AI · Document & photo interpretation

Document understanding

Classify and translate source-linked document content without hiding uncertainty.

Workflow

1. Request understandingName classification or translation and preserve region identities.
2. Validate model taskChoose a supported model/task combination or return unavailable.
3. Classify or translateProduce structured findings with confidence and abstention.
4. Return unavailableThe workflow returns an explicit unavailable or refused outcome without inventing content or mutating unrelated records.
5. Return structured findingsAttach findings to their regions without replacing source text.

Failure boundaries

• Unsupported languageUnavailable: Do not guess
• Finding lacks regionInvalid: Reject
• Low confidenceReview/abstain: Do not hard-label

ai.read.understanding