{"id":2514,"date":"2025-08-14T13:12:51","date_gmt":"2025-08-14T11:12:51","guid":{"rendered":"https:\/\/www.capsule.hu\/?p=2514"},"modified":"2025-09-12T19:18:02","modified_gmt":"2025-09-12T17:18:02","slug":"ai-es-adat-az-iparban-miert-most-es-miert-a-kkv-k-a-kovetkezok","status":"publish","type":"post","link":"http:\/\/www.capsule.hu\/en\/ai-es-adat-az-iparban-miert-most-es-miert-a-kkv-k-a-kovetkezok\/","title":{"rendered":"AI \u00e9s Adat az Iparban \u2013 Mi\u00e9rt Most, \u00e9s Mi\u00e9rt a KKV-k a K\u00f6vetkez\u0151k?"},"content":{"rendered":"<p>Az ipari vil\u00e1gban ma egyre gyakrabban halljuk azokat a h\u00edv\u00f3szavakat, mint <em>mesters\u00e9ges intelligencia<\/em>, <em>big data<\/em>, <em>g\u00e9pi tanul\u00e1s<\/em> vagy <em>predikt\u00edv analitika<\/em>. M\u00edg n\u00e9h\u00e1ny \u00e9ve ezek a fogalmak m\u00e9g a nagyv\u00e1llalatok \u00e9s kutat\u00f3int\u00e9zetek privil\u00e9gium\u00e1nak t\u0171ntek, m\u00e1ra a technol\u00f3gia el\u00e9rhet\u0151v\u00e9 v\u00e1lt a kis- \u00e9s k\u00f6z\u00e9pv\u00e1llalkoz\u00e1sok (KKV-k) sz\u00e1m\u00e1ra is \u2013 s\u0151t, a piaci versenyben egyre ink\u00e1bb elv\u00e1r\u00e1ss\u00e1 v\u00e1lik a haszn\u00e1latuk.<\/p>\n\n\n\n<p>A v\u00e1ltoz\u00e1s m\u00f6g\u00f6tt k\u00e9t t\u00e9nyez\u0151 \u00e1ll: egyr\u00e9szt a technol\u00f3gia k\u00f6lts\u00e9gei drasztikusan cs\u00f6kkentek, m\u00e1sr\u00e9szt az AI-megold\u00e1sok <em>dobozos<\/em> \u00e9s <em>testreszabhat\u00f3<\/em> form\u00e1ban is megjelentek, \u00edgy m\u00e1r nem sz\u00fcks\u00e9ges \u00e9veket \u00e9s t\u00f6bb t\u00edz milli\u00f3kat k\u00f6lteni a bevezet\u00e9sre.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full has-custom-border is-style-default\"><img loading=\"lazy\" decoding=\"async\" width=\"551\" height=\"500\" src=\"https:\/\/www.capsule.hu\/wp-content\/uploads\/2025\/08\/Kepernyofoto-2025-08-14-12.02.41.png\" alt=\"\" class=\"wp-image-2516\" style=\"border-radius:50px\" srcset=\"https:\/\/www.capsule.hu\/wp-content\/uploads\/2025\/08\/Kepernyofoto-2025-08-14-12.02.41.png 551w, https:\/\/www.capsule.hu\/wp-content\/uploads\/2025\/08\/Kepernyofoto-2025-08-14-12.02.41-300x272.png 300w, https:\/\/www.capsule.hu\/wp-content\/uploads\/2025\/08\/Kepernyofoto-2025-08-14-12.02.41-100x91.png 100w\" sizes=\"auto, (max-width: 551px) 100vw, 551px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Ipari lehet\u0151s\u00e9gek<\/strong><\/h2>\n\n\n\n<h5 class=\"wp-block-heading\"><em>Hol haszn\u00e1lhat\u00f3 az AI \u00e9s az adatvez\u00e9relt gondolkod\u00e1s?<\/em><\/h5>\n\n\n\n<p>Az iparban az adatok val\u00f3j\u00e1ban m\u00e1r r\u00e9g\u00f3ta rendelkez\u00e9sre \u00e1llnak \u2013 a k\u00e9rd\u00e9s az, hogy <strong>hogyan alak\u00edtjuk ezeket val\u00f3di \u00fczleti \u00e9rt\u00e9kk\u00e9<\/strong>. N\u00e9h\u00e1ny kulcsfontoss\u00e1g\u00fa ter\u00fclet, ahol az AI l\u00e1tv\u00e1nyos eredm\u00e9nyeket hoz:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Szenzoradatok gy\u0171jt\u00e9se \u00e9s elemz\u00e9se (IoT, edge computing)<\/strong> Gy\u00e1rt\u00f3sorok, g\u00e9pek \u00e9s berendez\u00e9sek ma m\u00e1r tele vannak szenzorokkal. Az adatok val\u00f3s idej\u0171 gy\u0171jt\u00e9s\u00e9vel \u00e9s elemz\u00e9s\u00e9vel gyorsan \u00e9szlelhet\u0151k az elt\u00e9r\u00e9sek, hib\u00e1k vagy hat\u00e9konys\u00e1gi probl\u00e9m\u00e1k.