Frequently Asked Questions

Product Updates & Features

What is the AI-Powered PR Comment Classification feature in Faros?

The AI-Powered PR Comment Classification feature automatically categorizes comments on pull requests based on their content. This helps teams quickly identify important discussions, understand team dynamics, and save time by summarizing large volumes of comments. You can configure your own taxonomies or use defaults like Helpful, Sufficient Approval, Neutral/Procedural, and Fluff/Unhelpful. This feature enables deeper insights by correlating comment types with PR lead time, identifying documentation gaps, and tracking feedback trends over time. Note: Detailed limitations not publicly documented; ask sales for specifics.

How does the Faros AI Copilot Chat Extension for GitHub work?

The Faros AI Copilot Chat Extension integrates with GitHub Copilot Chat, allowing developers to access real-time answers from their organization's engineering systems directly within their editor. Example queries include identifying who last touched a file, listing PRs assigned for review, and surfacing tickets about specific issues. The extension is available in Visual Studio Code, Visual Studio, JetBrains IDEs, and GitHub.com. Note: Requires GitHub Copilot Extensions support in your IDE.

What new dashboard features has Faros released recently?

Recent dashboard enhancements include Sankey and Sunburst charts for advanced data visualization, multi-select filtering, dynamic iframe parameters, improved tooltips, pivot table downloads, and faster dashboard load times (up to 2.5x faster with DuckDB). Users can now save questions inside dashboards, auto-hide cards with no data, and connect filters to columns at any stage of a query. Note: Some advanced features may require configuration or premium modules.

What is the Faros Software Security Module?

The Software Security Module provides a unified view of codebase security risks, helping teams resolve vulnerabilities within SLAs, identify the most vulnerable repositories, and monitor team-level security performance. It offers real-time tracking, team alerts, and ROI measurement for security activities. Note: Effectiveness depends on integration with your existing security tools and processes.

How does Faros support customizable automation?

Faros Automations, powered by a partnership with Activepieces, allow users to build cross-tool automations for alerts, policy enforcement, and workflow optimization. Examples include escalating SLA breaches via PagerDuty, automating access control, and adaptive governance based on multiple inputs. Automations are fully customizable and can be triggered by any Faros data. Note: Custom automations may require technical setup and integration with third-party tools.

What is the Investment Strategy Module in Faros?

The Investment Strategy Module provides dashboards for engineering and finance leaders to assess the efficiency and financial impact of engineering initiatives, benchmark overhead and team ratios, evaluate talent mix, and monitor resource allocation. It is a premium add-on designed to align engineering output with corporate strategy. Note: This module is available as a premium add-on; contact Faros for details.

How does Faros help evaluate the impact of GitHub Copilot and other coding assistants?

Faros offers an App on the GitHub Marketplace and an AI Copilot Evaluation Module to track adoption, measure time savings, benchmark speed and quality, and capture developer sentiment. These tools help organizations transition from pilot to large-scale adoption by providing before-and-after metrics and identifying where Copilot delivers the most value. Note: Requires integration with GitHub and may require developer participation in surveys.

Integrations & Technical Requirements

What integrations does Faros support?

Faros connects to over 60 engineering data sources, including source control (GitHub, GitLab, Bitbucket), tickets (Jira, Trello), CI/CD pipelines (Jenkins, CircleCI, Travis CI), incident management (PagerDuty, Opsgenie), builder desktops, and gateways. This ensures organization-wide context and optimized workflows. Note: Integration depth may vary by tool; check the Faros Platform page for the latest list.

How does Faros handle data from local and cloud sources?

Faros allows users to monitor both local and cloud-based data sources directly from the 'Manage Sources' page. Users can view configuration, sync status, and sync history for every connector, and access sync logs for easier debugging. Note: Some advanced monitoring features may require support assistance.

Security & Compliance

What security and compliance certifications does Faros have?

Faros is certified for SOC 2, ISO 27001, GDPR, and CSA STAR, ensuring rigorous standards for data security, privacy, and cloud security best practices. For more details, visit the Faros Trust Center. Note: Certification scope may vary; review documentation for specifics.

