← Index

CHOOSEBusiness workflows

Jev Transaction Categorization

AA Li@alilibx
Project photo 1

Jev is a tool that performs transaction categorization, achieving comparable accuracy to GPT-5.6 while being significantly faster and cheaper, and it can identify when it is not 100% certain about a categorization above a 0.85 confidence threshold.

Pattern↑ Jev AI decision models

Trying jev by @typesafeai and @CompleteSkeptic and its mind blowing Swapped a GPT-5.6 tool loop for TypeSafe's Jev on transaction categorisation. Same accuracy. 12.8× faster. 38× cheaper. Best part: Jev knows when it doesn't know 100% right above 0.85 confidence. x.com/alilibx/status/2100466991597498530/p
Original post