Query ladder
GSEO generates a ladder of queries — broad to intent — that mirrors how buyers find products in AI answer engines.
Motivation GSEO
Does your product appear when AI answers a buyer’s question?
GSEO measures how large language models understand, mention, and recommend your product across a structured query ladder. Baseline, then track what moves the needle.
How it works
Model panel
Each query runs across a panel of LLMs via OpenRouter. Results are compared, parsed, and stored for audit.
Evidence viewer
Raw model responses and parsed mention records are kept in full. No summaries hiding what the model actually said.
Influence tracker
When you ship content, GSEO schedules a rerun and measures whether the change moved your mention and recommendation rate.
Get your first baseline
Connect your product URL and GSEO generates a query ladder, runs the model panel, and delivers an evidence report — usually in under five minutes.
Start measuring — free