human-value-allocation
Evidence-linked analysis of human contributions in human–AI conversations. Research preview.
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GITHUB · launched Oct 19, 2026 · 24 upvotes (top 52%)
- Horizontal
- Analytics & BI
- AI-native
- agent-evaluation
- human-ai-collaboration
- human-in-the-loop
- llm-evaluation
- python
- trace-analysis
Similar launches
See all 2505 similar launches →Could you build this?
Partial The UI for a contribution report with evidence links is straightforward to vibe-code. The core analytical method, which attributes value to human contributions in conversations, is a research question that needs careful methodology and validation.
What it would actually take: A working version would use an LLM pipeline to segment conversations, tag contributions, and link each claim to transcript evidence, wrapped in a report UI. The hard part is a defensible attribution methodology and validation against labeled data, which requires HCI or NLP research expertise. Building it credibly also means assembling evaluation datasets.
Competitors
Other products that read as similar to this one : 2505 launches clear the similarity bar, closest 8 shown.
Attention rank: #1194 of 2506 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 355 days after the earliest competitor.
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