Scale AI agents without losing control.
Let agents move
fast.Keep engineering in control.
Activity is easy to generate.Control over where it lands is not.
Agents already commit, open PRs, and reshape your codebase. Without governance, adoption becomes unmanaged automation — with no view of where agents add risk or where human judgment must stay in the loop.
See which agents to scale,
and which to hold back.
Contribution Rate
Acceptance Rate
Autonomy Level
Recommended Posture
Turn governance into an operating system.
Move from passive monitoring to active control — see what to scale, what needs guardrails, and what to pause.
Set the right control for every agent workflow.
Not every workflow needs the same control. Apply governance by real engineering signals — not blanket rules.
Sample governance signals · product UI
Connect agent spend to
real engineering output.
$38.9
$117
$3,240
3.4x
Keep humans in
control
where judgment
matters.
Track whether senior engineers are genuinely reviewing agent work — where review load is rising and where agent PRs need extra correction.
–14%
38%
+21%
86%
Agent PR · Governed Lifecycle
The answers leaders need to scale AI responsibly.
2
3
$3.2K
1
61%
Connect your entire engineering stack.
Native integrations with every tool in your AI engineering workflow — from coding agents to repositories to project management.
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