Self-hosted processing
Documents remain on infrastructure controlled by the client, with no cloud-model dependency.
Privacy and document intelligence
Redactor Pod
A self-hosted system for detecting, reviewing, and permanently redacting sensitive information without sending client documents outside the client-controlled environment.
The problem
Privacy cannot depend on an external model.
Sensitive document workflows require more than detection accuracy. The processing boundary, review path, failure behavior, and permanence of the final redaction all have to be controlled.
Redactor Pod combines domain-specific model work with deterministic document processing, explicit human review, and fail-closed behavior.
72 documentsFrozen corpus
216 pagesRegression evaluation
481 / 481Tested detections
0 false negativesFrozen evaluation
Technical architecture
What sits behind the demonstration
The public architecture establishes the depth of the system while keeping training data, recipes, thresholds, routing logic, and client configurations private.
Fine-tuned open-source models
Multiple model classes are adapted for domain-specific detection, classification, and document intelligence.
Human disposition
Review and disposition remain explicit operating steps instead of invisible model decisions.
Fail-closed behavior
Processing failures stop output rather than silently creating an unsafe document.
Frozen regression corpus
Changes are evaluated against the same inspectable documents, pages, detections, and dispositions.
Permanent redaction
The output pipeline removes sensitive content rather than visually masking recoverable information.