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Ce qui manque encore à beaucoup, c'est le bon point d'entrée.",[1224],{"type":1211,"attrs":1225},{"color":1213},{"type":116,"attrs":1227,"content":1228},{"textAlign":26,"key":213},[1229],{"text":1230,"type":122},"L’IA peut analyser les choix historiques de l’entreprise et proposer un compte de charge, un code TVA ou une dimension analytique. Cette proposition n’a pas la même valeur qu’une écriture validée.",{"type":116,"attrs":1232,"content":1233},{"textAlign":26,"key":219},[1234],{"text":1235,"type":122},"La règle interne doit déterminer dans quels cas la suggestion peut être acceptée rapidement et dans quels cas elle doit être contrôlée. Un nouveau fournisseur, une opération inhabituelle, un montant élevé ou une situation TVA complexe doivent déclencher une revue humaine.",{"type":116,"attrs":1237,"content":1238},{"textAlign":26,"key":225},[1239],{"text":1240,"type":122},"La valeur de l’IA ne vient donc pas uniquement de sa capacité à proposer un code. Elle vient aussi de sa capacité à faire ressortir les exceptions et à laisser une trace de la proposition, de la validation et des éventuelles corrections.",{"type":116,"attrs":1242,"content":1243},{"textAlign":26,"key":255},[1244,1246,1250,1252,1256],{"text":1245,"type":122},"Avec ce procédé, un contrôleur de gestion qui ressaisissait environ 200 transactions par mois n'a plus à le faire. Il se concentre désormais sur les exceptions et la détection d'anomalies. Le gain ne se mesure pas seulement en heures gagnées - c'est aussi la ",{"text":1247,"type":122,"marks":1248},"fiabilité du codage",[1249],{"type":208},{"text":1251,"type":122}," qui s'améliore, et avec elle la ",{"text":1253,"type":122,"marks":1254},"qualité des données ",[1255],{"type":208},{"text":1257,"type":122},"pour le pilotage financier.",{"type":230,"attrs":1259},{"id":1260,"body":1261},"5e036ae7-e2a6-4979-9458-cbf8190cca0c",[1262],{"_uid":1263,"type":92,"asset":1264,"caption":92,"overlay":1268,"component":1269},"i-595803a4-f6c8-4e36-85b2-1a55d2b22066",{"id":1265,"alt":92,"name":92,"focus":92,"title":92,"source":92,"filename":1266,"copyright":92,"fieldtype":97,"meta_data":1267,"is_external_url":29},172156593060381,"https://a.storyblok.com/f/146026/2212x1355/31a3234cf5/istock-1330553219.jpg",{},[],"image",{"type":243,"attrs":1271,"content":1272},{"level":245,"textAlign":26},[1273],{"text":1274,"type":122,"marks":1275},"Trois niveaux d’automatisation pour classer chaque tâche comptable",[1276],{"type":208},{"type":243,"attrs":1278,"content":1279},{"level":677,"textAlign":26},[1280],{"text":1281,"type":122,"marks":1282},"Niveau 1 : automatisation complète",[1283],{"type":208},{"type":116,"attrs":1285,"content":1286},{"textAlign":26,"key":261},[1287],{"text":1288,"type":122},"Ce niveau convient aux tâches répétitives, fondées sur des règles stables et faciles à corriger :",{"type":534,"content":1290},[1291,1298,1305,1312,1319],{"type":537,"content":1292},[1293],{"type":116,"attrs":1294,"content":1295},{"textAlign":26,"key":267},[1296],{"text":1297,"type":122},"capture des justificatifs ;",{"type":537,"content":1299},[1300],{"type":116,"attrs":1301,"content":1302},{"textAlign":26,"key":273},[1303],{"text":1304,"type":122},"extraction OCR ;",{"type":537,"content":1306},[1307],{"type":116,"attrs":1308,"content":1309},{"textAlign":26,"key":279},[1310],{"text":1311,"type":122},"relances pour pièces manquantes ;",{"type":537,"content":1313},[1314],{"type":116,"attrs":1315,"content":1316},{"textAlign":26,"key":296},[1317],{"text":1318,"type":122},"rapprochement exact entre paiement et justificatif ;",{"type":537,"content":1320},[1321],{"type":116,"attrs":1322,"content":1323},{"textAlign":26,"key":307},[1324],{"text":1325,"type":122},"détection des doublons évidents.",{"type":243,"attrs":1327,"content":1328},{"level":677,"textAlign":26},[1329],{"text":1330,"type":122,"marks":1331},"Niveau 2 : suggestion