Methodology
How AI visibility reports are structured
This methodology page keeps the product promise clear: TrackAIMentions creates on-demand visibility reports from prompt evidence, competitor context, and practical recommendations.
Prompt selection
Reports start from buyer-intent prompts that represent how a customer might ask about a category, comparison, alternative, or problem. Prompt quality matters because AI visibility changes with wording and intent.
Competitor comparison
A brand is evaluated alongside competitors in the same prompt set. This makes the report more useful than checking whether a single brand appears in isolation.
Share of Voice
Share of Voice is treated as a practical visibility score across prompts and supported AI answer sources. It is a report metric, not a guarantee of traffic, ranking, or revenue.
Sentiment and positioning
The report summarizes how AI answers describe each brand, including positive, neutral, and negative framing where available.
Recommendations
Recommendations are based on observed gaps: missing category clarity, weak comparison coverage, limited third-party proof, unclear positioning, or competitor narratives.
Current limitations
TrackAIMentions is focused on on-demand reports. It does not currently promise continuous daily monitoring, automated Google AI Overview crawling, traditional rank tracking, or revenue attribution.