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Using Demands

How to Import Your Own Review Data

Sources whose terms forbid scraping read from files you supply instead. Field names are matched loosely, so most vendor exports work unmodified.

Last updated 2026-08-17

Where files go

Drop CSV, JSON or NDJSON files into a directory named for the source. The importer reads every file in it and maps the rows onto documents or company records.

Fields that are recognised

  • Body text — body, text, review, review_text, content, comment, description
  • Rating — rating, stars, score, star_rating
  • Product — product, product_name, app, software, vendor
  • Date — date, created_at, published_at, review_date

What happens next

Imported documents go through exactly the same extraction, clustering and synthesis as anything pulled from a live API. Reviews rated three stars or lower are kept, since that is where unmet needs concentrate.

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