Free Geo (SEO for LLM)
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HN · launched Oct 29, 2025 · 10 upvotes (top 41%) · 0 views
Niche: generative engine optimization software · 445 launches, 47 in the last 7 days ▲ +21% · Explore this niche →
Category and tags
- Marketing
- Search & retrieval
- B2B
- AI feature
- Commercial product
Visit website ↗ Source listing ↗
More like this: all 445 launches in generative engine optimization software →
Could you build this?
Yes GEO/LLM visibility monitoring tools simply automate querying major LLM APIs (ChatGPT, Claude, Gemini) with brand prompts, parsing mentions, and displaying scoring dashboards.
Discussion
6 comments analyzed.
Competitors mentioned: Google Search, ChatGPT
Concerns raised: Tool uses best guess queries rather than actual LLM query data, Naming confusion around 'GEO' vs 'AI Visibility' terminology
Feature requests: Access to actual LLM query data instead of estimated queries
Competitors
Other products that read as similar to this one : 201 launches clear the similarity bar, closest 8 shown.
Attention rank: #62 of 202 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Looks like the first mover among its competitors.
- Scan domain for llms.txt LLMs-full.txt AI aware SEO tool · hn · 2026-04-19 · 5 upvotes · similarity 0.48
- geo-seo-competitor-lens · github · 2026-11-06 · 23 upvotes · similarity 0.48
- PDF SEO Tools · ph · 2026-10-11 · 1 upvotes · similarity 0.47
- LLM SEO EEAT · ph · 2026-10-05 · 12 upvotes · similarity 0.45
- Brightside GEO Audit Tool · ph · 2026-11-03 · 1 upvotes · similarity 0.44
- I Built an Customized LLM for Singapore · hn · 2026-02-10 · 5 upvotes · similarity 0.44
- PageRanked · ph · 2026-11-01 · 1 upvotes · similarity 0.43
- Free Google Places API alternative using OpenStreetMap (no API key) · hn · 2026-05-10 · 9 upvotes · similarity 0.43
The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.