Ramp benchmarks Jev to replace LLM reranking: 10x lower tail latency at 300ms, 3x cheaper

multiply_matrix · x · 2026-09-25

Ashwin at Ramp benchmarked Jev as a replacement for LLM-based reranking in Ramp's accounting product, with promising results: Jev matches current accuracy on GPT-5.6 Luna while cutting tail latency 10x to 300ms at 3x lower cost. The team plans to roll it out to 70k production customers soon, currently only blocked by rate limits.

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