64% of recent Show HN launches are invisible to AI search (I audited 45)
64% of Show HN launches are invisible to AI search I ran a structured audit on 45 recent Show HN launches. Most of them cannot be identified or cited by ChatGPT, Perplexity, or Google AI Overviews, the places a growing share of "what should I use for X" questions now get answered. The numbers 64%have no structured data (JSON-LD).
- ▪64% of Show HN launches are invisible to AI search I ran a structured audit on 45 recent Show HN launches.
- ▪Most of them cannot be identified or cited by ChatGPT, Perplexity, or Google AI Overviews, the places a growing share of "what should I use for X" questions now get answered.
- ▪The numbers 64%have no structured data (JSON-LD).
Hacker News (AI / LLM) files mainly under ai. We currently carry 3,344 of its stories.
Story provenance
Source · retrieval · rights · ranking — open for full record
inspect →
Story provenance
Attribution is not the same as permission. This drawer separates discovery metadata, excerpts, WeSearch-generated summaries, reuse status, and whether the publisher receives the visit. Nothing here claims a legal grant the publisher has not made.
Record
| Original publisher | Surge |
| Canonical URL | https://ai-visibility-report.surge.sh/ |
| Publication time | Thu, 16 Jul 2026 14:15:53 +0000 |
| Retrieval time | 2026-07-16T14:34:49.271Z |
| Last seen | 2026-07-16T14:34:49.271Z |
| Headline source | Publisher (no WeSearch rewrite) |
| Excerpt source | publisher body |
| Excerpt method | First ~120 words (~800 chars) of extracted publisher body, fair-use limited. |
| Summary | WeSearch · cerebras-chat (WeSearch summarizer) |
| Summary source text | contentText |
| Citation coverage | Summary is a WeSearch-generated derivative; primary citation is the original publisher URL. |
| Cluster | iHoM896zwPlY |
| Cluster logic | Grouped by semantic title/content similarity across sources within a rolling window. Same-publisher template collisions are excluded from coverage comparison. |
| Ranking reason | Story pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking. |
| Publisher visit | Yes — open original |
| Substitutes article? | No — link-out required for full text |
Rights status (four layers)
WeSearch handling by dimension
| Indexing | May the item be indexed (stored, ranked, made findable)? | Allowed |
| Snippet | May a short excerpt of the publisher's text be shown? | Allowed |
| AI summary | May WeSearch generate its own short summary of the article? | Limited |
| Retrieval / RAG | May the content be exposed for third-party retrieval-augmented generation? | Not asserted |
| Model training | May the content be used to train AI models? | Not asserted |
| Commercial reuse | May the content be reused commercially? | Not permitted |
Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.
Opening excerpt (first ~120 words) tap to expand
64% of Show HN launches are invisible to AI search I ran a structured audit on 45 recent Show HN launches. Most of them cannot be identified or cited by ChatGPT, Perplexity, or Google AI Overviews, the places a growing share of "what should I use for X" questions now get answered. Here is the data, and the fix. The numbers 64%have no structured data (JSON-LD). This is the primary signal AI answer engines use to know what a page is and whether to cite it. Without it, you are functionally invisible to AI search. 51%have no /llms.txt, the emerging convention that tells AI crawlers what your site is and what to cite. Cheap to add, and a first-mover edge in 2026. 13%have no clear call-to-action found in the page HTML above the fold. For a launch, that is conversions walking out the door.
…
Excerpt limited to ~120 words for fair-use compliance. The full article is at Surge.
Discussion
0 commentsMore from Surge
