5 Key AEO Metrics Content Teams Should Track (and How to Measure Them)


SEO taught teams to measure rankings, clicks, and traffic.
AI search forces a new question:
Are you included in the answer?
If you don’t measure that, you’ll be guessing while competitors get recommended.
The 5 AEO metrics
- Citation count
- Share of voice (by prompt/topic)
- Prompt coverage rate
- Mention quality (accuracy + framing)
- Business impact proxy (directional)
Metric 1: Citation count
What it is: how often your brand or site is cited across a defined prompt set.
Why it matters: it’s the most direct “visibility volume” signal.
How to measure: keep a stable prompt list and track weekly/monthly.
Metric 2: Share of voice (SOV)
What it is: your % of mentions/citations vs competitors across a prompt cluster.
Why it matters: AEO is a share game. You don’t need 100%. You need to win the prompts that matter.
How to measure: your mentions ÷ total mentions (you + competitors).
Metric 3: Prompt coverage rate
What it is: % of prompts where you show up at all.
Why it matters: coverage tells you whether you’re even in the shortlist.
How to improve: consolidate, add atomic answers, add FAQs, fill gaps.
Metric 4: Mention quality
What it is: how you’re described—accurately, positively, and in the right context.
Track:
- Incorrect facts (pricing, features, policies)
- Framing (“budget pick” vs “premium”)
- Missing key differentiators
This is where brand risk lives.
Metric 5: Business impact proxy
AI attribution is messy. But you can still track directional signals:
- AI referral traffic (where available)
- Branded search lift
- Direct traffic shifts
- Self-reported “we found you via ChatGPT”
- Assisted conversions (directional)
The goal isn’t perfect attribution. It’s confidence.
How to set a baseline (without overthinking it)
Start with:
- 25 prompts for your core category (high intent)
- 25 prompts for “best / vs / alternatives”
- 25 prompts for how-to and use cases
Re-run weekly. Summarize monthly.
Consistency beats sophistication.
A simple monthly AEO report (1 page)
- What changed (SOV, coverage, citations)
- What we did (content shipped, refreshed, mentions earned)
- What we learned (which formats win)
- What we’ll do next (top 5 actions)
Common traps
- Changing prompts constantly (you lose comparability)
- Only checking one platform (visibility is fragmented)
- Treating a single run as truth (answers drift)
- Tracking quantity without quality (mentions can be wrong)
Where Meridian fits
Meridian is built around these exact metrics:
- Visibility scores + share-of-voice
- Citation tracking and competitor benchmarking
- Sentiment insights and trends
- AI traffic attribution
More articles.
We’re building at the edge of AI, attention, and visibility, and we’re thinking out loud as we go. Read what’s shaping our thinking.