<\/li>\n\n\n\n<li><strong>Predikt\u00edv karbantart\u00e1s<\/strong> A g\u00e9pi tanul\u00e1s k\u00e9pes el\u0151re jelezni, hogy egy berendez\u00e9s mikor fog meghib\u00e1sodni, \u00edgy a karbantart\u00e1s <em>tervezett<\/em>, nem pedig <em>reakt\u00edv<\/em> m\u00f3don t\u00f6rt\u00e9nhet.<\/li>\n\n\n\n<li><strong>Termel\u00e9si folyamat optimaliz\u00e1l\u00e1sa<\/strong> AI-alap\u00fa modellek elemzik a folyamatokat, \u00e9s javaslatokat adnak a teljes\u00edtm\u00e9ny jav\u00edt\u00e1s\u00e1ra, selejtar\u00e1ny cs\u00f6kkent\u00e9s\u00e9re vagy energiafelhaszn\u00e1l\u00e1s optimaliz\u00e1l\u00e1s\u00e1ra.<\/li>\n\n\n\n<li><strong>K\u00e9pfeldolgoz\u00e1s min\u0151s\u00e9gellen\u0151rz\u00e9shez<\/strong> G\u00e9pi l\u00e1t\u00e1s haszn\u00e1lhat\u00f3 hib\u00e1s term\u00e9kek felismer\u00e9s\u00e9re, forma- vagy sz\u00ednellen\u0151rz\u00e9sre, ak\u00e1r val\u00f3s id\u0151ben, a gy\u00e1rt\u00e1s megszak\u00edt\u00e1sa n\u00e9lk\u00fcl.<\/li>\n\n\n\n<li><strong>ERP-integr\u00e1ci\u00f3 \u00e9s automatiz\u00e1lt riport\u00e1l\u00e1s<\/strong> AI-modulok automatiz\u00e1lhatj\u00e1k a k\u00e9szletnyilv\u00e1ntart\u00e1st, megrendel\u00e9skezel\u00e9st vagy \u00e9pp a vezet\u0151i jelent\u00e9seket \u2013 cs\u00f6kkentve az adminisztr\u00e1ci\u00f3s terheket \u00e9s hib\u00e1kat.<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\"><br><strong>AI-lehet\u0151s\u00e9gek az iparban \u2013 Hol tartunk most?<\/strong><\/h5>\n\n\n\n<div id=\"wp-block-themeisle-blocks-progress-bar-eb7441a1\" class=\"wp-block-themeisle-blocks-progress-bar\" data-percent=\"65\" data-duration=\"2\"><div class=\"wp-block-themeisle-blocks-progress-bar__area\"><div class=\"wp-block-themeisle-blocks-progress-bar__area__title\"><span>Szenzoradatok hasznos\u00edt\u00e1sa (IoT)<\/span><\/div><div class=\"wp-block-themeisle-blocks-progress-bar__area__bar\"><\/div><div class=\"wp-block-themeisle-blocks-progress-bar__progress wp-block-themeisle-blocks-progress-bar__number\">65%<\/div><\/div><\/div>\n\n\n\n<div id=\"wp-block-themeisle-blocks-progress-bar-2e24a83d\" class=\"wp-block-themeisle-blocks-progress-bar\" data-percent=\"40\" data-duration=\"2\"><div class=\"wp-block-themeisle-blocks-progress-bar__area\"><div class=\"wp-block-themeisle-blocks-progress-bar__area__title\"><span>Predikt\u00edv karbantart\u00e1s elterjedts\u00e9ge<\/span><\/div><div class=\"wp-block-themeisle-blocks-progress-bar__area__bar\"><\/div><div class=\"wp-block-themeisle-blocks-progress-bar__progress wp-block-themeisle-blocks-progress-bar__number\">40%<\/div><\/div><\/div>\n\n\n\n<div id=\"wp-block-themeisle-blocks-progress-bar-15bad307\" class=\"wp-block-themeisle-blocks-progress-bar\" data-percent=\"50\" data-duration=\"2\"><div class=\"wp-block-themeisle-blocks-progress-bar__area\"><div class=\"wp-block-themeisle-blocks-progress-bar__area__title\"><span>AI-alap\u00fa min\u0151s\u00e9gellen\u0151rz\u00e9s<\/span><\/div><div class=\"wp-block-themeisle-blocks-progress-bar__area__bar\"><\/div><div class=\"wp-block-themeisle-blocks-progress-bar__progress wp-block-themeisle-blocks-progress-bar__number\">50%<\/div><\/div><\/div>\n\n\n\n<div id=\"wp-block-themeisle-blocks-progress-bar-aad96eea\" class=\"wp-block-themeisle-blocks-progress-bar\" data-percent=\"55\" data-duration=\"2\"><div