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Voici mon opinion sur la question, ainsi que ma vision du rôle que Pennylane est amenée à jouer en tant qu’éditeur partenaire de la profession. ",[],{},{"nodeType":304,"data":305,"content":306},"blockquote",{},[307],{"nodeType":50,"data":308,"content":309},{},[310,314,325],{"nodeType":45,"value":311,"marks":312,"data":313},"Le sujet vous intéresse ? Regardez le ",[],{},{"nodeType":315,"data":316,"content":318},"hyperlink",{"uri":317},"https://app.getcontrast.io/watch/pennylane-ia-et-comptabilite-quel-impact-sur-les-cabinets",[319],{"nodeType":45,"value":320,"marks":321,"data":324},"replay",[322],{"type":323},"underline",{},{"nodeType":45,"value":326,"marks":327,"data":328}," du webinar d’Arthur sur l’impact de l’IA sur les cabinets d’expertise comptable.",[],{},{"nodeType":330,"data":331,"content":332},"heading-2",{},[333],{"nodeType":45,"value":334,"marks":335,"data":336},"État des lieux de l’IA dans la profession comptable",[],{},{"nodeType":50,"data":338,"content":339},{},[340,344,350],{"nodeType":45,"value":341,"marks":342,"data":343},"L’Intelligence Artificielle et le Machine Learning ne sont pas des technologies nouvelles, et en réalité cela fait des années que les cabinets s’en servent au quotidien sans le savoir. Ces technologies ont déjà apporté un ",[],{},{"nodeType":45,"value":345,"marks":346,"data":349},"gain de productivité",[347],{"type":348},"bold",{},{"nodeType":45,"value":351,"marks":352,"data":353}," significatif à la profession, par exemple grâce aux technologies d’OCR, qui ont fait leur entrée dans les cabinets au cours de la dernière décennie. ",[],{},{"nodeType":50,"data":355,"content":356},{},[357],{"nodeType":45,"value":358,"marks":359,"data":360},"Pennylane utilise d’ailleurs en production un certain nombre de modèles d’IA.",[],{},{"nodeType":362,"data":363,"content":364},"heading-3",{},[365],{"nodeType":45,"value":366,"marks":367,"data":368},"OCR sur les factures d’achat et de vente",[],{},{"nodeType":50,"data":370,"content":371},{},[372,376,381,385],{"nodeType":45,"value":373,"marks":374,"data":375},"À nos débuts, nous avons sous-traité l’OCR à des acteurs spécialistes du domaine. Mais au vu de notre croissance, nous avons ensuite décidé de développer en interne notre propre OCR, que nous utilisons aujourd’hui et qui est plus performant, grâce au grand nombre de factures processées et aux de nos utilisateurs. Concrètement, notre OCR traite ",[],{},{"nodeType":45,"value":377,"marks":378,"data":380},"200 000 factures par jour",[379],{"type":348},{},{"nodeType":45,"value":382,"marks":383,"data":384}," et fait gagner un temps précieux à nos utilisateurs : entre le moment où une facture est reçue et celui où elle est traitée, il se passe 5,34 secondes en moyenne, pour un résultat de ",[],{},{"nodeType":45,"value":386,"marks":387,"data":389},"91 % de précision.",[388],{"type":348},{},{"nodeType":362,"data":391,"content":392},{},[393],{"nodeType":45,"value":394,"marks":395,"data":396},"Imputation comptable ",[],{},{"nodeType":50,"data":398,"content":399},{},[400],{"nodeType":45,"value":401,"marks":402,"data":403},"L’IA aide également Pennylane à suggérer des imputations comptables automatiquement :",[],{},{"nodeType":405,"data":406,"content":407},"unordered-list",{},[408,419],{"nodeType":409,"data":410,"content":411},"list-item",{},[412],{"nodeType":50,"data":413,"content":414},{},[415],{"nodeType":45,"value":416,"marks":417,"data":418},"Pour les factures (tiers) : nous appliquons des modèles de machine learning sur le FEC du dossier pour recommander un compte comptable à imputer en contrepartie du 401.",[],{},{"nodeType":409,"data":420,"content":421},{},[422],{"nodeType":50,"data":423,"content":424},{},[425],{"nodeType":45,"value":426,"marks":427,"data":428},"Pour les transactions bancaires : même chose pour recommander un compte comptable à imputer en contrepartie du 512.",[],{},{"nodeType":362,"data":430,"content":431},{},[432],{"nodeType":45,"value":433,"marks":434,"data":435},"Suggestions de rapprochement et de catégorisation",[],{},{"nodeType":50,"data":437,"content":438},{},[439],{"nodeType":45,"value":440,"marks":441,"data":442},"L’IA