What is dark processing(Dunkelverarbeitung)?
Dark processing is fully automated document handling with no human touch at all: documents arrive, data is extracted, validated and delivered, lights off.
No-touch, by earned trust.
Dark processing (German: Dunkelverarbeitung, a standard term in German insurance and banking) describes cases that flow through a workflow completely automatically: no person opens, reads or confirms anything. The share of documents processed dark is the straight-through processing (STP) rate.
Responsible dark processing is conditional: a case runs dark only while every validation passes. The craft is in the gates: recalculated totals, cross-document consistency, confidence thresholds and business rules decide, per document, between the dark path and the review queue.
Zero-touch flow
Intake to delivery with no human step: the definition of dark.
Gated, not blind
Every dark case earned it by passing validations; anything questionable exits to review.
Measured honestly
The STP rate is measured across all documents, not just the easy classes.
Dark processing in MiruIQ.
MiruIQ pipelines run dark by default and surface exceptions: validation and verify nodes define exactly what may pass untouched, so the STP rate is a policy you set rather than a hope, and it rises safely as checks prove out.
Dark processing (Dunkelverarbeitung) questions
What automation teams ask about dark processing.
Dark processing is exactly as safe as its gates. With recalculated figures, cross-document checks and confidence thresholds deciding what may run dark, the risk concentrates in the review queue where humans look anyway. Without gates, dark processing is just unchecked automation; that is the version with the bad reputation.
By tightening inputs and loosening fear, in that order: fix recurring extraction exceptions (usually a schema refinement), add validations that let you trust more cases, and review the parked documents weekly to see which checks are too strict. Teams typically start conservative and raise the dark share as evidence accumulates.
See it on your own documents.
The 14-day free trial covers 200 documents: enough to define your schemas, run real files and measure the results before anyone calls you.