{"id":15452,"date":"2026-11-03T08:41:15","date_gmt":"2026-11-03T07:41:15","guid":{"rendered":"https:\/\/say-digital.io\/blog\/?p=15452"},"modified":"2026-11-03T08:41:15","modified_gmt":"2026-11-03T07:41:15","slug":"construire-intelligence-entreprise-premiere-reference","status":"publish","type":"post","link":"https:\/\/say-digital.io\/blog\/construire-intelligence-entreprise-premiere-reference\/","title":{"rendered":"Construire votre propre intelligence d\u2019entreprise"},"content":{"rendered":"<style>body.postid-15452 h3.entry-title.mkdf-post-title{display:none!important}body.postid-15452 article .mkdf-post-text-main p,body.postid-15452 article .mkdf-post-text-main li{color:#374151!important}body.postid-15452 article .mkdf-post-text-main a{color:#174ea6!important;text-decoration:underline!important}@media(max-width:768px){body.postid-15452 #menu-icon{position:absolute!important}body.postid-15452 #mkdf-back-to-top{display:none!important}}<\/style>\n<h1>Construire votre propre intelligence d\u2019entreprise<\/h1>\n<p>Un coll\u00e8gue vous demande quelle condition appliquer \u00e0 un client. Vous retrouvez un contrat, un ancien devis et un message r\u00e9cent qui ne disent pas tout \u00e0 fait la m\u00eame chose. Avant de choisir une IA, vous devez d\u00e9cider sur quelle information votre \u00e9quipe peut r\u00e9ellement s\u2019appuyer.<\/p>\n<p><strong>Pour construire votre propre intelligence d\u2019entreprise, commencez par une question m\u00e9tier, ses sources et une r\u00e9ponse que quelqu\u2019un peut contr\u00f4ler.<\/strong> Ce guide vous aide \u00e0 produire une premi\u00e8re fiche de r\u00e9f\u00e9rence et \u00e0 la tester sur un dossier. Vous pourrez ensuite d\u00e9cider si une recherche documentaire suffit ou si un AI Worker doit pr\u00e9parer une action.<\/p>\n<style data-say-mobile-preview=\"v2\">@media(max-width:600px){body.single-post #say-ia-video-play{aspect-ratio:auto!important;padding-bottom:8px!important}body.single-post #say-ia-video-play img{height:auto!important;aspect-ratio:16\/9;object-fit:contain!important}body.single-post #say-ia-video-play .say-play-label{position:static!important;transform:none!important;width:max-content;max-width:95%;margin:10px auto 0!important;padding:10px 16px!important;box-sizing:border-box}}<\/style>\n<p><!-- SAY_PROACTIVE_VIDEO_START --><\/p>\n<p class=\"say-video-caption\"><strong>Pas le temps de lire ? L\u2019essentiel en vid\u00e9o.<\/strong><\/p>\n<style>\nbody.postid-15452 #say-ia-video-preview{margin:32px 0;width:100%;}\nbody.postid-15452 #say-ia-video-play{position:relative;display:block;width:100%;aspect-ratio:16\/9;padding:0;border:0;border-radius:12px;overflow:hidden;background:#f4eeff;cursor:pointer;color:#fff;}\nbody.postid-15452 #say-ia-video-play img{display:block;width:100%;height:100%;object-fit:contain;margin:0;}\nbody.postid-15452 #say-ia-video-play .say-play-label{position:absolute;left:50%;bottom:8%;transform:translateX(-50%);display:flex;align-items:center;justify-content:center;gap:12px;padding:14px 24px;border:2px solid #fff;border-radius:99px;background:#7138ba;color:#fff;font:700 clamp(15px,2vw,20px)\/1.2 sans-serif;white-space:nowrap;box-shadow:0 4px 24px #0008;}\nbody.postid-15452 #say-ia-video-play:focus-visible{outline:4px solid #7138ba;outline-offset:5px;}\nbody.postid-15452 #say-ia-video-dialog{position:fixed;inset:0;box-sizing:border-box;width:100%;height:100%;height:100dvh;max-width:none;max-height:none;margin:0;padding:12px;border:0;background:transparent;color:white;overflow:auto;}\nbody.postid-15452 #say-ia-video-dialog[open]{display:flex;align-items:center;justify-content:center;}\nbody.postid-15452 #say-ia-video-dialog::backdrop{background:rgba(5,10,22,.92);}\nbody.postid-15452 #say-ia-video-dialog .say-video-panel{position:relative;display:flex;flex-direction:column;align-items:center;max-width:100%;max-height:100%;background:#080c16;border-radius:10px;padding:8px;box-sizing:border-box;}\nbody.postid-15452 #say-ia-video-close{align-self:flex-end;flex-shrink:0;min-width:44px;min-height:44px;border:1px solid #ffffff80;border-radius:6px;background:#17243b;color:white;padding:8px 14px;margin:0 0 8px;cursor:pointer;font:600 16px\/1.2 sans-serif;}\nbody.postid-15452 #say-ia-video-player{display:block;width:auto;height:auto;max-width:100%;max-height:calc(100vh - 100px);max-height:calc(100dvh - 100px);aspect-ratio:16\/9;object-fit:contain;background:#000;}\n<\/style>\n<figure id=\"say-ia-video-preview\"><button id=\"say-ia-video-play\" type=\"button\" aria-label=\"Lire la vid\u00e9o : construire votre propre intelligence d\u2019entreprise\" aria-haspopup=\"dialog\" aria-controls=\"say-ia-video-dialog\"><img fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/say-digital.io\/blog\/wp-content\/uploads\/2026\/11\/post-ai-journey-01-poster-fr.png\" alt=\"\" width=\"1280\" height=\"720\" loading=\"eager\"><span class=\"say-play-label\"><span aria-hidden=\"true\">\u25b6<\/span> Lire la vid\u00e9o<\/span><\/button><\/figure>\n<p><dialog id=\"say-ia-video-dialog\" aria-label=\"Vid\u00e9o : construire votre propre intelligence d\u2019entreprise\"><\/p>\n<div class=\"say-video-panel\"><button id=\"say-ia-video-close\" type=\"button\" autofocus aria-label=\"Fermer la vid\u00e9o\">Fermer \u2715<\/button><video id=\"say-ia-video-player\" controls playsinline preload=\"metadata\" width=\"1280\" height=\"720\" aria-label=\"Construire votre propre intelligence d\u2019entreprise\"><source src=\"https:\/\/say-digital.io\/blog\/wp-content\/uploads\/2026\/11\/post-ai-journey-01-video.mp4\" type=\"video\/mp4\">Votre navigateur ne prend pas en charge la vid\u00e9o. <a href=\"https:\/\/say-digital.io\/blog\/wp-content\/uploads\/2026\/11\/post-ai-journey-01-video.mp4\">Voir la vid\u00e9o<\/a>.<\/video><\/div>\n<p><\/dialog><br \/>\n<script>\n(function(){var trigger=document.getElementById('say-ia-video-play');var dialog=document.getElementById('say-ia-video-dialog');var player=document.getElementById('say-ia-video-player');var close=document.getElementById('say-ia-video-close');if(!trigger)return;var previousOverflow='';trigger.addEventListener('click',function(){if(typeof dialog.showModal!=='function'){window.location.href=player.querySelector('source').src;return;}previousOverflow=document.body.style.overflow;dialog.showModal();document.body.style.overflow='hidden';close.focus();var playback=player.play();if(playback)playback.catch(function(){});});close.addEventListener('click',function(){dialog.close();});dialog.addEventListener('click',function(event){if(event.target===dialog)dialog.close();});dialog.addEventListener('close',function(){player.pause();player.currentTime=0;document.body.style.overflow=previousOverflow;trigger.focus({preventScroll:true});});})();\n<\/script><br \/>\n<!-- SAY_PROACTIVE_VIDEO_END --><\/p>\n<h2>1. Choisissez une question qui revient vraiment<\/h2>\n<p>Demandez \u00e0 la personne qui traite le dossier : \u00ab Qu\u2019avez-vous d\u00fb rechercher ou r\u00e9expliquer la derni\u00e8re fois ? \u00bb Retenez une question born\u00e9e, par exemple : \u00ab Quelles pi\u00e8ces devons-nous obtenir avant de d\u00e9marrer cette prestation ? \u00bb \u00c9cartez pour l\u2019instant \u00ab tout savoir sur nos clients \u00bb, qui ne permet ni de choisir les documents ni de reconna\u00eetre une r\u00e9ponse compl\u00e8te.