Why brands find out last
The distance between what consumers already told you and what your team actually saw.
The Debate
- Brands get blindsided because they read feedback at brand/category-average resolution, not the SKU-level resolution where problems actually occur, and stable averages feel reassuring while hiding real trouble.
- Scale doesn’t help: more resources just means closer scrutiny of the same aggregate; a confident “covered” team is riskier than one that knows it’s blind.
- The real signal is in review free text, not star ratings, and at any real volume, almost none of it gets read.
- Examples: a “packaging” complaint spike was actually counterfeit product; reformulation drift and new competitors show up in reviews months before sales data catches up.
- Reviews move first, sales move last, but organisations act on sales. The fix is reading at the right resolution and giving it an owner, not more technology.
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