit trails.
Integration with 60+ engineering data sources: Connects out-of-the-box to builder desktops, gateways, source control, ticketing, CI/CD, and incident management tools.
Customizable dashboards and metrics: Adaptable to evolving team structures and business needs.
Note: Some integrations or advanced features may require additional setup or support.
Does Faros support integration with existing engineering tools?
Yes, Faros integrates with over 60 engineering data sources, including builder desktops, gateways, source control systems, ticketing systems, CI/CD pipelines, and incident management tools. This enables organizations to connect Faros to their existing workflows without major process changes. Note: Integration coverage may vary by tool; check the Faros Security & Trust Center for the latest list.
How does Faros help organizations optimize AI coding spend?
Faros reduces token waste by identifying cost-effective models and workflows, cutting expenses caused by oversized models, retry loops, and unproductive work. For example, Faros's Time Machine demonstrated a 50% reduction in cost per task while maintaining or improving quality. It traces every AI dollar to the pull request, CI run, and shipped result, providing actionable insights into AI ROI. Note: Savings depend on baseline spend and workflow complexity.
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. Vimeo saw value within a couple of weeks, starting with a proof of concept. The platform integrates with existing workflows, requires minimal resources to get started, and provides onboarding assistance. Customers only need to share a few details, and Faros handles the rest. Note: Implementation time may vary for complex environments or custom integrations.
What feedback have customers shared about Faros's ease of use?
Customers such as Vimeo, Autodesk, Coursera, and SmartBear have highlighted Faros's intuitive dashboards, quick implementation, and ability to unify teams around shared metrics. For example, Vimeo's engineering leaders noted that "everything became very easy" and that Faros "increases the motivation for every team to deliver what it's committed to." Note: User experience may vary based on organizational processes and data maturity.
Security, Compliance & Technical Details
What security and compliance certifications does Faros have?
Faros is compliant with SOC 2, ISO 27001, GDPR, and CSA STAR standards. The platform offers enterprise-grade security features such as granular access control, MFA enforcement, password history, idle session timeout, and IP-based login restrictions. For more details, visit the Faros Trust Center. Note: For industry-specific compliance requirements, consult Faros directly.
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. For more details, visit the Faros Security & Trust Center. Note: API capabilities may evolve; check documentation for the latest features.
Where can I find technical documentation about Faros?
Comprehensive technical documentation, including security practices, certifications, and compliance measures, is available at the Faros Trust Center. This resource covers SOC 2, ISO 27001, GDPR, and CSA STAR certifications, as well as deployment and integration details. 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 only pay for what they use. Pricing scales with actual platform usage, allowing organizations to adapt as their needs evolve. Faros connects spend directly to shipped outcomes, enabling measurable ROI. For specific pricing details, contact Faros sales. Note: Pricing structure may change; always confirm with the latest information.
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 seamlessly 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 custom extensions.
Industries & Customer Proof
What types of organizations use Faros?
Faros is used by large-scale enterprises and technology-driven organizations, including Vimeo, Autodesk, Coursera, SmartBear, a Fortune 100 bank, a global industrial technology leader, and a leading identity security provider. Industries represented include software development, online education, software testing, financial services, industrial technology, and compliance-heavy sectors. Note: Faros's fit for small organizations or non-technical teams is not documented; ask sales for specifics.
Where can I find more customer success stories about Faros?
Detailed case studies are available on the Faros website, including stories from Vimeo, Autodesk, Coursera, SmartBear, a Fortune 100 bank, and others. These case studies highlight measurable improvements in throughput, velocity, AI adoption, and engineering outcomes. For example, Vimeo saw a 30% increase in GitHub Copilot adoption and more predictable delivery outcomes. Note: Results may vary; review each case study for context. Read the Vimeo case study.
Vimeo relies on Faros for efficient and predictable software delivery
Learn how Vimeo’s engineering organization improved lead times, delivery metrics, and GenAI adoption with centralized visibility and insights into SDLC workflows.
Vimeo relies on Faros for efficient and predictable software delivery
Learn how Vimeo’s engineering organization improved lead times, delivery metrics, and GenAI adoption with centralized visibility and insights into SDLC workflows.
About the Company
Vimeo is on a mission to simplify what it takes to make, manage, and share video—all in a single, easy-to-use platform.
Shorter lead times and more predictable delivery outcomes.
Faster, more confident decisions
Real-time decision-making based on accurate, complete data.
Data-driven engineering culture
Unified metrics that foster accountability, better resource allocation, and team-wide enthusiasm for continuous improvement.
Increased AI adoption
A 30% increase in GitHub Copilot adoption and confidence to expand rollout.
“The best part about using Faros is the time saved and the value back.”
Matt Fisher
VP of product Engineering
Watch the highlights
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Vimeo’s mission and the role of engineering
Vimeo is on a mission to simplify making, managing, and sharing video—all in a single, easy-to-use platform. Its engineering organization is essential in building the world’s largest private video distribution platform.