class=\"wp-block-themeisle-blocks-progress-bar__area\"><div class=\"wp-block-themeisle-blocks-progress-bar__area__title\"><span>Termel\u00e9si folyamat optimaliz\u00e1l\u00e1sa AI-val<\/span><\/div><div class=\"wp-block-themeisle-blocks-progress-bar__area__bar\"><\/div><div class=\"wp-block-themeisle-blocks-progress-bar__progress wp-block-themeisle-blocks-progress-bar__number\">55%<\/div><\/div><\/div>\n\n\n\n<div id=\"wp-block-themeisle-blocks-progress-bar-fff358fc\" class=\"wp-block-themeisle-blocks-progress-bar\" data-percent=\"70\" data-duration=\"2\"><div class=\"wp-block-themeisle-blocks-progress-bar__area\"><div class=\"wp-block-themeisle-blocks-progress-bar__area__title\"><span>ERP-integr\u00e1ci\u00f3 \u00e9s automatiz\u00e1lt riport\u00e1l\u00e1s<\/span><\/div><div class=\"wp-block-themeisle-blocks-progress-bar__area__bar\"><\/div><div class=\"wp-block-themeisle-blocks-progress-bar__progress wp-block-themeisle-blocks-progress-bar__number\">70%<\/div><\/div><\/div>\n\n\n\n<div id=\"wp-block-themeisle-blocks-progress-bar-faafb7bc\" class=\"wp-block-themeisle-blocks-progress-bar\" data-percent=\"35\" data-duration=\"2\"><div class=\"wp-block-themeisle-blocks-progress-bar__area\"><div class=\"wp-block-themeisle-blocks-progress-bar__area__title\"><span>Energiafelhaszn\u00e1l\u00e1s optimaliz\u00e1l\u00e1sa AI-val<\/span><\/div><div class=\"wp-block-themeisle-blocks-progress-bar__area__bar\"><\/div><div class=\"wp-block-themeisle-blocks-progress-bar__progress wp-block-themeisle-blocks-progress-bar__number\">35%<\/div><\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>State of the art trendek<\/strong><\/h2>\n\n\n\n<h5 class=\"wp-block-heading\"><em>Merre tart a technol\u00f3gia?<\/em><\/h5>\n\n\n\n<p>A glob\u00e1lis trendek vil\u00e1gosan mutatj\u00e1k, hogy az AI az ipar szinte minden ter\u00fclet\u00e9n jelen lesz a k\u00f6vetkez\u0151 \u00e9vekben. N\u00e9h\u00e1ny figyelemre m\u00e9lt\u00f3 fejleszt\u00e9si ir\u00e1ny:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Generat\u00edv AI az iparban<\/strong> Nem csak sz\u00f6veges tartalomra: generat\u00edv modellek k\u00e9pesek p\u00e9ld\u00e1ul folyamat-szimul\u00e1ci\u00f3kat, optim\u00e1lis gy\u00e1rt\u00e1si forgat\u00f3k\u00f6nyveket vagy 3D terveket k\u00e9sz\u00edteni.<\/li>\n\n\n\n<li><strong>Digit\u00e1lis ikrek (Digital Twin)<\/strong> A fizikai rendszerek val\u00f3s idej\u0171, virtu\u00e1lis m\u00e1solatai, amelyek seg\u00edts\u00e9g\u00e9vel kock\u00e1zatmentesen tesztelhet\u0151k v\u00e1ltoztat\u00e1sok, optimaliz\u00e1ci\u00f3s l\u00e9p\u00e9sek.<\/li>\n\n\n\n<li><strong>AI-alap\u00fa ell\u00e1t\u00e1si l\u00e1nc optimaliz\u00e1ci\u00f3<\/strong> Az anyag\u00e1raml\u00e1s, rakt\u00e1rk\u00e9szlet \u00e9s sz\u00e1ll\u00edt\u00e1si \u00fatvonalak optimaliz\u00e1l\u00e1sa AI seg\u00edts\u00e9g\u00e9vel jelent\u0151s k\u00f6lts\u00e9gcs\u00f6kkent\u00e9st hozhat.<\/li>\n\n\n\n<li><strong>Felh\u0151-alap\u00fa adatplatformok \u00e9s hibrid edge-megold\u00e1sok<\/strong> A feldolgoz\u00e1s r\u00e9szben a helysz\u00ednen (edge), r\u00e9szben a felh\u0151ben t\u00f6rt\u00e9nik \u2013 \u00edgy a rendszer gyors, biztons\u00e1gos \u00e9s sk\u00e1l\u00e1zhat\u00f3 marad.<\/li>\n\n\n\n<li><strong>KKV-bar\u00e1t AI rendszerek<\/strong> Egyre t\u00f6bb olyan modul\u00e1ris megold\u00e1s \u00e9rhet\u0151 el, amit gyorsan be lehet illeszteni a megl\u00e9v\u0151 folyamatokba, \u00e9s m\u00e1r az els\u0151 h\u00f3napokban megt\u00e9r\u00fcl.