Technical brief

TruthChecker

A claim verification and evidence-review workflow for high-stakes AI outputs.

Authors: Elloe AI

Published: 2025-08-08

Institution: Elloe AI

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Abstract

TruthChecker is a technical brief on claim verification for AI systems used in higher-risk environments. It is framed as a workflow for identifying unsupported claims, matching them against source material or known patterns, and creating a review trail before outputs are relied on.

The value of the brief is not that it promises perfect truth detection. It is that it describes a more disciplined approach to verification, where claim review becomes part of governance rather than an afterthought.

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