Who AI recommends, and who it cites

Nine frozen buyer prompts for Toodegrees, asked of ChatGPT, Claude, Gemini and Perplexity with web search on. A model can name a product without citing its site, and cite a site without naming it. Each check records both.

Scans: 24 Aug and 7 Sep 2026 · DataForSEO llm_responses, web search US · frozen-prompts.csv · citation-map.csv · gap-register.csv

Scan matrix

toodegrees.trade · 9 prompts × 4 engines

Each cell is one answer. Select a cell to see the products the engine named and the sources it cited. The root CSV files are Toodegrees only.

named + citedToodegrees named and toodegrees.trade cited named onlynamed, no source of ours cited onlyour page cited, not named neitherabsent

Frozen prompt

Gap register

gap-register.csv · the only file that authorises work

One row per gap: the prompt, the gap type, the evidence and the deliverable. A row that stays unmoved for two rescans gets classified again.

Frozen prompts

frozen-prompts.csv · wording is permanent

Real buyer questions from sales objections, support and the community. To change a prompt, retire it and add a new ID, so every scan stays comparable.

ID	Question asked of the AI engines	Google form	Stage	Source