Engineering Metrics Built on Trust
Delivery insights that help engineering teams move faster - without breaking trust
Turn GitHub activity into actionable, AI-powered reflections your team will actually use.
Most Metrics ToolsBreak Trust
Why most engineering metrics platforms fail to deliver real value for teams.
Metrics that feel like surveillance
Tracking individuals erodes trust and creates a culture of fear, not improvement.
Data with no direction
Managers are left translating raw metrics into action, with little guidance or context.
One-sided reports drive a wedge
Leadership and teams see different data, leading to misalignment and frustration.
Clunky dashboards no one checks
Metrics are buried in dashboards that teams rarely visit, making insights easy to ignore.
See how TeamFloe builds trust while delivering actionable insights.
Reflect, Align, andDeliver Better
Modern engineering metrics built for trust, improvement, and real results.
Trust-first metrics
Team-level insights that build confidence, not surveillance. Focus on collective improvement.
AI-powered insights
Contextual summaries that explain what happened and suggest actionable next steps.
Continuous improvement
Spot delivery drift, highlight recurring friction, and celebrate meaningful progress.
Shared visibility
Teams and leadership operate from the same trusted view, eliminating misalignment.
BeyondDORA Metrics
Get both the DORA metrics you know and love, plus AI-powered insights that predict risks before they happen.
AI-Powered Insights
Get intelligent recommendations, risk predictions, and actionable insights that go beyond raw numbers.
- Risk predictions and early warnings
- Personalized action recommendations
- Team health and burnout detection
DORA Metrics
All the DORA metrics you know and trust, beautifully visualized and easy to understand.
- Deployment frequency tracking
- Lead time for changes
- Mean time to restore & change failure rate
How ItWorks
Four simple steps to transform your engineering metrics into actionable insights.
Connect GitHub
Secure OAuth integration — no heavy setup required.
One-click GitHub connection with read-only access to your repositories.
Get Weekly AI Digest
Delivered via Slack or email — with trends and suggestions.
AI-powered insights arrive automatically every week, keeping your team informed.
Use in Retros & 1:1s
Insights for retros, 1:1s, or private reflection.
Share insights in team meetings or use privately for leadership decisions.
Reflect, Adjust, Ship
Turn insights into action and continuous improvement.
Transform data into actionable improvements that drive real results.
Principles ThatScale
Core values that guide every feature and decision in TeamFloe.
No individual metrics
We never show or track individual developer stats.
All insights are collective, protecting team trust and psychological safety.
Explainable AI
AI insights are transparent and actionable.
Every recommendation comes with clear reasoning and context.
Team-first view
All insights are at the team level, never individuals.
Focus on collective improvement rather than individual performance.
Improvement-oriented
Focus on growth, not evaluation or punishment.
Metrics that help teams learn and improve, not judge or rank.
Export-ready insights
Easily share and export reports for alignment.
Seamless integration with your existing workflows and tools.
Privacy by design
Built with privacy and security as core principles.
Your data stays yours, with enterprise-grade security standards.
Built for Modern Engineering Teams
Whether you're a startup scaling rapidly or an enterprise managing complex systems, our platform adapts to your team's unique needs and workflows.
Engineering Managers
Lead with data-driven insights
Get the insights you need to support your team and drive improvement without creating surveillance.
Weekly AI summaries for retros & planning
Objective bottleneck detection
No extra prep work
Clear team health indicators
Engineering Teams
Improve together, safely
Focus on collective improvement with insights that build trust, not fear.
No individual tracking
Clear suggestions that improve team flow
Slack/email delivery — unobtrusive insights
Safe to discuss in retro — not weaponized in 1:1s
How WeCompare
Don't just take our word for it. Here's how we stack up against the competition.
| Feature | TeamFloe | Linear | Athenian | Code Climate |
|---|---|---|---|---|
| Individual Metrics | Never shown | Tracked per dev | Shown by dev | Dev scoring/ranking |
| Trust-First Philosophy | Yes | Often surveillance | Improving | Often punitive |
| Shared with Teams | Retro-safe views | Manager-only view | Partial | Not team-facing |
| AI-Powered Insight Summaries | Yes | Rules-based alerts | Some AI, limited | Static charts only |
| Weekly Digest for Retro | Built-in | Manual | Not supported | Not supported |
| Time-Based Effort Attribution | Accurate by type | High-level | Limited | Missing |
| Deep GitHub Analysis | Supported | Supported | Supported | Supported |
| Designed for Reflection | Sprint-aware AI | Output-focused | Output-focused | Performance-focused |
Why TeamFloe stands apart
While other tools focus on individual performance and surveillance, TeamFloe is built from the ground up for team trust and collective improvement.
Trust-first design
Built to build confidence, not create fear
AI-powered insights
Contextual summaries that explain and suggest
Team-focused metrics
Collective insights that unite rather than divide
SimplePricing
Launching soon with early access benefits for teams who want to build better engineering cultures.
No credit card required. Limited spots available for early access.