Describe how formatting and review gates protect finance data before an automation writes expenses.
Talia's receipt bot changed from direct writes to a confidence-gated finance workflow. What changed, and why? Before: every extracted value is treated as true. After: the bot writes only after the fields earn trust. Formatter steps normalize date, currency, and tax before the expense write, preventing valid-looking values from landing in the wrong format. Vendor names are matched to vendor IDs, because accounting systems need stable identifiers rather than whatever text the receipt extractor guessed. A confidence gate sends ambiguous scans to review, which protects the system of record without blocking clean receipts. Exception reporting detects patterns such as repeated…
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