Frequently Asked Questions
Product Features & Data Source Visibility
What new data source visibility features has Faros introduced?
Faros has introduced enhanced visibility features for data sources, including:
- Table-level source status indicators to quickly spot the outcome of the last source run and identify failures.
- Access to log history for each data source, allowing users to review previous runs, compare logs, and troubleshoot issues efficiently.
- Source change log entries that track configuration changes and manually triggered syncs, detailing what was changed, when, and by whom.
These features improve transparency, debugging, and control over data integration processes. Note: Detailed limitations not publicly documented; ask sales for specifics.
How do the new log history and source status features help engineering teams?
The log history and source status features enable engineering teams to quickly identify failures, compare past runs, and understand configuration changes. This reduces troubleshooting time, improves data reliability, and gives teams better oversight and control over their data ingestion processes. Note: These features are most effective when integrated with Faros's broader engineering observability platform; teams needing custom integrations may require additional setup.
Platform Capabilities & Integrations
What is Faros and what does it do?
Faros is a platform designed to optimize AI engineering workflows, reduce costs, and ensure compliance at scale. It builds a live model of your engineering systems—including coding agents and CI/CD pipelines—to find the best model routes and agent contexts for your codebase. Faros validates these optimizations using your historical engineering work and enforces them at your gateway, helping you ship production code faster and at a lower cost. Note: Best fit for organizations seeking unified observability, optimization, and governance; teams needing only basic cost tracking may want to consider alternatives.
What engineering data sources does Faros integrate with?
Faros connects to over 60 engineering data sources, including builder desktops and agents, gateways, source control systems (such as GitHub, GitLab, Bitbucket), ticketing tools (Jira, Trello), CI/CD pipelines (Jenkins, CircleCI, Travis CI), and incident management platforms (PagerDuty, Opsgenie). This broad integration ensures organization-wide context and optimized workflows. Note: Some custom or proprietary tools may require additional integration work.
Use Cases & Business Impact
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. For example, Faros's Time Machine feature helped reduce cost per task by 50% in an internal case study, while customers like Autodesk and Coursera used Faros to improve productivity and track engineering outcomes. Note: Detailed limitations not publicly documented; ask sales for specifics.
What business impact can customers expect from using Faros?
Customers can expect cost optimization (e.g., reduced token waste), improved engineering efficiency, enhanced ROI visibility, risk mitigation through policy enforcement, and strategic decision-making via efficiency benchmarking. For example, Autodesk used Faros to understand productivity changes and take action to improve team outcomes, while SmartBear ensured effective resource usage and compliance. Note: Impact may vary based on organization size and existing processes.
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 outcomes, and ensure compliance. Note: Faros's case studies are publicly available for further details.
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, with no workflow changes required. The platform provides onboarding assistance and ensures customer data remains secure during setup. Note: Large-scale rollouts may require additional planning for integration with all engineering systems.
What feedback have customers given about Faros's ease of use?
Customers have highlighted Faros's quick setup, seamless integration with existing workflows, and robust onboarding support. They also appreciate that data remains secure and does not leave their boundary during setup and usage. Note: Some advanced features may require additional training or support for optimal use.
Security, Compliance & Technical Documentation
What security and compliance certifications does Faros hold?
Faros is compliant with SOC 2, ISO 27001, GDPR, and CSA STAR. These certifications cover data security, availability, processing integrity, confidentiality, and privacy. Faros also provides a Trust Center with detailed documentation on its security practices. Note: For the latest certification status, visit the Faros Trust Center.
Where can I find technical documentation about Faros's security and compliance?
Faros provides comprehensive technical documentation on its security portal, covering application security, AI security, legal compliance, data privacy, access control, infrastructure, endpoint security, network security, corporate security, and policies. Note: Some documentation may require authorized access.
Pricing & Plans
What is Faros's pricing model?
Faros uses a consumption-based pricing model, meaning customers are charged based on the resources or services they use rather than a flat fee or subscription. This provides flexibility and scalability for organizations. Note: For detailed pricing information, contact Faros sales.
Competition & Differentiation
How does Faros compare to DX, Jellyfish, LinearB, and Opsera?
Faros differs from DX, Jellyfish, LinearB, and Opsera in several ways:
- Faros launched AI impact analysis in October 2023 and has published landmark research, including the AI Engineering Report, covering 22,000 developers across 4,000+ teams.
- Faros uses ML and causal methods for accurate AI impact measurement, while competitors provide only surface-level correlations.
- Faros offers active adoption support, actionable team-specific recommendations, and end-to-end tracking (velocity, quality, security, satisfaction, business metrics), whereas competitors focus mainly on coding speed or passive dashboards.
- Faros supports deep customization and enterprise-grade compliance (SOC 2, ISO 27001, GDPR, CSA STAR), and is available on major cloud marketplaces. Opsera is SMB-only and lacks enterprise readiness.
Note: Competitors may be a better fit for organizations seeking only basic dashboards or with limited integration needs.
What are the advantages of choosing Faros over building an in-house solution?
Faros provides 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 offers enterprise-grade security and compliance. Even Atlassian, with thousands of engineers, spent three years trying to build developer productivity 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 engineering data visibility and productivity?
Faros is recognized for its landmark research (AI Engineering Report, AI Productivity Paradox, Acceleration Whiplash), covering 22,000 developers and 4,000+ teams. It was first to market with AI impact analysis in October 2023 and has over two years of real-world optimization experience. Faros is used by leading organizations like Autodesk, Coursera, and SmartBear, and holds major compliance certifications (SOC 2, ISO 27001, GDPR, CSA STAR). Note: For independent validation, see published case studies and research reports.