The 8 measured questions are the trunk: real buyer prompts, asked 3× to each of 3 models every month. Around that trunk sits a far larger space of long-tail variants, the same buying question asked by different people under different constraints. This page shows both: the trunk we measure, and the variant space it grows out of.
Madlibs, not magic. Swap the chips and the question rewrites itself. This one template already yields 120 variants: 4 openers × 6 buyer profiles × 5 constraints.
AI visibility & AEO tool for ?
Generated variants are unmeasured until they enter a snapshot. The measured set below is real data.
The buyer profiles in the builder are researched for this market, from the measured prompts, the brands the models recommend, and the answers themselves. Not one generic list reused across categories.
An in-house SEO team at a mid-market brand. Established SEO practitioners who want to add AI answer tracking to their existing organic search workflows without buying a whole new stack.
A digital marketing agency serving many clients. Agencies that need multi-client dashboards, white-label reporting, and API access to prove AI visibility results across dozens of accounts.
An early-stage B2B SaaS growth team. Small teams with limited budget who need to know if AI assistants recommend them over competitors and want quick, affordable setup.
An enterprise brand or communications team. Large organizations that require security reviews, compliance, scale, and standardized monitoring across many brands and regions.
A corporate PR and reputation team. Communications staff focused on what AI models say about the brand and catching inaccurate or damaging claims, not just citation counts.
A technical data or analytics team. Engineers and analysts who want raw citation data via API to build their own dashboards and pipe results into internal tools.
Solid branches are the 8 prompts in the July 2026 snapshot; each links to its full answer page and carries the brand that won it. Dashed branches are 6 example long-tail variants from the builder above: real question shapes, no data yet.
Measured trunk · 8 prompts · July 2026
Long-tail space · generated, unmeasured
Part of the AI Visibility & AEO snapshot: 72 answers across 8 prompts. Full category ranking · Methodology.