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    Two models must agree before it counts

    In the places where a mistake is expensive, one model's answer is not enough.

    For high-stakes interpretation — reading a supplier price list, extracting specifications from a document, or classifying an inbound request — Silhouette Suite runs the task through more than one model and compares the results. Agreement passes through; disagreement is flagged for a human with both answers shown side by side.

    How validation runs

    1. 1

      Independent passes

      The same input is interpreted by two models that do not see each other's output.

    2. 2

      Structured comparison

      Results are compared field by field, not as prose. A price is either the same number or it is not.

    3. 3

      Agreement or escalation

      Matching fields are accepted; mismatched fields are marked low confidence and routed to review.

    4. 4

      Recorded

      The validation outcome is stored with the import batch, so you can see later which values were machine-agreed and which were human-decided.

    Where validation is not used

    Pricing arithmetic never goes through a model at all, so it needs no validation. Deterministic code is a stronger guarantee than any consensus.

    See it against your own numbers

    We load your pricing and your cost book before your team ever logs in.

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