Verify comparable endpoints.
Confirm both sides use the same target, provider, location, language, and operation. Otherwise the calculated difference may describe changed inputs rather than changed evidence.
AI visibility delta · change evidence
Use Delta to isolate a returned change.
Delta exposes returned change evidence between comparable points for the selected target context. Use it to locate what changed, then investigate separately; it is not attribution, an alert, or a universal visibility score.
Direct answer
Match the evidence to the decision.
Delta exposes returned change evidence between comparable points for the selected target context. Use it to locate what changed, then investigate separately; it is not attribution, an alert, or a universal visibility score.
Keep the selected provider, target, operation, locale, and returned fields attached to every interpretation.
Supported workflow
Inspect this evidence question step by step.
Read direction and magnitude together.
A positive or negative delta needs its underlying returned fields and baseline. A large percentage over a small baseline can be misleading without the original values.
Follow the delta to the relevant view.
Use source, page, brand, or New & Lost evidence to narrow the changed records. Do not infer a cause from the delta alone.
Keep the evidence boundary visible.
Record the provider, target, operation, location, language, and returned fields. The result is bounded evidence—not a guarantee, attribution model, exhaustive index, or automatic optimization outcome.
Related evidence
Continue with the operation that answers the next question.
AI visibility
Return to the AI visibility hub for the supported LLM Mentions workflow.
Historical evidence
Review the wider time series.
New and lost mentions
Inspect which returned mentions changed state.
Questions
Keep the product boundary explicit.
Does Delta identify the cause of a change?
No. It identifies returned change evidence; attribution is a separate analysis.
Is Delta a real-time alert?
No alerting or continuous-monitoring claim is made.