assistée par l’IA",[1332],{"type":208},{"type":116,"attrs":1334,"content":1335},{"textAlign":26,"key":318},[1336],{"text":1337,"type":122},"L’IA formule une proposition, puis une personne valide ou corrige :",{"type":534,"content":1339},[1340,1347,1354,1361,1368,1375],{"type":537,"content":1341},[1342],{"type":116,"attrs":1343,"content":1344},{"textAlign":26,"key":332},[1345],{"text":1346,"type":122},"compte de charge ;",{"type":537,"content":1348},[1349],{"type":116,"attrs":1350,"content":1351},{"textAlign":26,"key":341},[1352],{"text":1353,"type":122},"code TVA ;",{"type":537,"content":1355},[1356],{"type":116,"attrs":1357,"content":1358},{"textAlign":26,"key":350},[1359],{"text":1360,"type":122},"catégorie de dépense ;",{"type":537,"content":1362},[1363],{"type":116,"attrs":1364,"content":1365},{"textAlign":26,"key":361},[1366],{"text":1367,"type":122},"fournisseur correspondant ;",{"type":537,"content":1369},[1370],{"type":116,"attrs":1371,"content":1372},{"textAlign":26,"key":370},[1373],{"text":1374,"type":122},"rapprochement avec un écart ;",{"type":537,"content":1376},[1377],{"type":116,"attrs":1378,"content":1379},{"textAlign":26,"key":379},[1380],{"text":1381,"type":122},"classement d’une exception.",{"type":243,"attrs":1383,"content":1384},{"level":677,"textAlign":26},[1385],{"text":1386,"type":122,"marks":1387},"Niveau 3 : décision humaine",[1388],{"type":208},{"type":116,"attrs":1390,"content":1391},{"textAlign":26,"key":390},[1392],{"text":1393,"type":122},"Ces sujets doivent rester sous responsabilité humaine :",{"type":534,"content":1395},[1396,1403,1410,1417,1424,1431,1438],{"type":537,"content":1397},[1398],{"type":116,"attrs":1399,"content":1400},{"textAlign":26,"key":399},[1401],{"text":1402,"type":122},"provisions ;",{"type":537,"content":1404},[1405],{"type":116,"attrs":1406,"content":1407},{"textAlign":26,"key":408},[1408],{"text":1409,"type":122},"rattachement à l’exercice ;",{"type":537,"content":1411},[1412],{"type":116,"attrs":1413,"content":1414},{"textAlign":26,"key":419},[1415],{"text":1416,"type":122},"positions fiscales ;",{"type":537,"content":1418},[1419],{"type":116,"attrs":1420,"content":1421},{"textAlign":26,"key":428},[1422],{"text":1423,"type":122},"nouveaux fournisseurs présentant un risque ;",{"type":537,"content":1425},[1426],{"type":116,"attrs":1427,"content":1428},{"textAlign":26,"key":437},[1429],{"text":1430,"type":122},"opérations inhabituelles ;",{"type":537,"content":1432},[1433],{"type":116,"attrs":1434,"content":1435},{"textAlign":26,"key":448},[1436],{"text":1437,"type":122},"erreurs importantes ;",{"type":537,"content":1439},[1440],{"type":116,"attrs":1441,"content":1442},{"textAlign":26,"key":457},[1443],{"text":1444,"type":122},"validation finale de la clôture.",{"type":116,"attrs":1446,"content":1447},{"textAlign":26,"key":466},[1448],{"text":1449,"type":122},"Plus une erreur est difficile à corriger ou plus son exposition réglementaire est forte, plus le contrôle humain doit être important.",{"type":243,"attrs":1451,"content":1452},{"level":245,"textAlign":26},[1453],{"text":1454,"type":122,"marks":1455},"Ce que l'OCR et l'IA font vraiment avec vos factures",[1456],{"type":208},{"type":116,"attrs":1458,"content":1459},{"textAlign":26,"key":479},[1460,1462,1469],{"text":1461,"type":122},"La saisie manuelle des ",{"text":1463,"type":122,"marks":1464},"factures fournisseurs",[1465,1468],{"type":644,"attrs":1466},{"href":1467,"uuid":26,"anchor":26,"target":647,"linktype":101},"https://www.spendesk.com/fr/blog/factures-fournisseurs/",{"type":208},{"text":1470,"type":122}," reste le poste le plus consommateur de temps dans le cycle AP d'une PME. Les factures arrivent en PDF, par email, parfois encore par courrier. Quelqu'un extrait chaque donnée (nom du fournisseur, montants, TVA, date et lignes de détail) et les saisit dans le logiciel comptable. Répété 150 fois par mois, c'est trois jours de travail mis bout à