Findings

What we found, including the clean results.

Observed behavior from dated, bounded tests. Failures, clean results, withheld cases, and limits remain in the same record.

A finding begins with a reproducible observation.

Entries come from our own verification sweeps and are anonymized where identification would add no public value. We publish a result because the capture was clear and the behavior reproduced—not because a business engaged us.

  • Subject and surface tested
  • What the system said
  • What the available source supported
  • Capture date, method, and limits

The clean results matter too.

A log showing only failures would be an advertisement. Clean, unresolved, and withheld results provide the denominator needed to understand what a sweep actually found.

July 13 DFW sweep

Thirteen businesses were scanned against one public AI-answer surface on one day. Four material findings reproduced, six results were clean, one returned no answer, and two were withheld because the available capture was ambiguous. This is a dated sweep—not a prevalence estimate.

Daily AI Agents

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