Soups Ranjan(@soupsranjan):Jev vs. Claude vs. Rules: We ran a real fraud ring through all three. The headline result is that Jev classified best at 93% recall, followed closely by the velocity rules our Data Analyst Agent proposed at 90%, with an LLM making the classification decision trailing at 62%. This shows Jev is great at reasoning and classification jobs compared to LLMs. The fact that Jev was so close to a Data Analyst agent (which could write multiple SQL queries to investigate the fraud ring) is the real finding. Classification in code was already near-optimal, and Jev matched it. Read more in the article:

2026.09.20 16:43

Jev vs. Claude vs. Rules: We ran a real fraud ring through all three. The headline result is that Jev classified best at 93% recall, followed closely by the velocity rules our Data Analyst Agent proposed at 90%, with an LLM making the classification decision trailing at 62%. This shows Jev is great at reasoning and classification jobs compared to LLMs. The fact that Jev was so close to a Data Analyst agent (which could write multiple SQL queries to investigate the fraud ring) is the real finding. Classification in code was already near-optimal, and Jev matched it. Read more in the article: