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Free Geo (SEO for LLM)

Details

External ID
45749844
Source
HN
Company
—
Product
Free Geo (SEO for LLM)
Website domain
amplitude.com
Launched
Oct. 29, 2025
Cohort
—
Upvotes
10
Upvotes percentile
0.5943396226415094
Tags
—
Fetched at
Sept. 7, 2026, 9:25 p.m.
Updated at
Sept. 7, 2026, 9:25 p.m.

Enrichment

Theme
revenue optimization and billing analytics
Vertical
Horizontal
Function
Search & retrieval
Audience
Developer
AI stance
AI feature
Project type
Commercial product
Normalized one-liner
seo optimization for llm-based search
Manually corrected
False

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 — 85 launches clear the similarity bar, closest 8 shown.

Attention rank: #30 of 86 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Looks like the first mover among its competitors.

Other launches for this product