Ramp ran 150k real invoices from real businesses through frontier models.
Grok 4.5 took the highest perfect-extraction rate, ahead of Gemini Flash 3.6, GPT 5.6 Terra, and Sonnet 5 at the same price point.
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Grok 4.5 is #1# at processing real-world invoices
At Ramp, we tested models on 150k bills submitted by actual businesses, scoring them on whether they predicted every correction a human would make
Grok achieved the highest perfect-extraction rate, beating similarly priced models Gemini Flash 3.6, GPT 5.6 Terra, and Sonnet 5.
This is a demanding long-context reasoning task. The model must infer patterns across 100K+ tokens of prior invoices, business memories, and human corrections, then apply them to new bills. The goal: zero-click accounts payable, with invoices processed correctly without human intervention.
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