<\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-stackable-spacer stk-block-spacer stk--no-padding stk-block stk-cec8282\" data-block-id=\"cec8282\"><\/div>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-6c531013 wp-block-group-is-layout-flex\">\n<div class=\"wp-block-stackable-icon-box stk-block-icon-box stk-block stk-c590665\" data-v=\"2\" id=\"icon-box\" data-block-id=\"c590665\"><div class=\"stk-block-content stk-inner-blocks stk-block-icon-box__content stk-container stk-c590665-container stk--no-background stk--no-padding\">\n<div class=\"wp-block-stackable-icon-label stk-block-icon-label stk-block stk-777ea68\" data-block-id=\"777ea68\"><style>.stk-777ea68 {margin-bottom:0px !important;}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content\">\n<div class=\"wp-block-stackable-icon stk-block-icon has-text-align-left stk-block stk-e11eaae\" data-block-id=\"e11eaae\"><style>.stk-e11eaae .stk--svg-wrapper .stk--inner-svg svg:last-child, .stk-e11eaae .stk--svg-wrapper .stk--inner-svg svg:last-child :is(g, path, rect, polygon, ellipse){fill:var(--theme-palette-color-1, #e65616) !important;}<\/style><span class=\"stk--svg-wrapper\"><div class=\"stk--inner-svg\"><svg style=\"height:0;width:0\"><defs><lineargradient id=\"linear-gradient-e11eaae\" x1=\"0\" x2=\"100%\" y1=\"0\" y2=\"0\"><stop offset=\"0%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-e-11-eaae-color-1)\"><\/stop><stop offset=\"100%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-e-11-eaae-color-2)\"><\/stop><\/lineargradient><\/defs><\/svg><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 512 512\" aria-hidden=\"true\" width=\"32\" height=\"32\"><path d=\"M75 75L41 41C25.9 25.9 0 36.6 0 57.9V168c0 13.3 10.7 24 24 24H134.1c21.4 0 32.1-25.9 17-41l-30.8-30.8C155 85.5 203 64 256 64c106 0 192 86 192 192s-86 192-192 192c-40.8 0-78.6-12.7-109.7-34.4c-14.5-10.1-34.4-6.6-44.6 7.9s-6.6 34.4 7.9 44.6C151.2 495 201.7 512 256 512c141.4 0 256-114.6 256-256S397.4 0 256 0C185.3 0 121.3 28.7 75 75zm181 53c-13.3 0-24 10.7-24 24V256c0 6.4 2.5 12.5 7 17l72 72c9.4 9.4 24.6 9.4 33.9 0s9.4-24.6 0-33.9l-65-65V152c0-13.3-10.7-24-24-24z\"><\/path><\/svg><\/div><\/span><\/div>\n\n\n\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-5f57d3e\" id=\"ma\" data-block-id=\"5f57d3e\"><h4 class=\"stk-block-heading__text\">Ma<\/h4><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-2dcd1da\" data-block-id=\"2dcd1da\"><style>.stk-2dcd1da .stk-block-text__text{font-size:var(--stk--preset--font-size--small, 13px) !important;}@media screen and (max-width:999px){.stk-2dcd1da .stk-block-text__text{font-size:var(--stk--preset--font-size--small, 13px) !important;}}<\/style><p class=\"stk-block-text__text has-text-align-left\">T\u00f6bbnyire adatgy\u0171jt\u00e9s \u00e9s alap AI-modulok<\/p><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-icon-box stk-block-icon-box stk-block stk-28697d3\" data-v=\"2\" id=\"icon-box\" data-block-id=\"28697d3\"><div class=\"stk-block-content stk-inner-blocks stk-block-icon-box__content stk-container stk-28697d3-container stk--no-background stk--no-padding\">\n<div class=\"wp-block-stackable-icon-label stk-block-icon-label stk-block