How Do We Measure Authority in Question Space?

Use a repeatable scorecard across each AEO cluster: coverage of the questions, consistency of answers, visibility on SERP/AI surfaces, citations and links, engagement, and freshness.

AEO Overview Complete AEO Guide
Authority in a question space is the degree to which your cluster becomes the default answer source. Track it with seven metrics: Question Coverage, Canonical Consistency, SERP Share, AI Answer Citations, Link Quality, Engagement Quality, and Freshness. Score each 0–5 and trend weekly at the cluster level.

Authority Metrics & Formulas

Metric Formula Target/Range Owner Notes
Question Coverage # questions with a live page ÷ total mapped questions ≥ 0.85 SEO/Content Per cluster; one canonical URL per question
Canonical Consistency Pages with unique canonical ÷ pages in cluster 1.00 (no dupes) SEO Check slugs, canonicals, and schema duplicates
SERP Share Non-brand impressions from cluster ÷ total topic impressions ↑ MoM SEO Use GSC page filter regex for cluster
AI Answer Citations # tracked queries citing your pages ÷ tracked queries Grow monthly SEO/Analyst Sample engines: SGE, Bing Copilot, Perplexity
Link Quality Weighted sum of referring domains to pillar & top Q&As + net new / qtr Content/PR Quality > count; prefer topical sites
Engagement Quality Median time on page & CTR vs. prior month ↑ vs. baseline Web Analytics Slice by persona sections if used
Freshness Pages updated in last 120 days ÷ pages in cluster ≥ 0.40 Content Refresh with new FAQs/examples

Authority Score (Composite)

Turn the metrics into a single index for executive reporting.

Component Weight Scaled input Contribution How to improve
Coverage 20% Coverage × 100 0.2 × Coverage% Publish missing Q&A pages first
SERP Share 20% MoM % change (capped ±50) 0.2 × normalized change Add internal links, refine intros
AI Citations 20% Citation rate × 100 0.2 × rate% Lead with clear answers; add schema
Link Quality 15% Weighted RD index 0.15 × index Earn references from topical authorities
Engagement 15% CTR/time deltas (normalized) 0.15 × score Improve snippets, add tables and FAQs
Freshness 10% Freshness × 100 0.10 × rate% Monthly refresh cadence

Keep the raw metric view for diagnosis; use the composite for trend and goal-setting.

Data Collection Checklist

Search Console

Saved page filter for cluster, non-brand query filter, weekly export of impressions/clicks/CTR.

AI Answer Tracking

Query list per cluster, monthly snapshots of SGE/Copilot/Perplexity results, log citations.

Analytics

Events for pillar and Q&A templates; persona dimension if used; assisted conversions.

Link Intelligence

Referring domains to pillar and top pages; track topical relevance and anchor distribution.

Architecture patterns and templates: AEO Overview and Complete AEO Guide.

FAQ

Is “domain authority” enough?
No. Authority for AEO is topic- and question-level. Measure clusters, not the whole domain.
How often should we recalc the score?
Update weekly for metrics; publish a monthly composite to leadership.
What’s a good initial goal?
Reach 85%+ coverage, eliminate canonical conflicts, and secure first AI citations within 60–90 days.
How do we attribute revenue?
Track assisted conversions for the cluster and pipeline from non-brand landing pages; compare pre/post windows.
Will persona variants skew metrics?
Not if they share the canonical Q&A URL or are canonicalized to it. Slice engagement by persona in analytics only.

Build Authority—Prove It with a Scorecard

We’ll set up your cluster architecture, schema, and measurement so you can track real authority gains—not vanity metrics.

Explore AEO Overview Read the Complete AEO Guide

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