{"id":42591,"date":"2026-09-14T02:27:09","date_gmt":"2026-09-14T00:27:09","guid":{"rendered":"https:\/\/www.graviton.at\/letterswaplibrary\/small-exploratory-dataset-how-much-do-chatgpt-gemini-best-x-recommendations-change-when-you-ask-the-same-question-3x-n10-questions-all-responses-code-released\/"},"modified":"2026-09-14T02:27:09","modified_gmt":"2026-09-14T00:27:09","slug":"small-exploratory-dataset-how-much-do-chatgpt-gemini-best-x-recommendations-change-when-you-ask-the-same-question-3x-n10-questions-all-responses-code-released","status":"publish","type":"post","link":"https:\/\/www.graviton.at\/letterswaplibrary\/small-exploratory-dataset-how-much-do-chatgpt-gemini-best-x-recommendations-change-when-you-ask-the-same-question-3x-n10-questions-all-responses-code-released\/","title":{"rendered":"Small Exploratory Dataset: How Much Do ChatGPT\/Gemini &#8220;best X&#8221; Recommendations Change When You Ask The Same Question 3x? (n=10 Questions, All Responses + Code Released)"},"content":{"rendered":"<p><!-- SC_OFF --><\/p>\n<div class=\"md\">\n<p>We ran a small experiment and we&#8217;re releasing everything so people can poke holes in it or rerun it.<\/p>\n<p>We asked ChatGPT (web search) and Gemini (grounding) ten &#8220;best X for a small business&#8221; questions, 3 times each, same day. For each answer we extracted the set of businesses it recommended, then measured overlap across the 3 identical runs (mean pairwise Jaccard).<\/p>\n<p>Result: ~69.5% overlap overall, so roughly a third of the recommended businesses change between identical asks. ChatGPT held steadier (87%) than Gemini (52%). The top 1-3 names stayed locked every run; the lower slots rotated.<\/p>\n<p>Caveats up front: it&#8217;s 10 questions, 3 runs, 2 engines, one day. Directional, not definitive, no confidence intervals. We&#8217;re releasing it precisely because it&#8217;s small, so anyone can rerun with more questions. Extraction was validated (all 290 names appear verbatim in their source answers). Conducted by a company (Pressfront) with an interest in the topic, which is exactly why the full method and every response are public.<\/p>\n<p>Raw JSON, CSVs, the analysis script, and a preprint (DOI: 10.5281\/zenodo.22738861) are in the repo, CC BY 4.0.<\/p>\n<p><a href=\"https:\/\/github.com\/jjoseph18\/ai-recommendation-consistency\">https:\/\/github.com\/jjoseph18\/ai-recommendation-consistency<\/a><\/p>\n<\/div>\n<p><!-- SC_ON -->   submitted by   <a href=\"https:\/\/www.reddit.com\/user\/ChickenNippless\"> \/u\/ChickenNippless <\/a> <br \/> <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1wfn9g9\/small_exploratory_dataset_how_much_do\/\">[link]<\/a><\/span>   <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1wfn9g9\/small_exploratory_dataset_how_much_do\/\">[comments]<\/a><\/span><\/p><div class='watch-action'><div class='watch-position align-right'><div class='action-like'><a class='lbg-style1 like-42591 jlk' href='javascript:void(0)' data-task='like' data-post_id='42591' data-nonce='8bd368e94e' rel='nofollow'><img class='wti-pixel' src='https:\/\/www.graviton.at\/letterswaplibrary\/wp-content\/plugins\/wti-like-post\/images\/pixel.gif' title='Like' \/><span class='lc-42591 lc'>0<\/span><\/a><\/div><\/div> <div class='status-42591 status align-right'><\/div><\/div><div class='wti-clear'><\/div>","protected":false},"excerpt":{"rendered":"<p>We ran a small experiment and we&#8217;re releasing everything so people can poke holes in it or&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[85],"tags":[],"class_list":["post-42591","post","type-post","status-publish","format-standard","hentry","category-datatards","wpcat-85-id"],"_links":{"self":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/42591","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/comments?post=42591"}],"version-history":[{"count":0,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/42591\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/media?parent=42591"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/categories?post=42591"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/tags?post=42591"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}