llm-beliefs
Visualizing the geopolitical beliefs of language models
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GITHUB · launched Nov 8, 2026 · 20 upvotes (top 88%) · 0 views
Niche: llm evaluation and deployment tools · 77 launches, 0 in the last 7 days · Explore this niche →
Category and tags
- Horizontal
- Analytics & BI
- B2C
- AI-native
- Hobby / open-source project
Visit website ↗ Source listing ↗
More like this: all 77 launches in llm evaluation and deployment tools →
Could you build this?
Yes The product is a set of model queries plus charts. A solo builder can script questions against LLM APIs, store the answers, and visualize them with standard charting libraries, though research rigor is a separate concern.
Competitors
Other products that read as similar to this one : 1521 launches clear the similarity bar, closest 8 shown.
Attention rank: #1362 of 1522 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 374 days after the earliest competitor.
- LLM Thought Visualization · hn · 2026-07-06 · 24 upvotes · similarity 0.62
- awesome-generalizable-world-models · github · 2026-10-21 · 46 upvotes · similarity 0.59
- PrismWAM · github · 2026-10-19 · 44 upvotes · similarity 0.58
- NeuroBrain Engine · ph · 2026-10-22 · 1 upvotes · similarity 0.56
- trace2env · github · 2026-10-04 · 17 upvotes · similarity 0.56
- training-explore · github · 2026-11-04 · 115 upvotes · similarity 0.54
- ActionPiece · github · 2026-09-12 · 13 upvotes · similarity 0.54
- llm-legislativo · github · 2026-10-13 · 386 upvotes · similarity 0.53
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.