hallucination-protocol

What problem does it solve?

This Skill prevents the AI from presenting unverified facts as certainty by forcing explicit verification whenever outputs involve numbers, dates, platform behavior, pricing, or other “current” or factual claims.

Core Features & Use Cases

• Verification-first guardrails: Flags any statement that depends on information not provided in-context, including metrics, spend, ROAS, CAC, prices, deadlines, and “typically/usually” assertions.
• Confidence labeling and auditability: Requires inline [VERIFY] tags or a research-draft list when verification is missing, so deliverables are not produced with fabricated certainty.
• Operational triggers for complex operations: Governs ad spend decisions, copy with factual claims, platform policy assertions, competitor metric references, and any third-party study/testimonial/stat citations.
• Escape hatches for missing data: Refuses to invent numbers, instead offering computation frameworks, assumption-based ranges, or requesting the exact inputs needed to compute results.

Quick Start

Ask the AI to produce or advise on your Meta or Shopify marketing plan, and require it to mark every factual/numbered claim with [VERIFY] unless you supply the source data.