Culpa
Local-first cost tracking for AI products
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Your bill spiked and your dashboard shows one number. Culpa names the conversation that spent it, then forecasts your next bill. Local-first LLM cost tracking. Your prompts stay on your own infrastructure. Most AI dashboards just show what you spent. Culpa shows who spent it. As a local-first cost tracker, Culpa traces every LLM dollar back to the exact conversation and user. The best part? Your prompts never leave your infrastructure.
PH · launched Sep 10, 2026 · 3 upvotes (top 11%) · 0 views
Niche: llm cost monitoring tools · 49 launches, 2 in the last 7 days ▼ -60% · Explore this niche →
Category and tags
- Horizontal
- Observability & eval
- Developer
- Not AI
- Commercial product
- Analytics
- Developer Tools
- Artificial Intelligence
Visit website ↗ Source listing ↗
More like this: all 49 launches in llm cost monitoring tools →
Could you build this?
Yes It is a local-first telemetry proxy or SDK that parses LLM token usage metadata, maps it to user IDs, and displays aggregations on a client-side dashboard.
Competitors
Other products that read as similar to this one : 271 launches clear the similarity bar, closest 8 shown.
Attention rank: #25 of 272 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 224 days after the earliest competitor.
- AI Cost Management · ph · 2026-10-20 · 1 upvotes · similarity 0.55
- AI Spend Tracker · ph · 2026-10-21 · 1 upvotes · similarity 0.49
- Frugon · hn · 2026-07-07 · 67 upvotes · similarity 0.47
- FinPilot – AI Expense Tracker · ph · 2026-09-13 · 2 upvotes · similarity 0.46
- AI Expense Manager & Tracker · ph · 2026-09-25 · 2 upvotes · similarity 0.45
- LLM Cost Lab · ph · 2026-10-07 · 1 upvotes · similarity 0.44
- AI SpendOps · ph · 2026-09-22 · 4 upvotes · similarity 0.44
- CostTrim · ph · 2026-10-26 · 1 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.