Competitor × model matrix: SOV and citations side by side
Use the cross-brand heatmap to compare scores across ChatGPT, Gemini, Google AI, Grok, and Perplexity, then pair it with Share of Voice trends, Citation Rate, Visibility by Platform, and per-model ranking bars to see whether you are losing volume, authority, or both.

GEO competitor work starts with the same assistants your buyers ask
Share of Voice and Citation Rate panels show whether you are losing mentions, sourced answers, or both. Visibility and SOV charts add daily motion, and the matrix highlights outlier cells where a rival dominates one model.

From the matrix and dual metrics to a prioritized fix list
Pick the worst competitor × platform cells, trace SOV and citation leaders, then ship structured proof, better pages, and catalog signals—rerun monitoring to confirm the next heatmap looks different.

01/03
Connect catalog, content, and citation programs to the assistants on the chart
When merchandising, PR, and SEO feed the same sources that models actually cite, competitor analysis stops being a slide and becomes a roadmap tied to Share of Voice and Citation Rate.
- ChatGPT
- Gemini
- Perplexity
- Google AI
- Grok
- Shopify
