Validate AI-generated content before re-injecting it into a language model as context. Checks for hallucination markers, prompt injection attempts, scope creep, false certainty, circular references, and format issues. Paste the AI output and source info — get a validated, sanitized version with a trust score and re-injection label. Free template — copy and paste into ChatGPT, Claude, or Copilot.