Buyer prompt · published evidence

Compare specialist answer-engine optimization tools with SEO suites that add AI visibility tracking.

An exact prompt-level view of which reviewed brands surfaced and which public URLs the configured AI models cited. No answer text or tenant data is published.

Intent
commercial
Model providers
3
Categories
1
Last observed
Sep 11, 2026, 12:00 AM UTC
Competitive outcome

Brands surfaced

Ordered by provider breadth, then total mentions and owned-domain citations. A mention is not an endorsement or a position claim.

Model comparison

Answer matrix

One row per configured provider and category snapshot. Hashes prove answer identity without publishing stored answer text.

ProviderModel versionCategoryBrands surfacedCitationsUnique domainsAnswer hash
Openaiopenai/gpt-4o-miniAEO platformsGoodie · Rankscale · Semrush44473ab36c…c25ea
Anthropicanthropic/claude-haiku-4-5AEO platformsNone observed005377093d…d78ef
Geminigoogle/gemini-2.5-flashAEO platformsProfound · HubSpot AEO · Conductor7767e99281…5b4bd
URL-derived citations

Sources cited

Hostnames are derived from the returned public URLs. Best position is the smallest citation position observed.

Snapshot IDs25ba3a56-5ca9-4b7f-b4b8-099d42ce207d
Corpus versionsai-search-visibility-platforms-2026-07-27
Benchmark versions4-ai-search-visibility-platforms-2026-07-27-models-64232fd32583

Coverage: AEO platforms. Full answers stored: no · Full answers published: no · Tenant data included: no.