USE CASE · PRODUCTION DEBUGGING
Stop assembling telemetry before you have a theory.
Production debugging should start with an explanation you can verify—not an empty search across disconnected tools.
When production degrades, engineers open dashboards and stitch metrics, logs, and traces by hand before they have a working theory.
02 · AutoObserve
How AutoObserve addresses it
AutoObserve starts with a ranked explanation and the evidence that supports it, then lets engineers inspect the underlying telemetry when they need depth.
CHECKOUT INCIDENT · DEVELOPER LENS
checkout-api v2.14.7 surfaces as a regression you can inspect.
After 14:31:00, checkout failures rise. AutoObserve strengthens the deployment regression hypothesis for checkout-api v2.14.7 and attaches the change and evidence developers need before they open a dashboard.
03 · Resolution
What changes operationally
Debugging begins at the failure hypothesis—not at an empty search across disconnected tools.