stk-27c2e8b\" data-block-id=\"27c2e8b\"><style>.stk-27c2e8b {margin-bottom:0px !important;}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content\">\n<div class=\"wp-block-stackable-icon stk-block-icon has-text-align-left stk-block stk-5f7b191\" data-block-id=\"5f7b191\"><style>.stk-5f7b191 .stk--svg-wrapper .stk--inner-svg svg:last-child, .stk-5f7b191 .stk--svg-wrapper .stk--inner-svg svg:last-child :is(g, path, rect, polygon, ellipse){fill:var(--theme-palette-color-1, #e65616) !important;}<\/style><span class=\"stk--svg-wrapper\"><div class=\"stk--inner-svg\"><svg style=\"height:0;width:0\"><defs><lineargradient id=\"linear-gradient-5f7b191\" x1=\"0\" x2=\"100%\" y1=\"0\" y2=\"0\"><stop offset=\"0%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-5-f-7-b-191-color-1)\"><\/stop><stop offset=\"100%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-5-f-7-b-191-color-2)\"><\/stop><\/lineargradient><\/defs><\/svg><svg data-prefix=\"fa\" data-icon=\"star\" class=\"svg-inline--fa fa-star fa-w-18\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 576 512\" aria-hidden=\"true\" width=\"32\" height=\"32\"><path fill=\"currentColor\" d=\"M259.3 17.8L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0z\"><\/path><\/svg><\/div><\/span><\/div>\n\n\n\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-36d5158\" id=\"kozeljovo\" data-block-id=\"36d5158\"><h4 class=\"stk-block-heading__text\">K\u00f6zelj\u00f6v\u0151<\/h4><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-6bd02a0\" data-block-id=\"6bd02a0\"><style>.stk-6bd02a0 .stk-block-text__text{font-size:var(--stk--preset--font-size--small, 13px) !important;}@media screen and (max-width:999px){.stk-6bd02a0 .stk-block-text__text{font-size:var(--stk--preset--font-size--small, 13px) !important;}}<\/style><p class=\"stk-block-text__text has-text-align-left\">Teljes \u00e9rt\u00e9k\u0171 Digital Twin \u00e9s predikt\u00edv rendszerek<\/p><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-icon-box stk-block-icon-box stk-block stk-c697971\" data-v=\"2\" id=\"icon-box\" data-block-id=\"c697971\"><div class=\"stk-block-content stk-inner-blocks stk-block-icon-box__content stk-container stk-c697971-container stk--no-background stk--no-padding\">\n<div class=\"wp-block-stackable-icon-label stk-block-icon-label stk-block stk-37e3b5d\" data-block-id=\"37e3b5d\"><style>.stk-37e3b5d {margin-bottom:0px !important;}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content\">\n<div class=\"wp-block-stackable-icon stk-block-icon has-text-align-left stk-block stk-5b18b50\" data-block-id=\"5b18b50\"><style>.stk-5b18b50 .stk--svg-wrapper .stk--inner-svg svg:last-child, .stk-5b18b50 .stk--svg-wrapper .stk--inner-svg svg:last-child :is(g, path, rect, polygon, ellipse){fill:var(--theme-palette-color-1, #e65616) !important;}<\/style><span class=\"stk--svg-wrapper\"><div class=\"stk--inner-svg\"><svg style=\"height:0;width:0\"><defs><lineargradient id=\"linear-gradient-5b18b50\" x1=\"0\" x2=\"100%\" y1=\"0\" y2=\"0\"><stop offset=\"0%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-5-b-18-b-50-color-1)\"><\/stop><stop offset=\"100%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-5-b-18-b-50-color-2)\"><\/stop><\/lineargradient><\/defs><\/svg><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 512 