@rox_ai swapped LLM reranking for Jev classification on sales context retrieval and reports 20× faster, 10× cheaper, and 12% more accurate than GPT-5 Mini.
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About this case
Rox agents pull transcripts, emails, CRM notes, news, and documents when answering. The team compared LLM-based reranking with Jev classification for that retrieval step and published a chart claiming Jev wins on latency, cost, and accuracy versus GPT-5 Mini. Verified via fxtwitter; one chart image attached.
Original posthttps://x.com/rox_ai/status/2104642687534293353