deep-interview

Ambiguity scoring mathematically evaluates the clarity of your product goals, constraints, and success criteria. It enforces a gated pipeline that blocks execution until ambiguity drops below a configurable threshold, ensuring requirements discovery is fully complete.

Yes, you can gather requirements for brownfield engineering changes by incorporating existing codebase context into the interview process. The system scores codebase fit alongside constraints to ensure new feature requirements integrate safely with current architecture.

The best way to prevent scope ambiguity during requirements discovery is locking a top-level component topology early. This prevents sibling outcomes from hiding unresolved ambiguity while the Socratic interview focuses deeper on specific constraints and success criteria.

You need Socratic questioning for product planning when starting with a vague feature or planning a complex change. It prevents wasted development cycles by exposing critical assumptions through one-question-at-a-time clarification before any coding begins.

Yes, the gated pipeline blocks execution if success criteria are unclear. It mathematically scores goal, constraint, and success criteria clarity, refusing to proceed with specification drafting until ambiguity falls below a resolved threshold.