Automation does not mean unchecked
Fully automated processing is only valuable if it recognizes when it is uncertain. Two gates hold back uncertain cases, a journal makes every run traceable, and a correction workstation returns reviewed cases to the chain without re-analysis.
Classification gate
If the confidence of the document type falls below the threshold, the subdocument does not go into analysis but into the review list. The split document remains available for preview and reprocessing. The classifier model threshold overrides a global default value; if none is set, the gate is off.
Extraction gate
If the extraction result falls below the model's quality threshold, it is still saved — but not delivered. The saved result is the working basis for correction; after that, a delivery attempt without new analysis is sufficient. Without a confidence value, the gate does not apply.
The document key is the classifier output path — it connects all stages of a case. New delivery targets appear automatically in the monitor because endpoint stages are grouped generically.
The extraction result is target- and engine-neutral. What happens to it is decided by adapters — not by the processing code. A new target system adds an adapter; dispatch, storage policy, and monitor remain unchanged.
The write path into document management is currently not active — the connected facade operates in read mode. The REST adapter is therefore currently the only end-to-end working output. The chain itself is unaffected by this: the adapter reports the error as a result, and the case remains parked for repeat attempts.