bout.",{"type":116,"attrs":1472,"content":1473},{"textAlign":26,"key":501},[1474,1476,1480],{"text":1475,"type":122},"L'OCR couplé à l'IA ",{"text":1477,"type":122,"marks":1478},"transforme ce processus",[1479],{"type":208},{"text":1481,"type":122},". Le système lit la facture, extrait automatiquement les données structurées et les confronte aux fiches fournisseurs existantes. Il ne fait pas que lire. Il détecte les doublons, signale les écarts de montants, et peut automatiser le rapprochement en trois étapes (facture, bon de commande et accusé de réception) avant tout paiement.",{"type":116,"attrs":1483,"content":1484},{"textAlign":26,"key":519},[1485],{"text":1486,"type":122},"Une solution d’automatisation peut réunir ces étapes dans un même flux : extraction des données, contrôle des champs, rapprochement, validation et transmission vers le logiciel comptable.",{"type":116,"attrs":1488,"content":1489},{"textAlign":26,"key":527},[1490],{"text":1491,"type":122},"Avant de retenir un outil, vérifiez toutefois ce qu’il automatise réellement. L’extraction d’une facture ne garantit pas la justesse du compte comptable, du code TVA ou de l’écriture finale. Ces éléments doivent être contrôlés selon les règles de l’entreprise et le niveau de risque de la transaction.",{"type":243,"attrs":1493,"content":1494},{"level":245,"textAlign":26},[1495],{"text":1496,"type":122,"marks":1497},"Clôture mensuelle : de dix jours à six",[1498],{"type":208},{"type":116,"attrs":1500,"content":1501},{"textAlign":26,"key":541},[1502,1506,1508,1512],{"text":1503,"type":122,"marks":1504},"Si votre clôture s'étire sur huit ou dix jours",[1505],{"type":208},{"text":1507,"type":122},", la cause est rarement technique. Ce sont les données manquantes qui ralentissent tout : justificatifs introuvables, factures non rapprochées, écarts que le comptable doit vérifier un par un. Le RAF réconcilie des données issues de trois sources différentes, et chaque anomalie ",{"text":1509,"type":122,"marks":1510},"déclenche un aller-retour",[1511],{"type":208},{"text":1513,"type":122}," avec les équipes opérationnelles.",{"type":116,"attrs":1515,"content":1516},{"textAlign":26,"key":551},[1517,1519],{"text":1518,"type":122},"L'automatisation de la capture des dépenses et du traitement AP comprime ce calendrier. Quand les justificatifs sont capturés en temps réel et que le rapprochement fonctionne en continu, la clôture ne porte plus que sur les exceptions. ",{"text":1520,"type":122,"marks":1521},"Le comptable contrôle, il ne saisit plus.",[1522],{"type":208},{"type":116,"attrs":1524,"content":1525},{"textAlign":26,"key":561},[1526],{"text":1527,"type":122},"Dans un scénario où la collecte des justificatifs, le traitement des factures et les rapprochements sont fortement manuels, l’automatisation peut réduire sensiblement le temps de clôture. Le gain réel dépend du volume de transactions, du nombre d’exceptions, de l’ERP utilisé et du niveau de préparation des données.",{"type":116,"attrs":1529,"content":1530},{"textAlign":26,"key":571},[1531,1533,1537],{"text":1532,"type":122},"Les données analytiques ",{"text":1534,"type":122,"marks":1535},"arrivent plus tôt",[1536],{"type":208},{"text":1538,"type":122},". L'équipe finance libère du temps pour ce qui compte vraiment : le pilotage.",{"type":243,"attrs":1540,"content":1541},{"level":245,"textAlign":26},[1542],{"text":1543,"type":122,"marks":1544},"Par quelles tâches commencer ?",[1545],{"type":208},{"type":116,"attrs":1547,"content":1548},{"textAlign":26,"key":581},[1549],{"text":1550,"type":122},"Quatre critères permettent de prioriser les automatisations :",{"type":1552,"attrs":1553,"content":1555},"ordered_list",{"order":292,"key":1554},"ol-0",[1556,1567,1578,1589],{"type":537,"content":1557},[1558],{"type":116,"attrs":1559,"content":1560},{"textAlign":26,"key":589},[1561,1565],{"text":1562,"type":122,"marks":1563},"Le volume",[1564],{"type":208},{"text":1566,"type":122}," : combien de fois la tâche est-elle réalisée chaque mois ?",{"type":537,"content":1568},[1569],{"type":116,"attrs":1570,"content":1571},{"textAlign":26,"key":604},[1572,1576],{"text":1573,"type":122,"marks":1574},"La stabilité de la règle",[1575],{"type":208},{"text":1577,"type":122}," : la même logique s’applique-t-elle dans la plupart des cas ?",{"type":537,"content":1579},[1580],{"type":116,"attrs":1581,"content":1582},{"textAlign":26,"key":610},[1583,1587],{"text":1584,"type":122,"marks":1585},"La réversibilité de l’erreur",[1586],{"type":208},{"text":1588,"type":122}," : peut-on corriger facilement une erreur avant paiement ou export ?",{"type":537,"content":1590},[1591],{"type":116,"attrs":1592,"content":1593},{"textAlign":26,"key":620},[1594,1598],{"text":1595,"type":122,"marks":1596},"L’exposition réglementaire",[1597],{"type":208},{"text":1599,"type":122}," : l’erreur peut-elle affecter la TVA, le FEC, la clôture ou une obligation fiscale ?",{"type":116,"attrs":1601,"content":1602},{"textAlign":26,"key":634},[1603],{"text":1604,"type":122},"Commencez par les tâches à fort volume, dont la règle est stable et dont l’erreur est facile à corriger :",{"type":534,"content":1606},[1607,1614,1621,1628,1635],{"type":537,"content":1608},[1609],{"type":116,"attrs":1610,"content":1611},{"textAlign":26,"key":659},[1612],{"text":1613,"type":122},"collecte des justificatifs ;",{"type":537,"content":1615},[1616],{"type":116,"attrs":1617,"content":1618},{"textAlign":26,"key":671},[1619],{"text":1620,"type":122},"extraction des factures ;",{"type":537,"content":1622},[1623],{"type":116,"attrs":1624,"content":1625},{"textAlign":26,"key":686},[1626],{"text":1627,"type":122},"rapprochement exact ;",{"type":537,"content":1629},[1630],{"type":116,"attrs":1631,"content":1632},{"textAlign":26,"key":701},[1633],{"text":1634,"type":122},"détection des doublons ;",{"type":537,"content":1636},[1637],{"type":116,"attrs":1638,"content":1639},{"textAlign":26,"key":713},[1640],{"text":1641,"type":122},"relances automatiques.",{"type":116,"attrs":1643,"content":1644},{"textAlign":26,"key":725},[1645],{"text":1646,"type":122},"Traitez plus tard les tâches qui nécessitent une interprétation comptable :",{"type":534,"content":1648},[1649,1655,1661,1667,1674],{"type":537,"content":1650},[1651],{"type":116,"attrs":1652,"content":1653},{"textAlign":26,"key":739},[1654],{"text":1402,"type":122},{"type":537,"content":1656},[1657],{"type":116,"attrs":1658,"content":1659},{"textAlign":26,"key":750},[1660],{"text":1409,"type":122},{"type":537,"content":1662},[1663],{"type":116,"attrs":1664,"content":1665},{"textAlign":26,"key":761},[1666],{"text":1430,"type":122},{"type":537,"content":1668},[1669],{"type":116,"attrs":1670,"content":1671},{"textAlign":26,"key":774},[1672],{"text":1673,"type":122},"nouveaux fournisseurs ;",{"type":537,"content":1675},[1676],{"type":116,"attrs":1677,"content":1678},{"textAlign":26,"key":785},[1679],{"text":1680,"type":122},"traitements TVA complexes.",{"type":243,"attrs":1682,"content":1683},{"level":245,"textAlign":26},[1684],{"text":1685,"type":122,"marks":1686},"Cinq critères pour choisir une solution d’automatisation comptable",[1687],{"type":208},{"type":116,"attrs":1689,"content":1690},{"textAlign":26,"key":796},[1691],{"text":1692,"type":122},"La plupart des PME françaises ont déjà un logiciel comptable (Pennylane, Cegid ou Sage). L'enjeu n'est pas de le remplacer, mais d'ajouter une couche d'automatisation en amont pour la capture des dépenses, le traitement des factures et l'alimentation de l'ERP en données propres. C'est la distinction entre le système de référence comptable et le système de capture.",{"type":116,"attrs":1694,"content":1695},{"textAlign":26,"key":809},[1696,1701],{"text":1697,"type":122,"marks":1698},"Cinq critères guident le choix de cette