<\/p>\n<p>Sur une page, \u00e9crivez la question, la personne qui attend la r\u00e9ponse, la d\u00e9cision qu\u2019elle doit prendre et les informations \u00e0 ne pas divulguer. <strong>Votre premier livrable est cette fiche de besoin<\/strong>, pas une base remplie de tous vos fichiers. Pour comprendre l\u2019architecture derri\u00e8re cette premi\u00e8re \u00e9tape, notre guide du <a href=\"https:\/\/say-digital.io\/blog\/company-brain-memoire-entreprise-agents-ia\/\">Company Brain et de la m\u00e9moire d\u2019entreprise<\/a> distingue les r\u00e9f\u00e9rences durables, le contexte du dossier et les capacit\u00e9s d\u2019action.<\/p>\n<h2>2. \u00c9tablissez ce qui fait r\u00e9f\u00e9rence<\/h2>\n<p>Rassemblez seulement les pi\u00e8ces n\u00e9cessaires \u00e0 la question : proc\u00e9dure approuv\u00e9e, contrat concern\u00e9, \u00e9ventuel avenant et \u00e9tat actuel du dossier. Pour chaque pi\u00e8ce, notez son emplacement, son propri\u00e9taire, sa version, sa p\u00e9riode de validit\u00e9 et les personnes autoris\u00e9es \u00e0 la consulter. Un document r\u00e9cent n\u2019annule pas automatiquement une clause contractuelle.<\/p>\n<p>Voici une fiche \u00e0 remplir : <em>Question \u2014 dossier concern\u00e9 \u2014 source et passage \u2014 r\u00e8gle applicable \u2014 exception \u2014 date de v\u00e9rification \u2014 responsable \u2014 lecteurs autoris\u00e9s.<\/em> Si deux pi\u00e8ces se contredisent, inscrivez la contradiction et faites trancher le responsable comp\u00e9tent. Ne demandez pas au mod\u00e8le de fabriquer une priorit\u00e9 entre elles. Le r\u00e9sultat utile est un petit ensemble de r\u00e9f\u00e9rences dont votre \u00e9quipe sait expliquer l\u2019autorit\u00e9.<\/p>\n<p>Vous avez maintenant de quoi organiser une r\u00e9ponse contr\u00f4lable : une question conduit \u00e0 des pi\u00e8ces, les pi\u00e8ces soutiennent une r\u00e9ponse, et la personne responsable r\u00e9sout ce qui reste incertain.<\/p>\n<figure class=\"say-context-figure\" style=\"margin:32px auto;max-width:960px\"><a href=\"https:\/\/say-digital.io\/blog\/wp-content\/uploads\/2026\/11\/post-ai-journey-01-infographic-fr.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/say-digital.io\/blog\/wp-content\/uploads\/2026\/11\/post-ai-journey-01-infographic-fr.png\" width=\"960\" height=\"1320\" style=\"width:100%;height:auto;display:block\" loading=\"lazy\" alt=\"Une question pr\u00e9cise m\u00e8ne aux sources autoris\u00e9es, \u00e0 une r\u00e9ponse avec preuves puis \u00e0 une validation et une mise \u00e0 jour de la r\u00e9f\u00e9rence.\"><\/a><figcaption>La premi\u00e8re m\u00e9moire utile relie une r\u00e9ponse \u00e0 ses sources et \u00e0 la personne qui peut la corriger.<\/figcaption><\/figure>\n<h2>3. Demandez une r\u00e9ponse avec ses pi\u00e8ces, pas seulement un r\u00e9sum\u00e9<\/h2>\n<p>Vous pouvez commencer manuellement, sans connecter un outil : pr\u00e9parez une r\u00e9ponse courte et indiquez les passages qui la justifient. Si vous utilisez une IA, fournissez uniquement les sources autoris\u00e9es et demandez : \u00ab R\u00e9pondez \u00e0 cette question \u00e0 partir de ces pi\u00e8ces. Reliez chaque condition au passage concern\u00e9 et signalez ce qui manque. \u00bb Ne transmettez pas de dossier confidentiel \u00e0 un service dont les conditions et les acc\u00e8s n\u2019ont pas \u00e9t\u00e9 examin\u00e9s.<\/p>\n<p>Le RAG, ou g\u00e9n\u00e9ration augment\u00e9e par la recherche, consiste \u00e0 retrouver des informations hors du mod\u00e8le pour les lui fournir comme contexte. La <a href=\"https:\/\/learn.microsoft.com\/en-us\/azure\/search\/retrieval-augmented-generation-overview\">documentation de Microsoft sur le RAG<\/a> explique cette s\u00e9paration entre recherche et g\u00e9n\u00e9ration. Elle ne rend pas les r\u00e9ponses automatiquement justes : ouvrez les pi\u00e8ces et v\u00e9rifiez que les passages soutiennent bien la conclusion, avec leurs exceptions.