If an AI coding pilot completes 80 tasks but only 20 survive review, its cost is not “spend divided by 80.”
The useful unit is an accepted engineering task: bounded work that passes normal checks, receives human approval, and creates no unresolved rollback or security exception.
Current discussion about managing AI investment in the agentic era makes explicit exposure limits more important, not less. Here is a vendor-neutral pilot model you can apply to and MonkeyCode SaaS. The topical trigger is OpenAI's July 14, 2026 publication on AI investment management; no MonkeyCode economic claim is derived from it.
Limitations: this is a proposed decision model with no customer result, current pricing claim, or completed pilot.
Disclosure: I'm a MonkeyCode user sharing my own experience, not affiliated with the project. This is one of several independently useful technical articles published by accounts managed by the same operator; it is not an independent endorsement.
Which acceptance rate or review-time ceiling would make your team stop the pilot?
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