{"id":4349,"date":"2025-12-28T15:56:54","date_gmt":"2025-12-28T14:56:54","guid":{"rendered":"https:\/\/laurentchani.fr\/?p=4349"},"modified":"2025-12-28T15:56:56","modified_gmt":"2025-12-28T14:56:56","slug":"test-several-ais","status":"publish","type":"post","link":"https:\/\/laurentchani.fr\/en\/tester-plusieurs-ia\/","title":{"rendered":"Testing multiple AIs"},"content":{"rendered":"<figure class=\"wp-block-image aligncenter size-medium\"><a href=\"https:\/\/laurentchani.fr\/wp-content\/uploads\/@Big-Daddy-98-P.jpg\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"196\" src=\"https:\/\/laurentchani.fr\/wp-content\/uploads\/@Big-Daddy-98-P-300x196.jpg\" alt=\"\" class=\"wp-image-4350\" srcset=\"https:\/\/laurentchani.fr\/wp-content\/uploads\/@Big-Daddy-98-P-300x196.jpg 300w, https:\/\/laurentchani.fr\/wp-content\/uploads\/@Big-Daddy-98-P-768x502.jpg 768w, https:\/\/laurentchani.fr\/wp-content\/uploads\/@Big-Daddy-98-P-18x12.jpg 18w, https:\/\/laurentchani.fr\/wp-content\/uploads\/@Big-Daddy-98-P.jpg 784w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/figure>\n\n\n\n<p>Testing all the AIs on the market to &quot;find out which one is the best&quot;?<\/p>\n\n\n\n<p>It&#039;s tempting\u2026 and often ineffective.<\/p>\n\n\n\n<p>\ud83c\udfaf The real question isn&#039;t &quot;which AI is the best?&quot;\u201c<\/p>\n\n\n\n<p>The question is: which AI is best for MY use, with MY constraints (time, budget, level of requirements, risks)?<\/p>\n\n\n\n<p>1) Choose your \u201cbusiness objective\u201d before testing<\/p>\n\n\n\n<p>There are two very different strategies:<\/p>\n\n\n\n<p>ROI strategy (pragmatic): quickly find a tool that covers the essentials and saves you time.<\/p>\n\n\n\n<p>Benchmark strategy (expertise\/purchase): compare several models in detail to select \u201cthe best\u201d based on a set of specifications.<\/p>\n\n\n\n<p>\ud83d\udc49 If your goal is ROI, the 80\/20 rule is more than enough: you are looking for AI that meets 80% of needs with 20% of learning effort.<\/p>\n\n\n\n<p>2) The trap: AIs are constantly changing<\/p>\n\n\n\n<p>Comparing AI \u201cin absolute terms\u201d is almost impossible, because the versions are constantly evolving.<\/p>\n\n\n\n<p>Without a robust method, it&#039;s easy to get confused:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Real improvement<\/li>\n\n\n\n<li>\u201cNovelty\u201d effect\u201d<\/li>\n\n\n\n<li>Random variation<\/li>\n\n\n\n<li>And\u2026 subjectivity.<\/li>\n<\/ul>\n\n\n\n<p>\ud83e\uddea So, a simple rule: no metric = no conclusion.<\/p>\n\n\n\n<p>3) My usage framework: 3 axes, 3 levels of requirement<\/p>\n\n\n\n<p>I work on AI for:<\/p>\n\n\n\n<p>\u270d\ufe0f Text optimization: useful, but difficult to measure properly without a protocol (style, consistency, repetitions, errors).<\/p>\n\n\n\n<p>\ud83d\uddbc\ufe0f Image generation: here, I have a reproducible test. Example: given a profile with a shoulder bag, request the other profile. Very often, the AI produces a mirror image (the bag changes shoulders). This isn&#039;t a &quot;detail&quot;: it&#039;s an indicator of limitations in spatial consistency and fine-grained control.<\/p>\n\n\n\n<p>\ud83d\udcda Self-publishing \/ strategy: here, the gain is massive. Starting from scratch on certain subjects, AI plays the role of a versatile \u201cstaff\u201d (organization, production, proofreading, marketing).<\/p>\n\n\n\n<p>\u2705 Conclusion: For results-oriented use, a single AI can suffice. In my case, I&#039;m closer to 90% of satisfaction for 10% of energy, as long as I remain clear on my objective: to produce better, not to constantly benchmark.