<\/p>\n<h2>4. Testez aussi la question \u00e0 laquelle il ne faut pas r\u00e9pondre<\/h2>\n<p>Reprenez votre question avec une pi\u00e8ce manquante, un document remplac\u00e9 et un utilisateur qui ne doit pas voir le contrat. Dans ce sc\u00e9nario d\u2019essai, le bon r\u00e9sultat peut \u00eatre une demande de pr\u00e9cision ou un refus d\u2019acc\u00e8s. Une r\u00e9ponse \u00e9l\u00e9gante qui invente une condition ne passe pas le test. Les droits doivent \u00eatre appliqu\u00e9s avant que les passages soient fournis au mod\u00e8le.<\/p>\n<p>Gardez une petite feuille de r\u00e9ception : question pos\u00e9e, sources retrouv\u00e9es, r\u00e9ponse attendue, r\u00e9ponse obtenue, erreur et correction d\u00e9cid\u00e9e. Vous devez pouvoir distinguer une mauvaise extraction du document, une recherche incompl\u00e8te et une mauvaise interpr\u00e9tation. Changer de mod\u00e8le ne corrige pas une source erron\u00e9e.<\/p>\n<h2>5. D\u00e9signez qui maintient la fiche<\/h2>\n<p>Choisissez la personne qui valide une nouvelle r\u00e8gle et le signal qui impose une r\u00e9vision : avenant sign\u00e9, changement d\u2019offre ou nouvelle proc\u00e9dure. Conservez le lien avec l\u2019ancienne version pour comprendre les d\u00e9cisions pass\u00e9es. Pour relier ensuite un client, un contrat et une d\u00e9cision sans tout recopier, le guide <a href=\"https:\/\/say-digital.io\/blog\/knowledge-graph-loop-engineering-pme-ia\/\">knowledge graph et loop engineering<\/a> explique les relations et la boucle de correction. Une table et des liens explicites peuvent suffire pour commencer.<\/p>\n<p><strong>Vous \u00eates pr\u00eat \u00e0 \u00e9largir lorsque votre \u00e9quipe retrouve les bonnes pi\u00e8ces, rep\u00e8re les manques et sait qui corrige la r\u00e9f\u00e9rence.<\/strong> Si ce n\u2019est pas le cas, r\u00e9parez cette premi\u00e8re fiche avant d\u2019importer davantage de documents. Un AI Worker pourra ensuite pr\u00e9parer un dossier \u00e0 partir de cette m\u00e9moire ; lui donner le droit d\u2019envoyer ou de modifier un engagement restera une d\u00e9cision distincte.<\/p>\n<p>Avec cette fiche, vous pouvez <a href=\"https:\/\/say-digital.io\/meet\/parler-avec-un-expert\/\">parler avec un expert SAY<\/a> d\u2019un premier p\u00e9rim\u00e8tre : sources \u00e0 organiser, connexions n\u00e9cessaires et r\u00e9ponse \u00e0 faire r\u00e9ceptionner. SAY Go Big Online prend ici une forme concr\u00e8te : transformer vos connaissances en appui de travail, sans retirer \u00e0 votre \u00e9quipe la ma\u00eetrise de ce qui fait foi.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Cr\u00e9ez une premi\u00e8re fiche reliant une question m\u00e9tier, ses sources et la personne qui valide la r\u00e9ponse. Testez les manques avant d\u2019\u00e9largir votre m\u00e9moire.<\/p>\n","protected":false},"author":2,"featured_media":15438,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"footnotes":""},"categories":[177],"tags":[],"class_list":["post-15452","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-post-ai-journey"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Construire votre propre intelligence d\u2019entreprise | SAY<\/title>\n<meta name=\"description\" content=\"Cr\u00e9ez une premi\u00e8re fiche reliant une question m\u00e9tier, ses sources et la personne qui valide la r\u00e9ponse. 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