Notes on consumer review intelligence — the sentiment distributions, the rating patterns, and what large-scale review data actually shows about the brands people visit.
Discover's complaint flow was rebadged under Capital One in April 2026 — what looks like a breakout is an artifact. The proof, the date, and the fix, plus two smaller traps in the same dataset.
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Sentiment runs 55% positive, ratings are barbell-shaped — 44% five-star, 30% one-star — and the 3.33 average describes almost nobody. A data-driven look at the real shape of consumer review data.
Read article →Our earlier posts are being updated to match ReviewSignal's current product and are temporarily out of the index while we refresh them. In the meantime, the best starting points are the monitored-chain universe and Early Access.
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