Local AI Search Monitoring | Use Ask Proof

Market context is part of the evidence

• Country and language
• Timezone and observation time
• Optional region, town, coordinates, or location-neutral scope
• Collection surface and model or provider

Local questions we can observe

Examples include questions about finding a service nearby, choosing among local providers, handling an urgent need, or evaluating a business for a particular customer situation. The exact rendered buyer query remains part of internal evidence.

Comparable follow-up

Weekly comparison uses like-for-like observations. A changed provider, model, location, query, or collection mode is a different context and should not be presented as a direct before-and-after result.