nous permet également de suggérer des rapprochements entre une facture et une transaction à partir de leurs caractéristiques des objets (montant, date, libellé, numéro de facture, etc..). Le libellé d’une transaction ou les éléments d’une facture nous permettent également de suggérer des catégories analytiques.",[],{},{"nodeType":444,"data":445,"content":493},"embedded-entry-block",{"target":446},{"metadata":447,"sys":450,"fields":462},{"tags":448,"concepts":449},[],[],{"space":451,"id":453,"type":17,"createdAt":454,"updatedAt":455,"environment":456,"publishedVersion":458,"revision":215,"contentType":459,"locale":29},{"sys":452},{"type":13,"linkType":14,"id":15},"3rqlKo1Q9lrt0BLaY6tF4c","2024-06-13T10:21:13.806Z","2024-06-13T10:25:07.849Z",{"sys":457},{"id":22,"type":13,"linkType":23},23,{"sys":460},{"type":13,"linkType":28,"id":461},"demoBanner",{"contentfulName":463,"backgroundColor":464,"variant":465,"title":466,"subtitle":467,"ctaText":468,"ctaLink":469,"illustration":470,"steps":222},"Internal linking - IA pour les cabs","secondary-background","illu","L'intelligence artificielle est arrivée dans Pennylane","Découvrez comment l'IA Pennylane améliore la productivité de vos équipes, vous aide à fidéliser vos clients et détecter de nouvelles missions.","Découvrir l'IA dans Pennylane","/fr/expert-comptable/ia",{"metadata":471,"sys":474,"fields":483},{"tags":472,"concepts":473},[],[],{"space":475,"id":477,"type":182,"createdAt":478,"updatedAt":479,"environment":480,"publishedVersion":482,"revision":215,"locale":29},{"sys":476},{"type":13,"linkType":14,"id":15},"4EjNm85RKdz8KUMSLbIlNv","2024-06-13T10:21:04.994Z","2024-06-13T12:02:19.099Z",{"sys":481},{"id":22,"type":13,"linkType":23},10,{"title":484,"description":485,"file":486},"Page IA - Perf Banner","Illustration suggérant les impacts de l'Intelligence Artificielle de Pennylane sur la production comptable et l'activité des cabinets d'expertise-comptable",{"url":487,"details":488,"fileName":492,"contentType":198},"//images.ctfassets.net/b76knntgaaiu/4EjNm85RKdz8KUMSLbIlNv/b30dc6d680554ff951d4e2acff6afa1a/illu-perf-ia-banner.png",{"size":489,"image":490},4016352,{"width":491,"height":491},2200,"illu-perf-ia-banner.png",[],{"nodeType":330,"data":495,"content":496},{},[497],{"nodeType":45,"value":498,"marks":499,"data":500},"Et après ?",[],{},{"nodeType":362,"data":502,"content":503},{},[504],{"nodeType":45,"value":505,"marks":506,"data":507},"La Smart Révision",[],{},{"nodeType":50,"data":509,"content":510},{},[511,515,520],{"nodeType":45,"value":512,"marks":513,"data":514},"La prochaine étape est la Smart Révision : appliquer du machine learning sur des ",[],{},{"nodeType":45,"value":516,"marks":517,"data":519},"alertes de révision",[518],{"type":348},{},{"nodeType":45,"value":521,"marks":522,"data":523}," pour vous aider à gagner du temps et à devenir plus rentable. Plus concrètement, l’IA nous permettra de vous indiquer quelles diligences présentent des risques et lesquelles peuvent être ignorées. Cela permettra au collaborateur de se concentrer sur les tâches nécessaires et de ne pas perdre de temps sur des tâches inutiles.",[],{},{"nodeType":362,"data":525,"content":526},{},[527],{"nodeType":45,"value":528,"marks":529,"data":530},"Les LLM",[],{},{"nodeType":50,"data":532,"content":533},{},[534,538,543],{"nodeType":45,"value":535,"marks":536,"data":537},"Quand on pense IA aujourd’hui, on pense souvent à l’émergence des LLM (la famille des “Large Language Models”), avec ",[],{},{"nodeType":45,"value":539,"marks":540,"data":542},"ChatGPT",[541],{"type":348},{},{"nodeType":45,"value":544,"marks":545,"data":546}," en tête de proue. ",[],{},{"nodeType":50,"data":548,"content":549},{},[550],{"nodeType":45,"value":551,"marks":552,"data":553},"Cette technologie est effectivement nouvelle, en revanche je ne suis pas convaincu que les LLM amènent une vraie révolution dans la production comptable. ",[],{},{"nodeType":50,"data":555,"content":556},{},[557],{"nodeType":45,"value":558,"marks":559,"data":560},"En effet, la donnée comptable est très structurée et le delta entre des règles automatiques pré-existantes et les LLM ne sera à mon avis pas si