Hey Product Hunt! 👋 I'm Hooman, the founder of GitSignal. As a tech lead, I used to spend a lot of time in status meetings trying to translate raw code into business impact. I realized that evaluating engineering output today is completely broken. When a developer can generate 1000 lines of boilerplate in minutes with Claude Code, metrics like LOC or commit counts are completely dead. Furthermore, while any generic AI can summarize what a dev did today, summarizing today doesn't tell you if your team is actually productive over a year, what they're burning time on, or who your true experts are. I built GitSignal to fix this. Instead of just scraping GitHub metadata, I fine-tuned a model that read your actual code diffs to provide realistic insights from every code commit, like estimates of the human effort (in hours) or the true impact of the commit. So 1 hour spent updating docs is not equal to 1 hour spent on a major feature. We translate that raw code into an always-on Engineering Intelligence Platform: 🛑 The Meeting Killer: Automated daily standups and PM feature timelines generated directly from code, not self-reports. 📉 True Effort & Trends: Spot productivity dips instantly and see where your engineering hours are actually going, bypassing "Claude Code inflation." 🧠 Historical Knowledge Graph: Ask our AI Assistant questions like, "Who on the team has the most experience integrating Stripe?" and get an answer based on years of actual code contributions, not resumes. ⚖️ Fair Metrics: We map developers on an "Impact vs. Leverage" matrix, rewarding deep problem-solving over noisy commits. It takes about 5 minutes to connect your repos. We have a 7-day free trial, and I would love for you to see how accurate our effort estimations are for your team's historical commits. I'll be hanging out here all day—drop your questions below or let me know how you are currently measuring AI leverage on your teams! 👇

GitSignal

Measure true engineering impact, not lines of code.

Measure true engineering impact, not lines of code.