Skip to content

@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.

Benchmarks

Rox @rox_ai

EN

  • 20.5k views
  • 64 likes
  • 26 bookmarks
  • 7 reposts
Poster from Rox (@rox_ai)

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

Related cases