couche",[1699],{"type":1700},"underline",{"text":1702,"type":122}," :",{"type":1552,"attrs":1704,"content":1706},{"order":292,"key":1705},"ol-1",[1707,1721,1735,1749,1774],{"type":537,"content":1708},[1709],{"type":116,"attrs":1710,"content":1711},{"textAlign":26,"key":820},[1712,1716,1717,1718,1720],{"text":1713,"type":122,"marks":1714},"Qualité de l'OCR et de l'extraction IA.",[1715],{"type":208},{"text":627,"type":122},{"type":629},{"text":1719,"type":122},"C'est elle qui détermine réellement le volume de saisie manuelle que vous éliminez.",{"type":629},{"type":537,"content":1722},[1723],{"type":116,"attrs":1724,"content":1725},{"textAlign":26,"key":830},[1726,1730,1731,1732,1734],{"text":1727,"type":122,"marks":1728},"Intégrations comptables natives.",[1729],{"type":208},{"text":627,"type":122},{"type":629},{"text":1733,"type":122},"L'outil doit se connecter à votre logiciel sans intervention technique. Pas de développement, pas de middleware, pas de ticket en attente.",{"type":629},{"type":537,"content":1736},[1737],{"type":116,"attrs":1738,"content":1739},{"textAlign":26,"key":843},[1740,1744,1745,1746,1748],{"text":1741,"type":122,"marks":1742},"Workflows d'approbation configurables.",[1743],{"type":208},{"text":627,"type":122},{"type":629},{"text":1747,"type":122},"Adaptés à vos seuils, vos départements, vos entités. Pas un circuit générique qu'il faut plier à votre organisation.",{"type":629},{"type":537,"content":1750},[1751],{"type":116,"attrs":1752,"content":1753},{"textAlign":26,"key":854},[1754,1758,1759,1760,1762,1771,1773],{"text":1755,"type":122,"marks":1756},"Conformité réglementaire.",[1757],{"type":208},{"text":627,"type":122},{"type":629},{"text":1761,"type":122},"Export FEC ",{"text":1763,"type":122,"marks":1764},"conforme aux exigences de la DGFiP",[1765],{"type":644,"attrs":1766},{"href":1767,"uuid":1768,"anchor":26,"target":1769,"linktype":1770},"/fr/comment-automatiser-son-export-comptable-vers-sage-et-cegid","bf3253ac-7f7e-44c0-9afa-241de44fdce7","_self","story",{"text":1772,"type":122},", support de la facturation électronique au format Factur-X.",{"type":629},{"type":537,"content":1775},[1776],{"type":116,"attrs":1777,"content":1778},{"textAlign":26,"key":865},[1779,1783,1784,1785],{"text":1780,"type":122,"marks":1781},"Autonomie de déploiement.",[1782],{"type":208},{"text":627,"type":122},{"type":629},{"text":1786,"type":122},"Votre équipe finance doit pouvoir être opérationnelle sans dépendance IT.",{"type":116,"attrs":1788,"content":1789},{"textAlign":26,"key":878},[1790,1796,1803],{"text":1791,"type":122,"marks":1792},"La question qu'on entend le plus souvent en phase d'évaluation : \"ça se connecte à Pennylane sans faire appel à un développeur ?\" Spendesk a des ",[1793],{"type":1211,"attrs":1794},{"color":1795},"#D3D5D9",{"text":1797,"type":122,"marks":1798},"intégrations natives vers Pennylane, Cegid, Sage et Regate",[1799,1802],{"type":644,"attrs":1800},{"href":1801,"uuid":26,"anchor":26,"target":647,"linktype":101},"https://www.spendesk.com/fr/platform/accounting-automation/",{"type":208},{"text":1804,"type":122,"marks":1805}," - donc oui, sans ticket IT. 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des factures : simple obligation légale ou","2026-04-24 00:00","17",[],"Dématérialisation des factures : ce que la réforme 2026 impose aux PME, et comment automatiser traitement, validation et comptabilité.",[],[4015],{"_uid":4016,"items":4017,"heading":2218,"component":2224},"30302357-2440-441c-be98-3237518c8de8",[4018,4028,4038,4048,4058],{"_uid":4019,"title":4020,"component":2141,"description":4021},"a1952dc0-6780-470c-84e4-bc1cd979ec7d","Que veut dire dématérialisation des factures ?",{"type":113,"content":4022},[4023],{"type":116,"attrs":4024,"content":4025},{"textAlign":26},[4026],{"text":4027,"type":122},"La dématérialisation des factures désigne le remplacement des factures papier par des factures au format électronique structuré (Factur-X, UBL ou CII). 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