SEO & AEO

Content Effort audit

Visible work on the finished URL, scored — not hours spent, not keep/refresh/prune.

  • AgentSEO Max
  • JobAudit
  • CategorySEO & AEO
  • Integrations
    • CMS / live URLs
    • Google Sheets
    • Linear
  • Last updatedSeptember 2026
  • AuthorNarayan Prasath
SEO MaxComplete
  • Google Sheets
  • Linear

Audit these 8 URLs for Content Effort. I need the six-signal table and what to add.

  1. Classified purpose6 listicles, 1 explainer, 1 comparison
  2. Scored visible evidenceTwo URLs at 9–11/12; five at 2–4/12; one at 0
  3. Separated origin from effortThree AI-assisted pages; only the one with dated screenshots scored High
  4. Named the addsFirst-party pricing worked at two seat counts on the five Low pages

Five of eight URLs are Lowest-risk evidence: interchangeable with the current SERP. The fix is not more words. It is one real workflow, dated screenshots, and a failure the vendor docs omit. The comparison page already scores High — leave it.

A content quality audit decides whether a page stays in the library. A Content Effort audit scores whether the Main Content shows satisfying, non-replicable human work. Quality is a library decision. Effort is the rater-facing labor on the page.

What is a Content Effort audit?

A per-URL review of visible effort evidence: first-party information, artifacts, synthesis, craft versus purpose, curation, and added value versus substitutes. It does not score word count or time logs.

Score visible labor on specified URLs

  • Classify page purpose before applying the bar
  • Score six on-page signals, 0–2 each
  • Map totals to Lowest / Low / High evidence language
  • Label leaked contentEffort as inference, not a Google spec

Name the missing evidence

  • List which signals are zeros and why
  • Recommend specific effort adds, not adjectives
  • Separate origin (AI vs human) from the effort rating

Escalate when the problem is the system

  • Optional scaled low-effort flag after sampling 3+ URLs
  • Do not call one thin page a scaled-content-abuse penalty
  • Hand off on-page implementation to the ski-ramp audit

How does visible effort differ from production effort?

Production effort is hours, cost, and process. Visible effort is the residue a stranger can point at on the live URL. Raters and any model scorer can only see the second.

How is content quality vs effort different?

Quality here means library decisions: keep, refresh, consolidate, or prune. Effort means whether this URL shows work that could not be generated from the current SERP. Run both. Do not merge the tickets.

What does the Content Effort checklist return?

A six-signal table (0–2 each, 0–12 total), a QRG-aligned band, a missing-evidence list, and prioritized adds such as a dated screenshot or a first-party measurement — not “write more.”

How the Content Effort audit works across your stack

The agent fetches the specified URLs, scores visible evidence against the six-signal rubric, and writes a per-URL table you can paste into Sheets. It does not need Search Console for the labor score — impressions belong on the quality/library audit, not here.

  • CMS / live URLs
  • Google Sheets
  • Linear

Who uses this Content Effort audit

SEO leads after a helpful-content or core update
Separate paraphrase pages from pages that actually show first-party work.
Teams shipping AI-assisted drafts
Check whether the live URL has artifacts, not whether a human clicked generate.
Consultants briefing writers
Replace “add E-E-A-T” tickets with a named missing signal.

How to run this Content Effort audit in Metaflow

  1. Name the URLs and the purpose

    A list of pages plus what job each URL is supposed to do.

  2. Let the agent score visible evidence

    Six signals, purpose modifier, QRG-aligned band — no fake Google score.

  3. Approve the effort adds

    Zeros become measurements, screenshots, or decision rules — not extra words.

  4. Hand off implementation

    On-page skill applies the adds; this template stops at the verdict.

What you provide

  • URL list
  • Page purpose per URL (or inferred from the live page)
  • Optional: three-URL sample when scaled low-effort is in question

What you get back

  • Per-URL six-signal table
  • QRG-aligned risk band
  • Missing-evidence list and prioritized adds
  • Optional site-level scaled low-effort flag

Why use this Content Effort audit?

  • Scores visible work on the URL, not hours in a ticket

  • Keeps QRG effort, the leak attribute, and people-first questions in separate columns

  • Distinct from keep / refresh / prune

  • AI origin is not the rating

Content effort audit FAQs

What is a Content Effort audit?

A review of how much satisfying, non-replicable work is visible in the Main Content. It is rater language from the Quality Evaluator Guidelines, not a published ranking-factor list.

Is Content Effort the same as a content quality audit?

No. Quality in the Card Library means keep, refresh, consolidate, or prune. Effort means visible labor on this URL. A page can be a keep and still be low effort.

Can AI content pass a Content Effort audit?

Yes, if first-party artifacts and added value are on the page. No, if the model restated the SERP and a human only fixed tone. Google’s handbook says generative AI alone does not determine effort.

How do you score Content Effort?

Six signals, 0–2 each, 0–12 total, then a purpose modifier. Bands map to Lowest / Low / High evidence language. The score is an editorial instrument, not Google’s weights.

Key takeaways

  • Visible effort is what you can point at; hours are not
  • Quality = library decision; effort = work on the page
  • Fix zeros with artifacts, not adjectives
Content Effort Audit: Score Visible Work | Metaflow