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Digits6 min read

Breaking: AI Can’t Close Your Books From the Outside (Yes, Including Jev)

Frontier models haven’t improved at accounting on their own. One-shot LLM classification has plateaued (and actually declined since June). Accuracy improves with access to ledger history, but at significantly higher cost and token usage.

By Jeff SeibertDigits Blog
Breaking: AI Can’t Close Your Books From the Outside (Yes, Including Jev)

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Originally published by Digits Blog on Oct 7, 2026.

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