Where generative AI actually gives hours back
Three automation patterns that paid for themselves fast on real projects, and two that only created rework.
Generative AI creates the highest value when applied to structured friction.
Behind the hype of chatbots, real businesses achieve substantial ROI by automating document processing, ticket categorization, and routine customer correspondence.
Three patterns with immediate ROI
1. Intelligent document extraction: processing unstructured invoices, receipts and contracts into structured database records.
2. Retrieval-Augmented Generation (RAG) on internal policy manuals: answering operational questions accurately in seconds.
3. Automated cross-system reconciliations.
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