A controlled, illustrative example of the intelligence a client may receive. It shows the shape of the answer without publishing the proprietary system used to produce it.
ExampleCo appeared in 13% of a defined set of commercially relevant AI responses, while a leading competitor appeared in 57%.
The competitor may be entering the buyer's consideration set more often. The observation does not prove why it happened or guarantee that one correction will change future recommendations.
A decision-ready explanation—not a data dump.
QueryTrends does not publish the operating blueprint behind its analysis.
A deliberately narrow first look designed to answer one question: is there a meaningful signal worth investigating? It does not include the complete diagnosis or remediation plan.
When deeper work is justified, the Audit connects multiple observable signals, separates facts from interpretation, and identifies which areas deserve attention first.
This page demonstrates the format and decision value of a finding. It is not a tutorial, methodology disclosure, client case study, or promise of results.
