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AI Discovery vs. Reputation Management: trust is one layer, not the whole engine.

Public proof matters. But reducing the engine to reputation management misses the identity, source, answer, market, and customer-flow layers.

Visible surface

Reputation tools tend to focus on visible trust surfaces and owner-facing reporting.

Proprietary engine

RealReviews treats public proof as part of a broader proprietary system beneath AI-era recommendations.

The Difference

RealReviews sells the outcome and the hidden layer, not the operating manual.

We do not publish the source map, prompt library, category thresholds, signal weighting, or activation sequence. That is the engine.