AI visibility metrics that matter for marketing teams

Counting how often AI names your brand is a useful baseline but not a strategy. Mentions on low-intent prompts inflate numbers without influencing revenue. Focus on commercial and comparison prompts where buyers shortlist vendors.

Pair mention rate with prompt coverage: what percentage of your tracked high-intent library includes your brand at all? A 40% mention rate on 10 generic prompts means less than 80% on 30 buyer questions.

VStok dashboards combine mention detection with intent tagging so teams report metrics executives understand.

Share of voice measures your mentions relative to named competitors on the same prompts. Winning three mentions while a rival wins twenty on comparison queries is a positioning crisis even if mentions grew month over month.

Track SOV by intent cluster: category leadership prompts, direct comparisons and alternatives. Competitors may dominate one cluster while you lead another — that granularity drives content and PR priorities.

Export competitive snapshots in visibility reports for monthly business reviews alongside SEO and paid search.

Sentiment captures whether AI frames you as recommended, acceptable or risky. A mention that warns about pricing or support can hurt more than silence. Review verbatim answer excerpts on flagged prompts.

Citation quality asks which domains substantiate the answer. If models cite competitor comparison pages, outdated reviews or forums with negative threads, your owned content must work harder — or you need earned media on those domains.

Site Audit in VStok links technical gaps (schema, llms.txt) to citation opportunities surfaced in prompt audits.

Time-to-fix: how many days from audit insight to shipped content or PR placement. Audit cadence adherence: are you running schedules consistently or only before board meetings?

Stakeholder report opens and follow-up actions closed — lightweight CRM for AEO. Tie improvements on priority prompts to pipeline influenced where possible.

Start with visibility score, SOV and top citation gaps. Add operational metrics as your program matures. Use the free AEO audit to establish baselines before scaling prompt libraries.