Documents first
Unstructured document intake is still the highest-ROI multimodal workflow in most businesses. Accuracy is now good enough that human review becomes spot-checking rather than re-entry.
Know the failure modes
Confidence stays high even when extraction is wrong. Always pair extraction with a deterministic validator on fields you care about.
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