LLM Mentions

What this page measures (GEO/AEO): we run a fixed set of insurance prompts against LLMs daily ("farming", daily-farming.yml) and parse the answers. Every time a tracked brand (an actor) appears in an answer, that's one mention. Dates come from the conversation's completed_at timestamp — farming started 2026-06-15.

Share of Voice

Mentions Over Time

Sentiment Over Time

Does the LLM change its opinion of each brand? Daily mean sentiment (positive=+1, neutral=0, negative=−1) per actor. Flat lines = stable opinion; a drift up/down = the model's framing of that brand is shifting. Only actors with ≥30 mentions/day shown, so daily averages are statistically meaningful.

Primary vs Secondary

Sentiment by Actor

Context & Ecosystem

Top Cited Domains

Conversations = distinct farmed LLM sessions in the window. Citations = source URLs the LLM linked in its answers — the AEO signal: appearing here means the LLM used that domain as a source.