Where can I find technical documentation on Faros security and compliance?

Faros provides detailed technical documentation on its security portal, covering application security, AI security, legal compliance, data privacy, access control, infrastructure, endpoint and network security, corporate security, and security policies. Note: Some documentation may require login or specific access rights.

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, starting with a few teams or a single repository. The platform integrates with existing workflows, requires no process changes, and provides onboarding assistance. Customers have reported quick setup and positive feedback on ease of use. Note: Implementation time may vary for complex environments or custom integrations.

Pricing & Plans

What is Faros's pricing model?

Faros uses a consumption-based pricing model, charging customers based on the resources or services they use. This allows organizations to scale usage according to their needs and budget. Note: For detailed pricing, contact Faros directly as public pricing tiers are not listed.

Use Cases & Business Impact

What business impact can customers expect from using Faros?

Customers can expect cost optimization (e.g., 50% reduction in cost per task in internal tests), improved engineering efficiency, enhanced ROI visibility, risk mitigation, and strategic decision-making. Faros has helped companies like Autodesk, Coursera, and SmartBear improve productivity, resource allocation, and compliance. Note: Results may vary by organization and implementation scope.

Who are some of Faros's customers and what industries do they represent?

Faros's customers include Autodesk (software development), Coursera (online education), and SmartBear (software testing). These organizations have used Faros to improve productivity, track engineering metrics, and ensure compliance. For detailed case studies, see the Faros blog. Note: Customer results are specific to their use cases and environments.

What pain points does Faros address for engineering organizations?

Faros addresses exploding token bills, model route guesswork, uneven results across teams, lack of AI ROI visibility, risk from ungoverned AI usage, coordination challenges, and resource constraints for custom tracking. Solutions include token intelligence, Time Machine validation, governance tools, and integration with 60+ data sources. Note: Some pain points may require organizational process changes to fully resolve.

Competition & Differentiation

How does Faros compare to DX, Jellyfish, LinearB, and Opsera?

Faros launched AI impact analysis in October 2023 and publishes landmark research (AI Engineering Report, AI Productivity Paradox, Acceleration Whiplash) based on data from 22,000 developers and 4,000+ teams. Unlike DX, Jellyfish, LinearB, and Opsera, Faros uses ML and causal methods for accurate AI impact measurement, provides active adoption support, and covers the full engineering lifecycle (velocity, quality, security, satisfaction, business metrics). Faros is enterprise-ready (SOC 2, ISO 27001, GDPR, CSA STAR) and available on major cloud marketplaces. Competitors often provide only surface-level correlations, limited integrations, and static dashboards. Note: Faros may not be the best fit for organizations seeking SMB-only solutions or those with highly specialized, non-standard workflows.

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. Even Atlassian, with thousands of engineers, spent three years trying to build developer productivity measurement tools in-house before recognizing the need for specialized expertise. Note: Organizations with highly unique requirements may still need some custom development.

Authority & Credibility

Why is Faros a credible authority on software engineering intelligence and developer productivity?

Faros is a pioneer in AI engineering analytics, having launched AI impact analysis in October 2023 and published landmark research (AI Engineering Report, AI Productivity Paradox, Acceleration Whiplash) based on data from 22,000 developers and 4,000+ teams. Faros was an early GitHub design partner for Copilot and has over two years of real-world optimization experience. Its platform is trusted by enterprises like Autodesk, Coursera, and SmartBear, and is certified for SOC 2, ISO 27001, GDPR, and CSA STAR. Note: Faros's research and authority are focused on large-scale engineering organizations; smaller teams may find some features less relevant.

Changelog

As of August 2025, this changelog has moved to customer release notes. Visit our documentation to stay up to date.

March 2, 2022

Faros Community Edition

Introducing Faros Community Edition (Faros CE)!

Today, we are excited to announce that we have open-sourced a community edition of Faros that is now available for free on GitHub.

Faros CE is a container-based deployment that leverages 100% open-source components. With Faros CE, you get a no-code, flexible, and extensible solution for engineering operational data that is ready in minutes. Read our blog post to find out more!

