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Why do finance teams reject black-box AI in revenue accounting?

Controllers, outsourced accounting partners and QoE analysts keep evaluating "AI for technical accounting" tools and keep going back to spreadsheets. The reason is accountability: their name is on the workpapers, and the vendor isn't in the room when the auditor asks how an allocation was determine

dev.toSonntag 18:01 · 18.10.1 Min. Lesezeit
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Posted on Oct 18 • Originally published at soluqube.com

Controllers, outsourced accounting partners and QoE analysts keep evaluating "AI for technical accounting" tools and keep going back to spreadsheets. The reason is accountability: their name is on the workpapers, and the vendor isn't in the room when the auditor asks how an allocation was determined.

A $100,000 contract bundles three obligations. Total SSP is $180,000, so the $80,000 discount is spread in proportion.

Round each line on its own and the three allocations sum to $100,000.01. The engine's allocation sums to exactly $100,000.00 because one obligation absorbs the rounding residual. The exported workbook carries the page and excerpt for each obligation plus a SHA-256 hash, so re-running the same inputs gives the same cents.

What makes it reviewable is the order of operations: a human confirms the obligations and prices, the arithmetic is integer and deterministic, and the evidence (page plus verbatim excerpt; on uploaded text-layer PDFs, a highlight box on the cited line) travels with the number.

Try your own numbers in the free SSP allocation calculator.

Read the full worked example on soluqube.com

Quelle: dev.to (dev.to). Original öffnen