Reviews changes for defects, style, security issues and adherence to team conventions.
Examines a change and comments on it before or alongside human review. Useful for the mechanical layer — convention, obvious defects, missing tests — which frees human attention for design.
High change volume, distributed teams, and enforcing conventions that reviewers apply inconsistently.
As a replacement for human review of consequential changes. It reliably catches the small and reliably misses the architectural.
Automated review must not satisfy a review requirement that exists as a control. Where a human reviewer is the control, a machine comment does not discharge it.
Comment volume causing reviewers to skim. Twenty style notes on a change with a design flaw actively obscure the flaw.
Flagging a monetary calculation using a float in a codebase where exact decimal arithmetic is a hard requirement — the kind of defect that is trivially detectable and catastrophic to miss.
Two different absences share this shape. Foundational solutions get built whatever the domain, so no domain links them; the rest are solutions this domain genuinely does not reach for. v_ai_solutions_unlinked separates the two.