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Mentions

The mention signals that power Share of Voice, prompt performance, and heatmaps.

What are Mentions?

Mentions are the building blocks of your AI visibility. In the current pipeline, ucited.ai evaluates brand and domain signals from natural AI answers. When your brand or one of your domains is detected in that answer context, it contributes to the visibility metrics.

There is no separate Mentions page in the dashboard. You analyze mentions mainly on the Share of Voice page through the heatmap, prompt views, and model comparison.

The Mentions Heatmap

The heatmap shows prompts as rows and time buckets from your selected date range as columns. It helps you see where your brand or competitors are consistently visible and where mentions drop off:

  • Dark cells = many mentions
  • Light cells = few mentions
  • Empty cells = no mentions in that period
Mentions Heatmap — mentions by prompt and time period
Mentions Heatmap — mentions by prompt and time period

Interpreting the heatmap

The heatmap follows the date filter at the top of the dashboard. Change date range, models, or prompt filters when you want to isolate a specific topic cluster.

Model and Brand Comparison

The SOV by AI Model table shows which brands and domains are visible overall and per model. It is not a raw mention log; it gives you the aggregated view of distribution and model differences.

SOV by AI Model — mentions and share per model
SOV by AI Model — mentions and share per model

Why do Mentions matter?

Mentions explain why your Share of Voice moves:

  • Topic identification: Discover which questions your brand is present for — and which it is not
  • Temporal patterns: Identify whether your visibility is consistent or fluctuating
  • Content impact: Track how new content affects your mentions on specific prompts
  • Competitive observation: See where competitors are strong and where gaps exist for you

How to use this metric

1. Identify your strengths

Find prompts and topic clusters where you are consistently visible. Keep those pages fresh and expand them deliberately.

2. Uncover gaps

Look for prompts where competitors are mentioned but you are not. This is concrete improvement potential. Use the Citation Gaps report for automated gap analysis.

3. Monitor trends

Review the heatmap and trend regularly. If mentions for an important prompt suddenly drop off, it may indicate content changes, new sources, or model updates.

4. Measure your actions

After a content optimization, review the same date range and filters again. Are mentions increasing for the optimized topic area?

Deepen your understanding with these additional metrics and tools: