AI quality intelligence
Product knowledge reveals what the feature missed. Every PR is checked against your codebase. Robotesta writes and runs the right tests.
It finds the missing rule using your product behavior, business rules, and earlier decisions.
One behavior is undefined: if the creator loses access before execution, should the scheduled export still run?
It turns the earlier finding into a concrete code review comment at the place the behavior can break.
Access is checked when the export is scheduled, not when it executes. Re-check workspace access before delivery.
The output becomes runnable quality work, not just a suggestion.
The agreed behavior is now executable and verified against the change.
Why now
More change now moves through the same review, testing, and verification capacity.
Speed moved forward. Quality work moved downstream — without the context the code was written from.
Observational telemetry across more than 10K developers and 1,255 teams. Used for +98% PR output and +91% review time. “Nearly 2×” and “≈2×” are simplified Robotesta renderings of those reported uplifts.
Open source ↗Telemetry across 22K developers and 4K teams. Used for +300.6% time in QA and +125.4% monthly incidents. “≈4×” and “≈2.25×” are Robotesta calculations from the reported increases. 2025 and 2026 are separate snapshots, not one continuous YoY series.
Open source ↗The missing context
Part of the bottleneck is volume. The part that ships bugs is context: the author didn't have it, the review didn't have it, and the tests were written from the same ticket.
RequirementA workspace always keeps at least one owner.
Decision #61Access removal must be immediate.
Issue #184A removed member kept authenticated access.
Approved designReassign owned resources before removal.
Codebasemembership-service · session-service · realtime authorization
CoverageActive session revocation — not covered.
RO-218
As a workspace admin, I can remove a member from my workspace.
6 things from 5 sources
RequirementA workspace always keeps at least one owner.
Decision #61Access removal must be immediate.
Issue #184A removed member kept authenticated access.
Approved designReassign owned resources before removal.
Codebasemembership-service · session-service · realtime authorization
CoverageActive session revocation — not covered.
Not what the change touches. What it was meant to do. Robotesta reconstructs the product around the change before anything is written.
context engineering
How it works
One change, followed from the ticket to the release decision.
As a workspace admin, I can remove a member from my workspace.
Acceptance criteria
None yet.
Evidence
Where it lives
Robotesta reads from them, acts in them, and writes evidence back to them.
Connected tools
Evidence intake · formats and endpoints, not connectors
Connected tools are hosted integrations. Evidence intake accepts what your pipeline already produces.
Teams we've worked with
See it on your change
Thirty minutes, your Jira, your repo. Robotesta shows what must be true, what is already covered, and what it would check, before anything is written.
Product · Engineering · QA · Technical leaders