512\" aria-hidden=\"true\" width=\"32\" height=\"32\"><path d=\"M156.6 384.9L125.7 354c-8.5-8.5-11.5-20.8-7.7-32.2c3-8.9 7-20.5 11.8-33.8L24 288c-8.6 0-16.6-4.6-20.9-12.1s-4.2-16.7 .2-24.1l52.5-88.5c13-21.9 36.5-35.3 61.9-35.3l82.3 0c2.4-4 4.8-7.7 7.2-11.3C289.1-4.1 411.1-8.1 483.9 5.3c11.6 2.1 20.6 11.2 22.8 22.8c13.4 72.9 9.3 194.8-111.4 276.7c-3.5 2.4-7.3 4.8-11.3 7.2v82.3c0 25.4-13.4 49-35.3 61.9l-88.5 52.5c-7.4 4.4-16.6 4.5-24.1 .2s-12.1-12.2-12.1-20.9V380.8c-14.1 4.9-26.4 8.9-35.7 11.9c-11.2 3.6-23.4 .5-31.8-7.8zM384 168a40 40 0 1 0 0-80 40 40 0 1 0 0 80z\"><\/path><\/svg><\/div><\/span><\/div>\n\n\n\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-1ebe48f\" id=\"5-ev-mulva\" data-block-id=\"1ebe48f\"><h4 class=\"stk-block-heading__text\">5 \u00e9v m\u00falva<\/h4><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-93d70fb\" data-block-id=\"93d70fb\"><style>.stk-93d70fb .stk-block-text__text{font-size:var(--stk--preset--font-size--small, 13px) !important;}@media screen and (max-width:999px){.stk-93d70fb .stk-block-text__text{font-size:var(--stk--preset--font-size--small, 13px) !important;}}<\/style><p class=\"stk-block-text__text has-text-align-left\">\u00d6noptimaliz\u00e1l\u00f3 gy\u00e1rt\u00e1s \u00e9s ell\u00e1t\u00e1si l\u00e1nc<\/p><\/div>\n<\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Hogyan alkalmazhat\u00f3 mindez a KKV-kban?<\/strong><\/h2>\n\n\n\n<p>A legnagyobb t\u00e9vhit, hogy az AI-bevezet\u00e9s mindig hossz\u00fa \u00e9s k\u00f6lts\u00e9ges folyamat. Val\u00f3j\u00e1ban a KKV-k sz\u00e1m\u00e1ra a legnagyobb el\u0151ny a <strong>f\u00f3kusz\u00e1lt, kism\u00e9ret\u0171, gyors megt\u00e9r\u00fcl\u00e9s\u0171 projektekben<\/strong> rejlik.<\/p>\n\n\n\n<p><strong>N\u00e9h\u00e1ny p\u00e9lda KKV-kra szabott AI-projektekre:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Gy\u00e1rt\u00f3sori kamerarendszer<\/strong> Ami automatikusan felismeri a hib\u00e1s darabokat, \u00edgy cs\u00f6kkentve a selejtet \u00e9s az ut\u00f3munk\u00e1t.<\/li>\n\n\n\n<li><strong>Automatiz\u00e1lt k\u00e9szletnyilv\u00e1ntart\u00e1s<\/strong> ERP-integr\u00e1ci\u00f3val \u00e9s val\u00f3s idej\u0171 friss\u00edt\u00e9ssel, ami cs\u00f6kkenti a k\u00e9szlethi\u00e1nyt \u00e9s a t\u00falzott rakt\u00e1roz\u00e1st.<\/li>\n\n\n\n<li><strong>Energiagazd\u00e1lkod\u00e1si AI modul<\/strong> Ami figyeli \u00e9s optimaliz\u00e1lja az energiafelhaszn\u00e1l\u00e1st, ezzel cs\u00f6kkentve a k\u00f6lts\u00e9geket.<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">N\u00e9h\u00e1ny k\u00e9zzel foghat\u00f3 p\u00e9lda munk\u00e1inkb\u00f3l<\/h5>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-right is-layout-flex wp-container-core-buttons-is-layout-d445cf74 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-50 is-style-outline is-style-outline--1\"><a class=\"wp-block-button__link has-medium-font-size has-custom-font-size wp-element-button\" href=\"https:\/\/www.capsule.hu\/en\/referenciak\/\">References<\/a><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Mi\u00e9rt a Capsule?<\/strong><\/h2>\n\n\n\n<p>A Capsule-n\u00e1l hisz\u00fcnk abban, hogy a technol\u00f3gia nem \u00f6nc\u00e9l\u00fa \u2013 akkor \u00e9r valamit, ha m\u00e9rhet\u0151, k\u00e9zzelfoghat\u00f3 eredm\u00e9nyt hoz.