
How To Track What Spot-Checks Miss
Plenty of teams now manually prompt an LLM to see if their brand appears. That’s a point-in-time snapshot; AI engines regenerate answers with every query, so a citation confirmed last month can drop without any signal. A single prompt test establishes no baseline, detects no citation loss, and diagnoses no






