What AI Search Visibility Reports Measure
Citation share across the four major answer engines for the brand's tracked query set. We measure presence, frequency, and the structural patterns of competing citations (who else is named, how the model frames the brand against competitors).
Google ranking and Map Pack position for the same query set. Google Business Profile engagement metrics (calls, directions, messages, profile views).
Bing index health and IndexNow ping success across the past 30 days of published assets.
- ChatGPT Search Presence
- Perplexity Citations
- Google AI Overview Readiness
Why AI Visibility Reporting Matters
Without reporting, brands operate on assumption. They think they show up in ChatGPT because they show up in Google. They believe a competitor's stronger position is about brand size when it is actually about structural cleanliness.
Reporting converts assumption into specifics. Once the gaps and the patterns are visible, the next month's work writes itself.
- Traditional Rankings Are Incomplete
- AI Mentions Influence Buyer Trust
- Prompt Testing Reveals Gaps
What We Test
The same query set the brand cares about, plus the adjacent queries the answer engines treat as semantically related. Direct brand prompts to test entity resolution. Comparison prompts to test how the model frames the brand against competitors. Diligence prompts to test trust-signal grasp.
Plus the local layer: Map Pack ranking, GBP engagement, AI Overview citation on local-intent queries.
- Best Provider Prompts
- Local Recommendation Prompts
- Competitor Comparison Prompts
What the Report Shows
Visibility deltas across the past 30 days for every tracked query. Specific citations gained, specific citations lost, structural patterns we believe explain the movement.
Next-month rebalance: which queries get more depth, which queries get structural rework, which competitor patterns we are absorbing into the brand's slate.
Open issues and recommendations that require client decisions (e.g. press placement scope, GBP category changes, brand naming clarifications).
- Current Visibility
- Competitor Visibility
- Recommended Content Gaps
How 10xSearch Uses Reports
The report drives next month's asset slate. Queries that are landing get supporting depth. Queries that are not landing get structural review or get swapped for adjacent queries with better odds.
The report is also how we measure ourselves. A program that is not moving the citation map by month three is the wrong program and we say so.
- Visibility Baseline
- Monthly Progress Tracking
- Page and Proof Recommendations