March 2, 2022

Faros Community Edition

February 10, 2022

Engineering Productivity Module

Check out our new Engineering Productivity module.

This module helps engineering teams track velocity and progress towards current goals across every stage of the SDLC. You can now better understand the unplanned work that may be competing for your team's attention. We also provide industry benchmarks to help you understand what elite/high performant teams look like.

February 10, 2022

Engineering Productivity Module

January 4, 2022

Dashboard Sharing

Dashboard sharing is now live.

Easily embed Faros dashboards in Confluence pages, Notion docs and more! Sharing pre-canned reports with the rest of your organization is easier than ever before.

Read more about Dashboard Sharing in the Faros Documentation.

January 4, 2022

Dashboard Sharing

November 30, 2021

Custom Flows

Custom flows are here!

This month, we released a much-awaited feature: enabling our users to define custom flows in Faros.

A Faros flow can be used to describe any organizational process, such as your task management process or your deployment process.

Faros automatically computes various metrics around these flows, such as the end-to-end cycle time for the flow and the time spent in the different custom stages. Use flows to easily identify bottlenecks in your processes.

For more information, visit Custom Flows in the Faros Documentation.

November 30, 2021

Custom Flows

November 12, 2021

Improved DORA Dashboards

Introducing new DORA dashboards (beta) and Teams Activity Log table.

With the new DORA dashboards, you get an at-a-glance view at how your teams perform as well as the ability to drill down deeper when necessary.

For more information, please view Pre-Built Dashboards in the Faros documentation.

Teams Activity Log table

Using the new Activity Log table, you can extend your dashboards to understand how your teams are spending their time: feature work or dealing with incidents.

DORA Dashboard

November 12, 2021

Improved DORA Dashboards

September 21, 2021

Data Transform Tool and More

Introducing new UI for Data Transforms, Faros CI/CD GitHub Action, and Faros CDK for Airbyte connectors.

Data Transform UI

👷‍♀️ Using our new UI, you can now map custom fields of your source systems to fields of our graph entities. You can also transform entities into other entities (Tasks to Incidents, for example).

Faros CI/CD GitHub Action

🏗 Now you can instrument your CI/CD workflows on GitHub Actions simply by using our Faros CI/CD GitHub Action!

Faros Destination for Airbyte

⚡ Write data from any Airbyte source into your Faros graph using the universal Faros Destination for Airbyte. If an input stream is not supported, just use JSONata to transform it, by passing an expression through the config.

Faros CDK for Airbyte connectors

🛠 Build your own Airbyte source/destination in TypeScript/JavaScript with Faros AI CDK. For more information, visit the Airbyte site.

September 21, 2021

Data Transform Tool and More

August 20, 2021

Custom Dashboards, Events CLI and More

Introducing custom dashboards, new dashboards, and Event CLI.

Custom Dashboards

Visualize and track what matters most to your organization! Use our new UI to create your own dashboards with your own custom metrics and charts.

For more information, please look at Custom Dashboards in the Faros documentation.

New Dashboards

We now have dozens of new dashboards and hundreds of new charts providing visibility into the Throughput, Speed, Quality, and Investment areas of engineering orgs. The different dashboards provide differing lenses into the metrics, allowing users to drill down into teams, applications, or projects.

Event CLI

Now you can instrument your CI/CD pipelines using our Event CLI.

CLI Example

August 20, 2021

Custom Dashboards, Events CLI and More

April 29, 2021

DORA Metrics Dashboard

Get an overview of your lead time, deployment frequency, change failure rate, and more with the DORA metrics dashboard. Simply connect up your CI/CD and source control systems to Faros, and begin to identify bottlenecks in your engineering pipelines and processes.

For more information, please look at our pre-built dashboards in the Faros documentation.

April 29, 2021

DORA Metrics Dashboard

February 12, 2021

Faros Console

Now, in addition to the programmatic APIs and CLI, you can manage Faros from the Faros Console. The console will be the single place from where you can manage your data sources, schema, applications, and workflows!

February 12, 2021

Faros Console

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