Up to 60%
Progressive reduction in development costs by optimizing head count.
Lean org structure · lower burn
Built for CEOs, CTOs, CFOs and CHROs
Real Contribution Optimized Delivery Improved ROI
GitMe shows where engineering effort creates real value — enabling faster, smarter leadership decisions.
R.E.V. evaluation pipeline
Seamless Performance Measurement
GitMe securely connects to your existing Git servers (GitHub, GitLab, Bitbucket), evaluates production code with AI, and outputs board-ready R.E.V.
Improve jwt refresh fallback handling (#1201)
+ add rotateSessionToken(secret, ttl) helper
+ guard stale session reads inside auth middleware
GitHub
GitLab
Bitbucket
Secure Server
✓
AI Evaluation
Output
Committer: --
Calculating R.E.V. Score...
R.E.V. Score → --
Dashboard
Developer Performance
Executive Control Tower
REV Performance Lens
See true effort, not vanity activity. Compare squads on meaningful contribution quality.
12 Work Categories
Expose where effort is spent across features, fixes, refactors, operations, and more.
AI Optimization
Separate AI-assisted output from human contribution to improve quality and accountability.
Org-Aware Workforce Design
Model in-house vs. outsourced teams, expertise tiers, and talent pools for dynamic staffing decisions.
Cost, Flow, ROI impact
Up to 30%
Productivity increase through early bottleneck detection and intervention.
Faster releases · less idle time
Up to 70%
Reduce sunk cost by focusing investment on the most valuable work streams.
Capital efficiency · higher impact
Why you need GitMe
- • Optimize headcount without guesswork
- • Identify real contributors instantly
- • Separate real effort from noise
- • Expose hidden productivity gaps
- • Measure AI’s true impact on delivery
- • Make defensible hiring and downsizing decisions
Evidence-based contribution measurement
The metric that best captures real contribution: R.E.V.
GitMe's R.E.V. measurement has a 0.93 correlation with real contribution. Traditional metrics show much weaker relationships: Story Points around 0.4, Lines of Code around 0.2, and Commit Count around 0.1. That is why GitMe reveals real impact, not vanity activity.
R.E.V. ↔ Real Contribution
0.93
Story Points ↔ Real Contribution
~0.4
Lines of Code ↔ Real Contribution
~0.2
Commit Count ↔ Real Contribution
~0.1
Bottleneck Visibility
Surface review, refactor, and rework bottlenecks before they become delivery risk.
Effort Survival Rate
Evaluate which outputs survive over 12 months to measure engineering quality in context.
Organization Intelligence
Quantify contribution by team model, role, and specialization to optimize capacity planning.
ROI by Design
Translate daily development activity into board-ready efficiency, sustainability, and ROI indicators.
How it works
A measurable system, not another dashboard
- 1. Connect delivery data. GitMe reads engineering activity and maps work into 12 job categories.
- 2. Compute REV. Real Effort Value quantifies meaningful developer contribution with context.
- 3. Separate AI and human effort. Understand where AI accelerates value and where expertise is still critical.
- 4. Track survival and ROI. Use 12-month Effort Survival Rate and executive scorecards to optimize cost, quality, and talent strategy.
Designed for strategic decisions
From engineering noise to leadership clarity
- • Prioritize hiring based on real contribution patterns, not assumptions.
- • Rebalance in-house and outsourced capacity with measurable confidence.
- • Coach teams using category-level effort data and quality retention trends.
- • Build sustainable AI adoption with transparent performance signals.
- • Present board-level progress with defensible, measurable outcomes.
Trust Signal
analyzes engineering patterns from the world’s largest open-source codebases
GitMe continuously analyzes public engineering activity to benchmark software delivery patterns.
Logos represent organizations whose public repositories are analyzed by GitMe. No affiliation implied.
Executive Outcome
Build a high-performance engineering organization with measurable trust
GitMe helps leadership teams optimize head count, reveal bottlenecks, govern AI contribution quality, and align engineering operations with financial outcomes.