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AEO Canon · the reference for answer-engine optimization

Lesson 4 of 6

Quality Control for AI-Assisted Content

The gates that catch generic, unevidenced, or inaccurate drafts before they publish — so AI assistance speeds the work without lowering visibility.

Learning objectives

  • Define the QC gates for AEO content.
  • Catch the failure modes of AI-assisted drafts.
  • Decide what must never ship ungated.

The lesson

Read the full lesson →Quality Control for AI-Assisted ContentQC for AI-assisted content has one job — catch the two failure modes that sink it, genericness (no originality) and unverified claims (no credibility). An editor who didn't draft the page checks for an original angle and verifies every fact against primary sources, rejecting anything that fails.3 min read

Key takeaways

  • AI-assisted drafts must pass originality and verified-evidence gates.
  • Unedited AI output tends to lower visibility.
  • QC checks substance and accuracy, not just grammar.

Knowledge check

Knowledge check

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  1. 1. What is the risk of publishing unedited AI content?

  2. 2. What do AEO quality gates enforce?