impressionnant que cela, contrairement à d’autres professions où la donnée est beaucoup moins structurée, comme par exemple le juridique .",[],{},{"nodeType":362,"data":562,"content":563},{},[564],{"nodeType":45,"value":565,"marks":566,"data":567},"La transformation à venir",[],{},{"nodeType":50,"data":569,"content":570},{},[571,575,580],{"nodeType":45,"value":572,"marks":573,"data":574},"La révolution de l’IA et des LLM sur l’expertise comptable est pour moi à chercher ailleurs — à savoir sur l’",[],{},{"nodeType":45,"value":576,"marks":577,"data":579},"activité de conseil",[578],{"type":348},{},{"nodeType":45,"value":581,"marks":582,"data":583}," aux dirigeants d’entreprises. ",[],{},{"nodeType":50,"data":585,"content":586},{},[587],{"nodeType":45,"value":588,"marks":589,"data":590},"En effet, avec l’arrivée de la facture électronique, le centre de gravité de la création de la valeur pour un cabinet va se déplacer naturellement de la production et des déclarations vers le conseil. Et vient avec cela le défi d’accompagner les collaborateurs vers ces nouvelles missions. L’IA et les LLM sont selon moi un incroyable outil dans lequel les éditeurs de la profession doivent investir massivement dès aujourd’hui pour “augmenter” les collaborateurs de cabinet et les aider à réaliser de nouvelles missions à forte valeur ajoutée auprès de leurs clients. ",[],{},{"nodeType":50,"data":592,"content":593},{},[594],{"nodeType":45,"value":595,"marks":596,"data":597},"Plus concrètement : ",[],{},{"nodeType":405,"data":599,"content":600},{},[601,620],{"nodeType":409,"data":602,"content":603},{},[604],{"nodeType":50,"data":605,"content":606},{},[607,611,616],{"nodeType":45,"value":608,"marks":609,"data":610},"Il sera bientôt possible de sortir un",[],{},{"nodeType":45,"value":612,"marks":613,"data":615}," reporting sur-mesure",[614],{"type":348},{},{"nodeType":45,"value":617,"marks":618,"data":619}," de qualité dans un temps record en étant assisté par l’IA pour récupérer la donnée, la mettre en forme et la commenter",[],{},{"nodeType":409,"data":621,"content":622},{},[623],{"nodeType":50,"data":624,"content":625},{},[626,630,635],{"nodeType":45,"value":627,"marks":628,"data":629},"Nous travaillons sur un “",[],{},{"nodeType":45,"value":631,"marks":632,"data":634},"Centre d’Opportunités",[633],{"type":348},{},{"nodeType":45,"value":636,"marks":637,"data":638},"” qui permettra au collaborateur d’identifier les clients qu’il est pertinent de contacter pour leur proposer une mission additionnelle ou lui prodiguer du conseil sur un sujet précis pertinent selon ses données (sa trésorerie, ses impayés, etc..). Ce Centre d’Opportunités repose lui-même sur un modèle de machine learning et apprend par lui-même.",[],{},{"nodeType":330,"data":640,"content":641},{},[642],{"nodeType":45,"value":643,"marks":644,"data":645},"Pennylane, votre partenaire dans ce nouveau monde",[],{},{"nodeType":50,"data":647,"content":648},{},[649],{"nodeType":45,"value":650,"marks":651,"data":652},"Nous travaillons main dans la main avec les experts comptables et utilisons l’IA pour vous faire gagner en productivité et vous permettre de développer une activité de conseil auprès de vos clients.",[],{},{"nodeType":362,"data":654,"content":655},{},[656],{"nodeType":45,"value":657,"marks":658,"data":659},"La data science au cœur de notre métier",[],{},{"nodeType":50,"data":661,"content":662},{},[663,667,672,676,681],{"nodeType":45,"value":664,"marks":665,"data":666},"Pennylane possède un véritable savoir-faire en data science : depuis nos débuts, nous avons investi près de 3 millions d'euros dans notre ",[],{},{"nodeType":45,"value":668,"marks":669,"data":671},"infrastructure",[670],{"type":348},{},{"nodeType":45,"value":673,"marks":674,"data":675}," data ainsi que la construction d’une",[],{},{"nodeType":45,"value":677,"marks":678,"data":680}," équipe dédiée",[679],{"type":348},{},{"nodeType":45,"value":682,"marks":683,"data":684},". Nous disposons désormais d’une équipe solide et expérimentée de 25 personnes : Data Engineers, Machine Learning Engineers, Data Science Product Managers et Data Analysts. 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