Restoration (also known as local restoration) is the process of restoring AI-generated outputs to their original enterprise context. After AI processes encapsulated data, the locally stored mapping between original and protected values is applied to the AI output, replacing encapsulated representations with real enterprise data. AI results are restored locally through this automated process.
Explanation
- When LLM Capsule encapsulates a document, it creates a local mapping table. The table records the relationship between each original sensitive value and its replacement. This mapping never leaves the enterprise environment.
- After AI processing completes, the restoration engine applies this mapping in reverse. Encapsulated tokens are replaced with original values. The result is an AI output that contains real names, real figures, and real references, ready for enterprise use.
- Restoration is deterministic. Every encapsulated value maps to exactly one original value. There is no ambiguity, no approximation, and no manual intervention required.
Example
AI processes an encapsulated contract and generates a summary: “The agreement between ENTITY_A and ENTITY_B provides for a payment of AMOUNT_1 due on DATE_1.”
Local restoration applies the mapping and produces: “The agreement between Acme Corp and GlobalTech provides for a payment of $2.4M due on March 15, 2026.”