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Koalr AI connects directly to your GitHub, Jira, PagerDuty, and deployment data. Ask anything in natural language and get answers backed by real numbers — not generative guesses.
Real questions. Real answers.
These are representative questions Koalr AI answers from your live data — not hallucinated examples.
Why did MTTR spike last month?
Your MTTR jumped from 42 min to 94 min in week 3. The spike correlates with 3 incidents in the payments-api service — all triggered within 4 hours of deployments with risk score >75. The deployment on March 14th at 6:23 PM included a DB migration and 23 file changes. I'd recommend reviewing the deploy risk thresholds for that service.
Which teams are missing CODEOWNERS coverage?
2 teams have CODEOWNERS gaps: the Data team has 3 repos with no coverage (data-pipeline, ml-features, analytics-api). The Mobile team's auth module (src/auth/) has been uncovered for 11 days since a team restructure. I've flagged these for your review.
What's our deploy failure rate on Fridays?
Your change failure rate on Fridays is 18.3% vs 6.7% on other days. This is consistent over the last 90 days. Fridays account for 31% of incidents despite only 19% of deploys. Consider a Friday deploy freeze for services with CFR >10%.
Who are the top reviewers for the payments service?
Top reviewers for payments-api in the last 30 days: Sarah Chen (34 reviews, avg 2.1h to first comment), Marcus Lee (28 reviews, avg 4.8h), Alex Kim (19 reviews, avg 1.3h). Alex has the fastest response time but reviews the fewest PRs — potential bottleneck risk if others are unavailable.
Is our cycle time trending better or worse since we started using Copilot?
Cycle time improved 23% in the 6 weeks since Copilot adoption reached >50% of developers. Mean cycle time dropped from 4.2 days to 3.2 days. The biggest improvement is in time-to-first-review (down 31%), suggesting Copilot is helping developers ship smaller, cleaner PRs.
Which open PRs should I be concerned about today?
3 PRs need attention today: (1) payments-api #441 — HIGH risk (score: 82), touches billing + auth + DB migration, open 8 days, no reviewer assigned. (2) mobile-ios #219 — stale 12 days, CI failing, first-time author in this codebase. (3) data-pipeline #88 — drops test coverage by 4.2% below threshold.
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A few things to know.
Koalr AI answers questions about your engineering data — it does not create tickets, push code, or send Slack messages on your behalf. It identifies patterns. You make the decisions.
Individual developer data is only available to admins and managers — the same visibility rules that govern the dashboard apply to AI responses.
Answers are grounded in your indexed data. Koalr does not generate speculative content or fabricate metrics.
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