Data sources & attribution
Luxstay aggregates structured travel data from open sources and rewrites it into structured pages via Claude. Every fact on the site can be traced back to one of the sources below. Where licenses require attribution (CC BY-SA, ODbL), that attribution is preserved here and in page metadata.
See the methodology page for how raw source data is processed and validated.
| Source | License | Attribution |
|---|---|---|
| GeoNames | CC BY 4.0 | GeoNames geographical database |
| OpenStreetMap | ODbL 1.0 | © OpenStreetMap contributors |
| Wikidata | CC0 1.0 | Wikidata contributors |
| Wikipedia | CC BY-SA 4.0 | Wikipedia contributors |
AI processing
Page narrative, comparisons, and structured-fact extraction use Anthropic's Claude family. Each call is logged to an internal audit table with the model, prompt version, token usage, and cost. AI is not used to invent facts — only to extract, structure, and rewrite source data.