Sentiment & Review Mining

Every customer review is a data point. Most businesses read them occasionally and respond defensively. The pattern hiding across hundreds of reviews — the service moment that keeps appearing, the product feature customers mention right before they stop coming back — stays invisible. You see individual reviews. You never see the shape of all of them together.

Until now, mining that pattern at scale was a brand research firm engagement — $20,000 to $40,000 for a study that took three months to complete. The tools that aggregate and analyse this in real time now exist for any business with a Google listing. The data has always been there. The analytical layer is what was missing.

We aggregate every review across Google, Yelp, TripAdvisor, HomeStars, and social — your business and every relevant competitor's. We surface recurring themes, emerging complaints before they become patterns, loyalty drivers, and the specific moments that turn a customer into a regular or send them across the street.

We deliver a clear picture of what is working, what isn't, and what your competitors' customers are saying that yours are not. Works at 50 reviews or 50,000. Available as a standalone engagement or as part of the Initial Diagnostic.