A good fit
- You already use Cursor, Claude Code, Codex, or other coding agents.
- You have an important, bounded backend or API workflow.
- You face requirement drift, integration rework, regression risk, or manual acceptance work.
- Product and engineering can review the specifications and test outputs together.