AI Systems

Agents vs automation, RAG/firm knowledge, architecture, controls, implementation.

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AI Agents vs Automation in Accounting: What’s Actually Different?

A recurring bank transaction arrives. The matching rule fires. The ledger is updated. No one decides anything in the moment; the decision...

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RAG for Accounting Firms: What a “Firm Brain” Actually Requires

Most accounting firms already possess a large body of institutional knowledge. It lives in prior-year workpapers, tax position memos,...

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