Smart Recommendations · Before & After

PB2 and VIVO now show the account-manager prompt with the tested title instruction. Six fresh runs retained deeper investigation and produced shorter, more quantitative titles; opportunity selection still varies. Marcobelle remains the earlier candidate, without the title update.

Comparison scope: production Before outputs are unchanged. New After runs used refreshed data for the same historical windows, so differences are not all attributable to the prompt. Earlier results—including mixed runs—remain archived. This preview does not establish higher click-through, complete coverage or production readiness.