pm-decision-quality-audit

Audits product decisions and retrospectives for reasoning flaws, biases, and missing process rigor.

12|2|Updated Jun 22, 2026
One-click install
npx skills add https://github.com/Uxcel-Lab/product-skills --skill pm-decision-quality-audit-uxcel-lab
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: pm-decision-quality-audit
Source: https://github.com/Uxcel-Lab/product-skills/tree/main/pm/audits/decision-quality
Command: npx skills add https://github.com/Uxcel-Lab/product-skills --skill pm-decision-quality-audit-uxcel-lab

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? Product teams routinely judge decisions by their outcomes, let biases like sunk cost and confirmation drive major calls, and skip pre-mortems or documentation — making it impossible to learn from past choices. This Skill audits the quality of the reasoning behind a decision, separating process from luck. ## Core Features & Use Cases - Structured decision audit: Evaluates a decision, decision log, or retrospective against seven principles including resulting, reversibility matching, calibrated confidence, bias detection, sunk cost, pre-mortems, and documented reasoning. - Severity-rated findings: Produces a Critical/Major/Minor issue list where severity reflects decision damage weighted by reversibility and cost, ending with a prioritized top-3 fix list. - Use Case: After a failed product launch, paste the retrospective and original rationale into your assistant to identify whether the team fell into outcome-based reasoning, unchecked confirmation bias, or sunk-cost escalation — and get concrete countermeasures for each. ## Quick Start Ask your assistant to run a decision quality audit on the attached product decision document or retrospective and list the severity-rated issues with fixes.

Frequently Asked Questions about pm-decision-quality-audit

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I audit the quality of a product decision?▼

Provide the decision rationale, decision log, or retrospective to the assistant and request a decision quality audit. It evaluates the reasoning against seven principles — including resulting, reversibility matching, and bias detection — and returns severity-rated findings with concrete fixes.

What cognitive biases does a decision quality review check for?▼

The audit checks for confirmation bias, anchoring, framing effects, false consensus, hindsight bias, and sunk-cost escalation. Each flagged bias is named explicitly and paired with a structural countermeasure such as seeking disconfirming evidence or an outside reviewer.

When should I run a decision quality audit?▼

Run it when reviewing a significant or hard-to-reverse decision, either before commitment or in a retrospective. It is not intended for everyday reversible choices, where fast low-deliberation calls are considered healthy decision-making.

Does this audit evaluate backlog prioritization or metric validity?▼

No. Backlog ranking belongs to the prioritization rigor audit, metric validity to the OKR metric audit, and assumption testing to the assumption rigor audit. This audit covers only the decision process, biases, and documentation of reasoning.

What output does the decision quality audit produce?▼

It produces a severity-rated issue list grouped into Critical, Major, and Minor findings, plus a working-well section. Every report ends with the top three priorities, each paired with the specific question the team must answer.