<\/p>\n\n\n\n<p>\u27a1\ufe0f And you: do you use AI to save time\u2026 or to compare performance?<\/p>","protected":false},"excerpt":{"rendered":"<p>Tester toutes les IA du march\u00e9 pour \u201csavoir laquelle est la meilleure\u201d ? C\u2019est tentant\u2026 et souvent inefficace. \ud83c\udfaf La vraie question n\u2019est pas \u201cquelle IA est la meilleure ?\u201d C\u2019est : quelle IA est la meilleure pour MON usage, avec MES contraintes (temps, budget, niveau d\u2019exigence, risques) ? 1) Choisir ton \u201cobjectif business\u201d avant [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":4350,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","footnotes":""},"categories":[10],"tags":[],"class_list":["post-4349","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ia"],"blocksy_meta":[],"uagb_featured_image_src":{"full":["https:\/\/laurentchani.fr\/wp-content\/uploads\/@Big-Daddy-98-P.jpg",784,512,false],"thumbnail":["https:\/\/laurentchani.fr\/wp-content\/uploads\/@Big-Daddy-98-P-150x150.jpg",150,150,true],"medium":["https:\/\/laurentchani.fr\/wp-content\/uploads\/@Big-Daddy-98-P-300x196.jpg",300,196,true],"medium_large":["https:\/\/laurentchani.fr\/wp-content\/uploads\/@Big-Daddy-98-P-768x502.jpg",768,502,true],"large":["https:\/\/laurentchani.fr\/wp-content\/uploads\/@Big-Daddy-98-P.jpg",784,512,false],"1536x1536":["https:\/\/laurentchani.fr\/wp-content\/uploads\/@Big-Daddy-98-P.jpg",784,512,false],"2048x2048":["https:\/\/laurentchani.fr\/wp-content\/uploads\/@Big-Daddy-98-P.jpg",784,512,false],"trp-custom-language-flag":["https:\/\/laurentchani.fr\/wp-content\/uploads\/@Big-Daddy-98-P-18x12.jpg",18,12,true],"mailpoet_newsletter_max":["https:\/\/laurentchani.fr\/wp-content\/uploads\/@Big-Daddy-98-P.jpg",784,512,false]},"uagb_author_info":{"display_name":"admin5261","author_link":"https:\/\/laurentchani.fr\/en\/author\/admin5261\/"},"uagb_comment_info":0,"uagb_excerpt":"Tester toutes les IA du march\u00e9 pour \u201csavoir laquelle est la meilleure\u201d ? C\u2019est tentant\u2026 et souvent inefficace. \ud83c\udfaf La vraie question n\u2019est pas \u201cquelle IA est la meilleure ?\u201d C\u2019est : quelle IA est la meilleure pour MON usage, avec MES contraintes (temps, budget, niveau d\u2019exigence, risques) ? 1) Choisir ton \u201cobjectif business\u201d avant&hellip;","_links":{"self":[{"href":"https:\/\/laurentchani.fr\/en\/wp-json\/wp\/v2\/posts\/4349","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/laurentchani.fr\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/laurentchani.fr\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/laurentchani.fr\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/laurentchani.fr\/en\/wp-json\/wp\/v2\/comments?post=4349"}],"version-history":[{"count":1,"href":"https:\/\/laurentchani.fr\/en\/wp-json\/wp\/v2\/posts\/4349\/revisions"}],"predecessor-version":[{"id":4351,"href":"https:\/\/laurentchani.fr\/en\/wp-json\/wp\/v2\/posts\/4349\/revisions\/4351"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/laurentchani.fr\/en\/wp-json\/wp\/v2\/media\/4350"}],"wp:attachment":[{"href":"https:\/\/laurentchani.fr\/en\/wp-json\/wp\/v2\/media?parent=4349"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/laurentchani.fr\/en\/wp-json\/wp\/v2\/categories?post=4349"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/laurentchani.fr\/en\/wp-json\/wp\/v2\/tags?post=4349"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}