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. Ledger-native accounting models like Digits AGL® still outperform frontier models.
