Brand and review intelligence

Listen to how your brand changes across channels.

Crawlr brings seller, listing, rating, review, and brand-presence observations into one normalized layer so teams can identify meaningful changes without treating every channel as a separate dataset.

See the review workflow

Signals with provenance

Brand and review changes remain connected to their product and channel context.

Ratings, review volume, review text, seller identity, listing representation, and exception evidence can be retained together for investigation.

Product context
MATCHED
Review history
TRACKED
Exceptions
EXPLAINABLE

How brand intelligence works

From channel observations to reviewable brand signals.

  1. 01

    Define the watchlist

    Agree brands, products, sellers, channels, review fields, and exceptions that matter to the team.

  2. 02

    Collect with identity

    Connect ratings, reviews, sellers, and listing representation to normalized products and channels.

  3. 03

    Surface investigation

    Deliver histories, theme summaries, and evidence-backed exceptions for business or legal review.

Operating detail

What goes into the workflow—and what comes out.

Capabilities

  • Ratings, review counts, and review-text collection
  • Theme and change analysis on agreed review datasets
  • Seller, listing, and brand-presence monitoring
  • Configurable exception rules and evidence retention

Inputs

  • Brands and products
  • Channels and sellers
  • Review scope
  • Exception rules

Outputs

  • Rating histories
  • Review datasets
  • Theme summaries
  • Seller and listing exceptions

Use cases

  • Voice-of-customer analysis
  • Brand monitoring
  • Seller oversight
  • Listing-quality review

Delivery modes

  • API
  • Scheduled review feeds
  • Exception reports
  • Private client web app

Brand and review intelligence FAQ

Answers about reviews, sellers, and investigation boundaries.