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Reference benchmark

Evidence of evaluation rigor, not invented client metrics.

HiveSoft does not publish client logos or outcomes without authorization. Instead, here is a transparent, public benchmark you can inspect end to end.

Mini-FRED

Transparent evaluation of a finance question-answering workflow.

A public offline benchmark showing how versioned evaluations, deterministic checks, and failure analysis improve a business-data workflow over time.

Baseline

65.9% task success

Measured across 560 evaluation cases.

After iterations

78.2% task success

With transparent failure breakdowns per version.

Reference benchmark only. Not a live-client result or ROI claim.

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