{"id":31,"date":"2026-05-12T00:19:18","date_gmt":"2026-05-12T00:19:18","guid":{"rendered":"https:\/\/numriq.com\/b2b-distributor-order-cycle-ai\/"},"modified":"2026-05-12T00:19:18","modified_gmt":"2026-05-12T00:19:18","slug":"b2b-distributor-order-cycle-ai","status":"publish","type":"post","link":"https:\/\/numriq.com\/en\/b2b-distributor-order-cycle-ai\/","title":{"rendered":"How a B2B distributor cut its order cycle by 47% with AI"},"content":{"rendered":"<p>Our client, a B2B distributor with around 1,500 products, received 200+ order emails daily. Each one required manual data entry into NetSuite. The average cycle from email receipt to order creation took 4 hours.<\/p>\n<h2>The diagnostic<\/h2>\n<p>Our first phase revealed that 78% of emails followed a predictable format: PO number, product list, shipping address. The rest required human judgment (clarifications, exceptions).<\/p>\n<h2>The design<\/h2>\n<p>We designed a 3-step pipeline: structured content extraction via Claude, cross-validation with the product catalog, and creation of a &#8220;pre-filled order&#8221; in NetSuite that the team validates with one click.<\/p>\n<h2>The deployment<\/h2>\n<p>6-week pilot phase on a subset of customers. Continuous prompt and product mapping adjustments. Team training in 2 half-days.<\/p>\n<h2>The results<\/h2>\n<p>Average cycle reduced from 4h to 2h10min (-47%). Error rate reduced from 8% to 2%. ROI achieved in 4 months. The team reallocated the time saved to advisory service for strategic accounts.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Case study of an automated email classification project integrated with a NetSuite ERP. Method, results, and lessons learned.<\/p>\n","protected":false},"author":0,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-31","post","type-post","status-publish","format-standard","hentry","category-cas-pratique"],"acf":[],"_links":{"self":[{"href":"https:\/\/numriq.com\/en\/wp-json\/wp\/v2\/posts\/31","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/numriq.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/numriq.com\/en\/wp-json\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/numriq.com\/en\/wp-json\/wp\/v2\/comments?post=31"}],"version-history":[{"count":0,"href":"https:\/\/numriq.com\/en\/wp-json\/wp\/v2\/posts\/31\/revisions"}],"wp:attachment":[{"href":"https:\/\/numriq.com\/en\/wp-json\/wp\/v2\/media?parent=31"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/numriq.com\/en\/wp-json\/wp\/v2\/categories?post=31"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/numriq.com\/en\/wp-json\/wp\/v2\/tags?post=31"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}