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AI Content Audit Checklist

Why this checklist?

Most audits flag issues but don’t tell you what to fix first. This one does. It prioritizes verifiable content (facts + citations) and duplicate control (canonicals/301s) so improvements stick—and so your editors can ship confidently.

TL;DR — fast audit flow

  • Inventory: crawl/export URLs; group by topic/template; note owners & “last updated.”
  • Quality (people-first): clarify purpose, audience, depth, authorship, methods.
  • Facts & citations: build a claim table; verify each claim; add citations or mark Not in corpus.
  • Originality: run a plagiarism check; keep quotes short + cited; check media rights.
  • Duplicates & canonicals: cluster near-duplicates; choose a primary URL; apply 301 or rel=canonical.
  • On-page technicals: titles/meta, internal links to the primary, eligible schema (FAQ/HowTo).
  • AEO block (optional): H1 → 50-word answer → FAQ.
  • Refresh plan: 90-day recheck of stats, links, and duplicates.

The Checklist

1) Inventory & scope

Export all indexable URLs from your CMS/crawler. Tag each with: template, topic, owner, last updated, word count, traffic/conversions. Flag thin, outdated, and orphan pages for merge or removal.

2) Quality (people-first)

Score each page on purpose clarity, audience fit, depth, and usefulness. Add author, methods, and sources where missing. Align with Google’s guidance on helpful, people-first content (useful purpose, expertise signals, and a good page experience).
Reference: Google Search Central — Creating helpful, reliable content

3) Facts & citations (the claim table)

Extract factual claims (numbers, definitions, comparisons). For each claim:

  • Found in your corpus? Link the best source; include date/version.
  • Not in corpus? Leave the claim out or add a trusted source to your corpus and retry.
  • Ambiguous? Rewrite or remove.
    This single table prevents “looks right” content from slipping through and trains teams to expect evidence.

4) Originality & rights

Run a plagiarism check on suspect pages. Keep quotations short and attributed; add links to originals. Validate usage rights for images, charts, and logos. Document sensitive terms and disclaimers (legal/medical/financial) in the page notes.

5) Duplicates, cannibalization & “off-topic”

Cluster near-duplicates (title similarity + embeddings). For each cluster:

  • Pick one primary URL.
  • If content truly moves: 301 redirect old to primary.
  • If close variants must stay: use rel=canonical to the primary; unify internal links.
  • Update the XML sitemap to list primaries; remove outdated alternates.
    Reference: Google Search Central — Consolidate duplicate URLs

6) On-page technicals

  • Tight, descriptive titles and helpful meta descriptions.
  • Internal links point to the primary (avoid linking to duplicates).
  • Add FAQ/HowTo schema only when it genuinely helps readers.
  • Make sure canonical tags, hreflang (if used), and sitemaps agree.

7) AEO readiness (optional but powerful)

For your most important pages, adopt the H1 → 50-word answer → FAQ pattern. It gives scanners a quick, trustworthy answer and clarifies the page’s focus for machines and humans.

Use a corpus-first assistant to make this fast

Spin up a research assistant that answers only from your sources and always shows citations. It turns audits into fixes you can verify in minutes.
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1) What’s the difference between a 301 redirect and canonicalization in a content audit?

Use a 301 redirect when an old or overlapping page is being fully replaced—transfer users and signals to the primary URL. Use rel=canonical when closely similar pages must remain live (regional variants, UTM archives, print pages); signals consolidate to the primary while both URLs stay accessible.

2) How do I find and fix duplicate content (cannibalization) fast?

Cluster pages by title/topic + similarity (embeddings or near-dup checks), pick one primary, then
Merge content where possible.
Apply 301 to deprecated versions or rel=canonical if variants must remain.
Update internal links and the XML sitemap to point at the primary only.

3) What should an AI content audit template include?

At minimum: URL, Template, Owner, Last Updated, Purpose, Word Count, Traffic/Conv, Claims Verified (Y/N), Citations Added, Duplicate Cluster ID, Primary URL, Canonical/301 Applied, Title/Meta Updated, Schema Added (Y/N), Next Action, Due Date.

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