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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 · 1 ai-built · 19 unlabelled

Operator · 4 hobby · 4 indie · 4 commercial · 1 open source · 7 unlabelled

Two labels per entry, never collapsed into one: how it was built, and who stands behind it. Counted over the 20 listed below. Unlabelled means nothing has decided yet — not that the answer is small.

  1. 01Brandsmith0★15 daysliveAI branding tool that interviews founders, scores name options, and audits marketing assets against a locked brand identity.
  2. 02profit-leak-scan1★2 dayslivecommercialAI skill that reconciles Google Ads and Shopify order data to reveal profit leaks, break-even ROAS, and wasted ad spend per campaign.
  3. 03better-search-lab1★28 dayslivecommercialSelf-hosted SEO and AI-search visibility tool that tracks rankings, researches keywords, audits sites, and recommends prioritized actions.
  4. 04geo-visibility-lab1★16 dayslivehobbyMonitoring app that tracks a brand's visibility in AI search results and produces evidence-based reports.
  5. 05onwebs-seo-geo6★1 moliveopen sourceDesktop crawler application that audits websites for technical SEO issues and evaluates AI-search visibility as an alternative to paid tools.
  6. 06seo-saas-platform0★1 mo—indieMulti-tenant SEO platform for agencies to run audits, track keywords, backlinks, competitors, and generate client reports with AI search visibility.
  7. 07ai-brand-intelligence0★16 days—hobbyWeb app that audits a brand's website and AI-generated responses to score its visibility, SEO strength, and entity intelligence with recommendations.
  8. 08ai-citation-monitor0★3 days—Web application that monitors how often live pages are cited in AI search results and reports visibility metrics.
  9. 09AIpush0★1 moliveindieSaaS platform that audits websites for AI assistant visibility and automatically publishes optimized pages daily to improve recommendations from chatbots and answer engines.
  10. 10rankroot-mcp0★4 dayslivecommercialHosted tool that audits how visible a website is to AI search engines and generates files to improve AI discoverability.
  11. 11geo-radar0★22 daysliveWebsite that audits and tracks how well a site appears in AI search engines and suggests optimization improvements.
  12. 12Ampliverify0★4 days—Multi-tenant platform that audits, optimizes, and verifies website visibility in search engines and AI search results.
  13. 13ai-commerce-readiness-mvp0★14 days—Web app that audits Amazon product listings for completeness and readiness for AI-driven search and purchase systems.
  14. 14Listing-reviewer0★3 dayslivehobbyWeb app that reviews marketplace listings against a policy and brand guide, generating AI findings with citations for human approval.
  15. 15Aparece0★10 dayslivehobbyWeb tool that audits product pages for AI shopping assistants, scores readability, ranks similar products, and suggests fixes.
  16. 16cited-mcp0★9 dayslivecommercialTool that checks whether AI search engines recommend a business and reports position, citations, and competitors for customer questions.
  17. 17signal0★1 moliveWeb app that analyzes website visibility on AI search engines and generates platform-native marketing content for creators.
  18. 18Mentha21★4 moliveindiePlatform that audits and optimizes how conversational AI assistants describe and reference a brand across chat-based search tools.
  19. 19geo-visibility-diagnosticia1★2 mo—ai-builtindieAI tool that diagnoses a brand's visibility in generative AI search results and recommends optimization actions for generative engine optimization.
  20. 20Geo-tool0★1 moliveWeb app that audits landing pages for visibility and citation in AI search engines, then gives marketers suggestions to improve their AI search rankings.

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.