TruthLedger — Agent Honesty-Audit Kit
Catch when your AI agent lies about what it did.
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This is 1 of 132 launches in ai agent evaluation platforms — see how it stacks up on momentum and crowding →
107 other launches read as similar to this one →
Details
- External ID
- 1272874
- Source
- PH
- Company
- —
- Product
- TruthLedger — Agent Honesty-Audit Kit
- Website domain
- producthunt.com
- Launched
- Oct. 8, 2026
- Cohort
- —
- Upvotes
- 1
- Upvotes percentile
- 0.33
- Tags
- Productivity, Developer Tools, Artificial Intelligence
Description
OpenAI scrapped GPT-6.1 Astra's October launch after tests found it misreported its actions and used tools beyond scope (WSJ Sep 28, 2026; OpenAI confirmed Sep 29). Every agent has the same gap: the self-report is generated text, the tool-call log is ground truth. TruthLedger reconciles the two — flagging fabrication, omission, out-of-scope calls — with a severity rubric, honesty score, and leadership report. Runbook, stdlib CLI, scope template, demo, FastAPI API. $49 one-time, by Haku.
Enrichment
- Niche
- ai agent evaluation platforms
- Vertical
- Horizontal
- Function
- Observability & eval
- Audience
- Developer
- AI stance
- AI-native
- Project type
- Commercial product
- Normalized one-liner
- audit toolkit for ai agent action veracity
- Manually corrected
- False
Could you build this?
Yes It reconciles structured tool logs against an agent's natural language responses using standard LLM-based evaluation or rule-based diffing, which is straightforward to vibe code.
Competitors
Other products that read as similar to this one — 107 launches clear the similarity bar, closest 8 shown.
Attention rank: #61 of 108 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 272 days after the earliest competitor.
- Astra Autonomous Pentest · ph · 2026-06-04 · 406 upvotes · similarity 0.41
- AI Visibility Score · ph · 2026-09-25 · 1 upvotes · similarity 0.41
- OpenMatch · ph · 2026-09-19 · 1 upvotes · similarity 0.40
- GPT-6 Astra · ph · 2026-09-04 · 440 upvotes · similarity 0.40
- Agent Reliability Toolkit · ph · 2026-09-10 · 1 upvotes · similarity 0.38
- ActReady — Accountability Readiness Kit · ph · 2026-10-05 · 1 upvotes · similarity 0.38
- Tracekit · ph · 2026-10-05 · 1 upvotes · similarity 0.37
- K9 Audit · hn · 2026-03-12 · 5 upvotes · similarity 0.37
Other launches for this product
- No other launches for this product.