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Get Started Free →Validate before building — enforce product/market fit analysis, competitive positioning, and scope discipline before implementation. Use when starting a new product, MVP definition, feature scope discussion, competitive analysis, or any business-facing decision that precedes development.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | -14% | 0% |
| case-02 | ✗→✓ | ▲ Improved | -21% | 0% |
| case-03 | ✗→✓ | ▲ Improved | 23% | 0% |
| case-07 | ✗→✓ | ▲ Improved | 8% | 0% |
| case-17 | ✗→✓ | ▲ Improved | 19% | 0% |
This skill enforces product strategy discipline for AI agents working on business and product projects. Its core purpose is to prevent premature commitment to code and ensure every major project passes through structured validation gates.
Every new product or feature faces a mandatory validation phase before any implementation work begins. Validation includes:
Validation is NOT optional and NOT an afterthought. It comes first.
MVP scope is fixed. Any suggestion to add features, extend functionality, or change requirements must:
Anti-pattern: "We could also include X..." followed immediately by implementation. This pattern breaks predictability and burns time. Propose, wait for approval, then build.
When starting a new project, ask:
A new project that cannibalizes existing revenue or fragments the team is not a quick win—it's a strategic decision that needs explicit approval.
"I didn't find any competitors" without evidence is rejected. Substantive analysis means:
A competitor-less market is possible but rare. More likely: the search wasn't thorough. Use market research tools, analyst reports, and user interviews to validate.
Having competitors is not a reason to cancel. It means you must find a gap and own it:
Document the gap you're exploiting. Make it clear why your approach is better for the target customer.
If the decision-maker said they would deliver X and it's not mentioned in the next project session, raise it. Don't assume it was forgotten or that the priority shifted—ask explicitly:
The AI agent is an accountability partner, not a yes-man. Holding people to their word is healthy project discipline.
Applies to: all AI agents (Claude, Cursor, Codex, Gemini, etc.), all business and product projects.
Triggers for this skill:
Coordination: This skill works with adr-spec-gate (architecture decisions) and engineering-standards (execution discipline). Validation gates come before architecture design.
If any validation gate is missing, do not advance to the next phase. Return to the gate that failed.
Other measured skills in the registry, with their headline benchmark lift.