Esther Labs — Audit the reasoning, not just the answer.
Interpretive-governance infrastructure for high-stakes AI systems. Esther audits how AI-mediated judgments are formed, constrained, and bounded — not just whether the answer sounds right.
What Esther audits
- Unsupported Claims — Assertions made without evidence.
- Weak Reasoning — Conclusions that do not logically follow from the available information.
- Ambiguity Risk — Language that permits multiple interpretations without clarifying which is intended.
- Narrative Drift — Interpretation that extends beyond what the source material supports.
- Interpretive Overreach — Conclusions drawn beyond the available signal.