How often your brand shows up versus competitors.
Daily measurement, computed as share of all brand mentions across the competitor set. Broken down by model, prompt, and language, so you do not drown in a single average.


Your share across all models, one value per day.
Aggregated across ChatGPT, Gemini, Copilot, and Perplexity. Useful for reports and trend lines, with detail one click deeper.
- Trend line over the selected range, bucket size auto-picked from the range.
- Absolute mentions or relative share, depending on who is reading.
- Comparison against any competitor set, individually or combined.

Where you are strong, and where you are not.
Models weight sources differently. You may be high in ChatGPT and low in Gemini. This view shows that plainly.
- One chart per model, same scale for direct comparison.
- Per model: current share, strongest and weakest prompt.
- Direct cross-model comparison for the same prompt.

Which prompts carry your share, and which do not.
A brand can look good in aggregate and still lose the three prompts that matter commercially. This view makes that visible and sortable.
- Bar chart per prompt, sortable by share or trend.
- Filter by prompt list and sort by share or trend.
- Per prompt: current mention rate and which competitors are also named.
A number alone is not enough. The tools turn it concrete.
When your share drops on three commercially relevant prompts, you do not want “more visibility” as an action, you want an ordered list of levers. Citation Gaps and Prompt Research start exactly there.
See your share of voice against your real competitors.
First data within 24 hours of setup.