<\/p>\n\n\n\n<p><strong>Mi abban vagyunk er\u0151sek, hogy az AI \u00e9s az adatvez\u00e9relt gondolkod\u00e1s ipari, \u00fczleti k\u00f6rnyezetben k\u00e9zzelfoghat\u00f3 haszonn\u00e1 v\u00e1ljon.<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Egyedi szoftverfejleszt\u00e9s: webes rendszerek, ERP-modulok, mikrokontroller-alap\u00fa vez\u00e9rl\u0151k (C\/EspressIf), modern backendek (Node.js, Prisma, PostgreSQL, MongoDB)<\/li>\n\n\n\n<li>Ipari automatiz\u00e1l\u00e1s \u00e9s digit\u00e1lis megold\u00e1sok: szenzoradatok feldolgoz\u00e1sa, digit\u00e1lis iker rendszerek, AI-alap\u00fa d\u00f6nt\u00e9st\u00e1mogat\u00e1s<\/li>\n\n\n\n<li>AI \u00e9s g\u00e9pi l\u00e1t\u00e1s: hibadetekt\u00e1l\u00e1s, folyamatoptimaliz\u00e1l\u00e1s, predikt\u00edv karbantart\u00e1s<\/li>\n<\/ul>\n\n\n\n<p>Nem sablonmegold\u00e1sokat adunk, hanem <strong>az adott \u00fcgyf\u00e9lre szabott, k\u00f6lts\u00e9ghat\u00e9kony rendszereket<\/strong> \u2013 legyen sz\u00f3 gy\u00e1rt\u00e1sr\u00f3l, logisztik\u00e1r\u00f3l, energetik\u00e1r\u00f3l vagy szolg\u00e1ltat\u00e1sr\u00f3l.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u00d6sszegz\u00e9s<\/strong><\/h2>\n\n\n\n<p>Az AI \u00e9s az adatvez\u00e9relt megold\u00e1sok nem a j\u00f6v\u0151, hanem a jelen \u2013 \u00e9s nem csak a multik privil\u00e9giuma. A KKV-k sz\u00e1m\u00e1ra is el\u00e9rhet\u0151v\u00e9 v\u00e1ltak azok az eszk\u00f6z\u00f6k, amelyekkel hat\u00e9konyabb\u00e1, versenyk\u00e9pesebb\u00e9 \u00e9s j\u00f6vedelmez\u0151bb\u00e9 tehetik m\u0171k\u00f6d\u00e9s\u00fcket.<\/p>\n\n\n\n<p>Ha szeretn\u00e9d megtudni, hogyan lehet a te c\u00e9gedn\u00e9l a megl\u00e9v\u0151 adatokb\u00f3l val\u00f3di \u00fczleti \u00e9rt\u00e9k, <strong>keress minket bizalommal<\/strong> \u2013 a Capsule csapata seg\u00edt v\u00e9gigmenni az \u00faton az els\u0151 \u00f6tlett\u0151l a m\u0171k\u00f6d\u0151 megold\u00e1sig.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><em>Hogyan lehet az AI-t \u00e9s az adatvez\u00e9relt gondolkod\u00e1st l\u00e9p\u00e9sr\u0151l l\u00e9p\u00e9sre bevezetni egy KKV-ban?<\/em><\/p>\n<\/blockquote>\n\n\n\n<p>T\u00f6ltsd le ingyenes anyagunkat a v\u00e1laszhoz (nem kell megadnod az email c\u00edmed sem, teljesen szabadon el\u00e9rhet\u0151 a dokumentum)<\/p>\n\n\n\n<div class=\"wp-block-file\"><a id=\"wp-block-file--media-f3e67009-f4cc-499d-baef-f0374e6b83e4\" href=\"https:\/\/www.capsule.hu\/wp-content\/uploads\/2025\/08\/AI-es-Adat-az-Iparban-\u2013-Strategiai-Lehetosegek-KKV-knak.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">AI e\u0301s Adat az Iparban \u2013 Strate\u0301giai Leheto\u030bse\u0301gek KKV-knak<\/a><\/div>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>Az ipari vil\u00e1gban ma egyre gyakrabban halljuk azokat a h\u00edv\u00f3szavakat, mint mesters\u00e9ges intelligencia, big data, g\u00e9pi tanul\u00e1s vagy predikt\u00edv analitika. M\u00edg n\u00e9h\u00e1ny \u00e9ve ezek a fogalmak m\u00e9g a nagyv\u00e1llalatok \u00e9s kutat\u00f3int\u00e9zetek privil\u00e9gium\u00e1nak t\u0171ntek, m\u00e1ra a technol\u00f3gia el\u00e9rhet\u0151v\u00e9 v\u00e1lt a kis- \u00e9s k\u00f6z\u00e9pv\u00e1llalkoz\u00e1sok (KKV-k) sz\u00e1m\u00e1ra is \u2013 s\u0151t, a piaci versenyben egyre ink\u00e1bb elv\u00e1r\u00e1ss\u00e1 v\u00e1lik a [&hellip;]<\/p>","protected":false},"author":1,"featured_media":2279,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_themeisle_gutenberg_block_has_review":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2514","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-egyeb"],"blocksy_meta":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI \u00e9s Adat az Iparban \u2013 Mi\u00e9rt Most, \u00e9s Mi\u00e9rt a KKV-k a K\u00f6vetkez\u0151k? - Capsule<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.capsule.hu\/en\/ai-es-adat-az-iparban-miert-most-es-miert-a-kkv-k-a-kovetkezok\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI \u00e9s Adat az Iparban \u2013 Mi\u00e9rt Most, \u00e9s Mi\u00e9rt a KKV-k a K\u00f6vetkez\u0151k? - Capsule\" \/>\n<meta property=\"og:description\" content=\"Az ipari vil\u00e1gban ma egyre gyakrabban halljuk azokat a h\u00edv\u00f3szavakat, mint mesters\u00e9ges intelligencia, big data, g\u00e9pi tanul\u00e1s vagy predikt\u00edv analitika. M\u00edg n\u00e9h\u00e1ny \u00e9ve ezek a fogalmak m\u00e9g a nagyv\u00e1llalatok \u00e9s kutat\u00f3int\u00e9zetek privil\u00e9gium\u00e1nak t\u0171ntek, m\u00e1ra a technol\u00f3gia el\u00e9rhet\u0151v\u00e9 v\u00e1lt a kis- \u00e9s k\u00f6z\u00e9pv\u00e1llalkoz\u00e1sok (KKV-k) sz\u00e1m\u00e1ra is \u2013 s\u0151t, a piaci versenyben egyre ink\u00e1bb elv\u00e1r\u00e1ss\u00e1 v\u00e1lik a [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.capsule.hu\/en\/ai-es-adat-az-iparban-miert-most-es-miert-a-kkv-k-a-kovetkezok\/\" \/>\n<meta property=\"og:site_name\" content=\"Capsule\" \/>\n<meta property=\"article:published_time\" content=\"2025-08-14T11:12:51+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-09-12T17:18:02+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.capsule.hu\/wp-content\/uploads\/2025\/06\/image-1.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1536\" \/>\n\t<meta property=\"og:image:height\" content=\"1024\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.capsule.hu\/ai-es-adat-az-iparban-miert-most-es-miert-a-kkv-k-a-kovetkezok\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.capsule.hu\/ai-es-adat-az-iparban-miert-most-es-miert-a-kkv-k-a-kovetkezok\/\"},\"author\":{\"name\":\"admin\",\"@id\":\"https:\/\/www.capsule.hu\/#\/schema\/person\/156c2badf90f1348e08b705e2cd3fa38\"},\"headline\":\"AI \u00e9s Adat az Iparban \u2013 Mi\u00e9rt Most, \u00e9s Mi\u00e9rt a KKV-k a K\u00f6vetkez\u0151k?\",\"datePublished\":\"2025-08-14T11:12:51+00:00\",\"dateModified\":\"2025-09-12T17:18:02+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.capsule.hu\/ai-es-adat-az-iparban-miert-most-es-miert-a-kkv-k-a-kovetkezok\/\"},\"wordCount\":1159,\"publisher\":{\"@id\":\"https:\/\/www.capsule.hu\/#organization\"},\"image\":{\"@id\":\"https:\/\/www.capsule.hu\/ai-es-adat-az-iparban-miert-most-es-miert-a-kkv-k-a-kovetkezok\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.capsule.hu\/wp-content\/uploads\/2025\/06\/image-1.png\",\"articleSection\":[\"Egy\u00e9b\"],\"inLanguage\":\"en-GB\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.capsule.hu\/ai-es-adat-az-iparban-miert-most-es-miert-a-kkv-k-a-kovetkezok\/\",\"url\":\"https:\/\/www.capsule.hu\/ai-es-adat-az-iparban-miert-most-es-miert-a-kkv-k-a-kovetkezok\/\",\"name\":\"AI \u00e9s Adat az Iparban \u2013 Mi\u00e9rt Most, \u00e9s Mi\u00e9rt a KKV-k a K\u00f6vetkez\u0151k? 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