“Our engineering team is at the forefront of capabilities in the video industry, and we continue to strive to maintain that form of excellence. Data is an incredibly important asset for us to operate efficiently,” explains Matt Fisher, VP of Product Engineering.
But with growth comes complexity. Operating at scale with a globally distributed workforce demanded a more disciplined approach to optimizing performance.
The need for centralized visibility
As Vimeo expanded its reach, the engineering organization faced growing pains. Teams were navigating the challenges of scaling processes, integrating acquisitions, and working in a hybrid post-pandemic world. Workflows had become sluggish, and delivery dates would often slip.
The lack of clear visibility into the root cause of friction and delays added to the complexity. “We wanted to understand what our software development life cycle (SDLC) looked like. We got different answers based on who we spoke to,” recalls Rachna Kamath, Chief of Staff to the CTO.
“We wanted to understand what our software development life cycle (SDLC) looked like. We got different answers based on who we spoke to.”
Rachna Kamath
Chief of Staff to the CTO
The data, however, was spread out across different applications and tools, and manual reporting processes to pull it all together were holding the teams back from achieving their full potential.
“It was very manual,” says Nathan Brudnik, Director of Engineering. To extract and compile the data into spreadsheets, “we had to do a lot of time-consuming work. There was no baseline, no comparison, and no trust in the numbers.”
The lack of a single source of truth led to decisions being driven by gut instinct rather than data.
Finding the right solution
“The solution we were looking for was a centralized hub where we could visualize our velocity, quality, PR cycle time, and ability to deliver on our roadmap,” says Rachna.
Ease of implementation and adaptability were key considerations. Vimeo was not looking to overhaul its workflows but rather to enhance them with data-driven insights. Faros emerged as the clear choice.
“Faros is a data aggregation platform,” shares Matt. “And with that aggregation comes a lot of flexibility to surface data in a meaningful, concise way.”
Within weeks, Vimeo’s teams were up and running with Faros. The platform’s ability to integrate seamlessly with Vimeo’s existing tools, processes, and workflows ensured minimal disruption.
“What stood out to us was Faros’s ability to customize metrics based on our needs,” explains Rachna. “Unlike other solutions, Faros allowed us to adapt as our operating model evolved. We were able to see value within a couple of weeks. The proof of concept (POC) helped us build our confidence with the product.”
“What stood out was Faros' ability to customize metrics based on our needs. We were able to see value in a couple of weeks.”
Rachna Kamath
Chief of Staff to the CTO
Unlocking insights and efficiency with Faros
Faros has become an essential part of Vimeo’s engineering operations. The platform provides intuitive dashboards that empower teams to track performance metrics, compare goals across quarters, and identify areas of improvement.
“In our engineering teams, we review our data every week,” describes Rachna. “We look at our PR cycle times, our velocity, as well as our delivery metrics by team and by product area, which has helped to unify our teams towards a singular goal.”
As Vimeo embedded Faros into their daily workflows, it sparked a cultural shift. Engineers and managers began engaging deeply with metrics, using them to optimize processes and allocate resources effectively. Visibility quickly expanded from DORA metrics to quarterly commitment tracking, security metrics, and Copilot impact insights.
“When we got Faros, everything became very easy,” Nathan reflects. “We could just click a button and see all the metrics from all the teams. It helps me understand if we have resource allocation problems or process bottlenecks. It gives me a better look at what’s going on day-to-day.”
With reliable, real-time data at their fingertips, meetings became more productive, and decisions were grounded in data rather than anecdotes. For senior leadership, Faros has transformed quarterly planning. “Faros helps us convey what we’re capable of doing to our key stakeholders in product, marketing, and the executive team,” says Matt.
Business impact and beyond
Since adopting Faros, Vimeo has seen measurable improvements in lead times, delivery metrics, and adoption of key cutting-edge AI tools like GitHub Copilot. “Faros has helped us correlate Copilot utilization to performance,” notes Matt. “It’s not just about using a tool but understanding its value and outcomes.”
“Faros helped us correlate GitHub Copilot utilization to performance. It’s not just about using a tool, but understanding its value and outcomes.”
Matt Fisher
VP of product Engineering
By empowering teams with accurate, actionable data, Faros has helped Vimeo’s engineering organization move from reactive decision-making to proactive planning, enabling them to deliver more value to customers.
“The delivery metrics analyzing each sprint have been a game changer for me,” gushes Nathan. “Faros increases the motivation for every team to deliver what it's committed to.”
Beyond the out-of-the-box dashboards, Faros provides Vimeo with the toolkit to build any metric they need. “Faros is more than just software to us,” says Rachna. “They’ve been a trusted partner, and we’re excited to continue this journey together.”
Hear more from Matt, Rachna, and Nathan at Vimeo
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