01Purchase orders checked before entry
Extract proposed customer, order and line-item fields, then validate product mappings, units and pricing rules against approved records. An unfamiliar customer reference or incompatible pack size should enter a review queue. Preserve the original attachment beside the proposed ERP record for inspection.
02Research drafts with inspectable support
Connect approved knowledge sources to a draft-generation workflow that records document version and passage references. Apply permissions before retrieving content. Reviewers should be able to distinguish documented evidence from interpretation and recognize when the collection does not answer the question.
03Finance and operations reconciliation
Compare approved records from connected systems using explicit matching rules. Highlight missing references, duplicate submissions and conflicting amounts for staff review. AI may interpret variable descriptions, but deterministic checks should handle identifiers and totals wherever the business rules make that possible.
04Governance built into the handoff
Define who may view source documents, approve outputs and resolve exceptions before expanding usage. Keep logs of processing decisions and integration responses. For sensitive research or customer information, agree on access and retention with the responsible teams as part of the implementation scope.