{"id":20,"date":"2026-07-29T19:13:57","date_gmt":"2026-07-29T19:13:57","guid":{"rendered":"https:\/\/blockwpthemes.com\/demo\/bwp-ai-agency-pro\/2026\/07\/29\/a-smaller-model-tuned-on-your-own-examples-usually-wins\/"},"modified":"2026-07-29T19:13:57","modified_gmt":"2026-07-29T19:13:57","slug":"a-smaller-model-tuned-on-your-own-examples-usually-wins","status":"publish","type":"post","link":"https:\/\/blockwpthemes.com\/demo\/bwp-ai-agency-pro\/2026\/07\/29\/a-smaller-model-tuned-on-your-own-examples-usually-wins\/","title":{"rendered":"A smaller model, tuned on your own examples, usually wins"},"content":{"rendered":"<p>What we found running the same six tasks across hosted and open weights for a year.<\/p>\n<p>On narrow, repetitive tasks with a house style \u2014 claims triage, document classification, field extraction \u2014 a small model tuned on a few thousand of your own labelled examples beat the largest hosted model in five of six cases. Not on raw capability; on consistency, latency and cost per item.<\/p>\n<p>The caveat matters: this holds when the task is narrow and the labels are yours. Widen the task and the ranking flips. Which is why we benchmark against your data before anyone signs a licence.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>What we found running the same six tasks across hosted and open weights for a year. On narrow, repetitive tasks with a&hellip;<\/p>\n","protected":false},"author":1,"featured_media":21,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"class_list":["post-20","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-architecture"],"_links":{"self":[{"href":"https:\/\/blockwpthemes.com\/demo\/bwp-ai-agency-pro\/wp-json\/wp\/v2\/posts\/20","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blockwpthemes.com\/demo\/bwp-ai-agency-pro\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blockwpthemes.com\/demo\/bwp-ai-agency-pro\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blockwpthemes.com\/demo\/bwp-ai-agency-pro\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blockwpthemes.com\/demo\/bwp-ai-agency-pro\/wp-json\/wp\/v2\/comments?post=20"}],"version-history":[{"count":0,"href":"https:\/\/blockwpthemes.com\/demo\/bwp-ai-agency-pro\/wp-json\/wp\/v2\/posts\/20\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blockwpthemes.com\/demo\/bwp-ai-agency-pro\/wp-json\/wp\/v2\/media\/21"}],"wp:attachment":[{"href":"https:\/\/blockwpthemes.com\/demo\/bwp-ai-agency-pro\/wp-json\/wp\/v2\/media?parent=20"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blockwpthemes.com\/demo\/bwp-ai-agency-pro\/wp-json\/wp\/v2\/categories?post=20"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blockwpthemes.com\/demo\/bwp-ai-agency-pro\/wp-json\/wp\/v2\/tags?post=20"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}