Transparency artefact · noindex

Packhood GEO scoreboard

How Packhood shows up in LLM answers (ChatGPT, Claude, Gemini, Perplexity, Cohere) — measured weekly across 130 host / renter / brand prompts × 5 providers = 650 entries.

Awaiting first weekly run with live LLM keys (askProvider stub today).

Mention rate per provider

No data yet — provider keys not configured.

Top co-mentioned competitors

No data yet.

Open methodology: every run is upserted into the GeoCitationRun collection (one doc per provider × prompt). Hallucination flags + competitive position fields land in week-over-week diff reports as the data grows.