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CLUSTER SEARCH-VISIBILITY-BRAND · 46 ENTRIES · EARLIEST ENTRY 2026-04-14

AI search visibility optimization

This cluster of 39 products helps brands audit, measure, and improve how they appear in AI-powered search engines, chatbots, and generative answer engines. Dated entries before the index start are sparse, appearing as single monthly counts from September 2025 through April 2026, with a trio of entries in July 2026. The clearest traction leader is geo-saa with six stars, while brand-monitor and yinsight-geo-os have zero stars.

Entry timeline

ENTRY TIMELINE

OCT 2025: 1MAR 2026: 1APR 2026: 1MAY 2026: 2JUL 2026: 3AUG 2026: 19SEP 2026: 14OCT 2026: 5
OCT 2025OCT 2026

Each bar is the month a member carries, which is a creation date where the source published one and a crawl date otherwise. Nothing in the index was found before 11 August 2026, and coverage broadened sharply on 14–15 August, so a bar from then on reports how much we found that month, not how much was built; an earlier bar reports how far back a member's own source dated it — not how long we have been watching.

Members by activity

Activity signals, not revenue.

Build origin · 5 ai-built · 1 unlabelled

Operator · 3 commercial · 3 unlabelled

Two labels per entry, never collapsed into one: how it was built, and who stands behind it. Counted over the 6 listed below. Unlabelled means nothing has decided yet — not that the answer is small.

  1. 41Strategic GeoReview - Generative Engine Optimization for the AI Search Era0★unknownliveai-builtcommercialWeb app that helps mid-market brands optimize their content to stay visible in AI-driven search engines.
  2. 42AI Visibility Audit0★unknownliveai-builtWeb app that audits a brand's visibility in AI-generated search results.
  3. 43What AI Says About You | Free AI Visibility Check | LumaPath.ai0★unknownliveai-builtcommercialWeb tool that scans how AI chatbots and search assistants describe a business and delivers a short visibility audit report.
  4. 44elelem AI Demo0★unknownliveai-builtAn AI-powered tool that helps content-rich brands make their content visible in AI search results.
  5. 45Query Fan-Out Extractor - Position Digital0★unknownlivecommercialTool that reveals the internal search queries AI models generate when researching a topic, for SEO and marketing analysis.
  6. 46BeyondNoise AI - AI Search Readiness Diagnostic0★unknownliveai-builtWeb app that measures brand visibility and citation authority in AI search engines and provides a generative visibility score.

Ranked by traction, highest first, and paged 20 at a time — this is a window on the cluster, never the whole of it. Ties are broken by a stable id so a product cannot appear on two pages or fall between them. Browse every cluster.