I built a deterministic check for fabricated quotes in LLM output

developer-tools / Show HN
52
SCORE

Verbatimeter is an open-source tool that performs deterministic checks on LLM-generated output to detect fabricated or hallucinated quotes. It compares quoted text against source material to verify verbatim accuracy without relying on another language model. Designed for developers who need reliable, rule-based validation of citations in AI-generated content.

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Sources (1)

Show HN
https://news.ycombinator.com/item?id=48905331
3 PTS

Score Breakdown

Traction
raw 3.00 · weight 35%
7.0pts
Novelty
0 days old · weight 20%
20.0pts
Source diversity
1 source · weight 10%
3.3pts
AI quality
raw 62.00 · weight 35%
21.7pts

Clear niche value for LLM citation validation with deterministic approach, but zero traction and limited scope constrain its market impact.

Final Score52/100

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