1. Structured catalog
Each listed product has structured categories, tasks, platforms, features, pricing labels, and a last-verified date.
2. Deterministic filtering
Your query is matched against the catalog using explicit task, category, platform, and feature signals.
3. Shortlist
The highest-scoring eligible candidates are passed to the language model. The model is not asked to search the open web for products.
4. Ranking and explanation
The model compares only the supplied candidates and explains which options best match the request.
5. Sponsored separation
Paid or publisher-promoted placements are shown separately and do not change organic scoring.
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