{"id":246323,"date":"2026-11-01T10:19:03","date_gmt":"2026-11-01T16:19:03","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2026\/11\/large-language-models-show-product-name-convergence-in-drug-recommendations"},"modified":"2026-11-01T10:19:03","modified_gmt":"2026-11-01T16:19:03","slug":"large-language-models-show-product-name-convergence-in-drug-recommendations","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2026\/11\/large-language-models-show-product-name-convergence-in-drug-recommendations","title":{"rendered":"Large language models show product name convergence in drug recommendations"},"content":{"rendered":"\n<p>In a benchmark analysis spanning 123 disease\u2013drug pairs and 1,440 sociodemographic profiles, five large language models recommended the same drug product for a given active ingredient in 97.5% of cases and favoured originator products over available generics.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>In a benchmark analysis spanning 123 disease\u2013drug pairs and 1,440 sociodemographic profiles, five large language models recommended the same drug product for a given active ingredient in 97.5% of cases and favoured originator products over available generics.<\/p>\n","protected":false},"author":662,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11,6],"tags":[],"class_list":["post-246323","post","type-post","status-publish","format-standard","hentry","category-biotech-medical","category-robotics-ai"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/246323","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/users\/662"}],"replies":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/comments?post=246323"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/246323\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=246323"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=246323"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=246323"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}