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Research2026-04-09

Trust scores belong on data batches, not just people

Why per-batch trust and live inter-rater agreement beat after-the-fact spot checks for catching quality drift.

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The core argument: provability beats assertion. When every judgment carries a signed, reproducible trail, data quality stops being a matter of trust and becomes a matter of record.

Prove how your training data was made

Run a scoped pilot on one high-stakes domain, and receive both the expert data and a reproducible provenance bundle ready for review.

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