{"id":17476,"date":"2025-08-28T12:24:47","date_gmt":"2025-08-28T10:24:47","guid":{"rendered":"https:\/\/www.novotek.com\/fi\/?post_type=insights&#038;p=17476"},"modified":"2026-02-20T15:00:05","modified_gmt":"2026-02-20T13:00:05","slug":"3-tapaa-hyodyntaa-tekoalya-teollisuudessa","status":"publish","type":"insights","link":"https:\/\/www.novotek.com\/fi\/insight\/3-tapaa-hyodyntaa-tekoalya-teollisuudessa\/","title":{"rendered":"3 tapaa hy\u00f6dynt\u00e4\u00e4 teko\u00e4ly\u00e4 teollisuudessa"},"content":{"rendered":"<div class=\"container-md paragraph  \">\n<p><strong>Mietitk\u00f6, miten teko\u00e4ly voisi tuoda todellista arvoa teollisessa ymp\u00e4rist\u00f6ss\u00e4? T\u00e4ss\u00e4 artikkelissa esittelemme kolme konkreettista k\u00e4ytt\u00f6kohdetta teollisen teko\u00e4lyn hy\u00f6dynt\u00e4miseen. <\/strong><\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><strong>Aiheena: <\/strong><\/p>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li><strong><a href=\"#ennakoiva-kunnossapito\">Ennakoiva kunnossapito<\/a><\/strong><\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong><a href=\"#energian-optimointi\">Energiak\u00e4yt\u00f6n optimointi<\/a><\/strong><\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong><a href=\"#AI-MCP\">Teko\u00e4lyagentin tukema prosessianalyysi MCP:n avulla<\/a><\/strong><\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container media-text  \">\n<div class=\"wp-block-media-text has-media-on-the-right is-stacked-on-mobile\"><div class=\"wp-block-media-text__content\"><div class=\"container-md paragraph  \">\n<p class=\"has-novotek-dark-red-color has-text-color has-link-color has-medium-font-size wp-elements-53eaf86b7f85eba8f234f009b08f78d7\" id=\"ennakoiva-kunnossapito\"><strong>1. K\u00c4YTT\u00d6KOHDE<\/strong><\/p>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">Ennakoiva kunnossapito<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Ennakoiva kunnossapito auttaa tunnistamaan laiteviat jo ennen kuin niist\u00e4 syntyy ongelmia. Historiatietojen analysointi auttaa koneoppimismalleja l\u00f6yt\u00e4m\u00e4\u00e4n varhaisia merkkej\u00e4 ep\u00e4tavallisesta toiminnasta &#8211; kuten poikkeuksellisia trendej\u00e4 ja muita poikkeamia.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Kun malli on opetettu, se voidaan ajaa joko edgell\u00e4 tai keskitetysti (riippuen toteutuksesta). Tulokset voidaan integroida SCADA-j\u00e4rjestelm\u00e4\u00e4n jolloin ne voivat laukaista h\u00e4lytyksi\u00e4, antaa kuntoarvioita (health scores) ja tukea kunnossapidon suunnittelua reaaliajassa. <\/p>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md group  \">\n<div class=\"wp-block-group has-background\" style=\"background-color:#f8f8f8\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\"><div class=\"container-md spacer  \">\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p class=\"has-medium-font-size\"><strong>Mit\u00e4 tarvitset p\u00e4\u00e4st\u00e4ksesi alkuun: <\/strong> <\/p>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:14px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li><strong>Aikasarjatietoja<\/strong> (time-series data) kriittisten laitteiden sensoreista<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>Historian-j\u00e4rjestelm\u00e4n <\/strong>datan ker\u00e4\u00e4miseen ja j\u00e4sent\u00e4miseen <br>(esim. <a href=\"https:\/\/www.novotek.com\/fi\/ratkaisut-ja-tuotteet\/tiedonkeruu\/proficy-historian\/\" type=\"link\" id=\"https:\/\/www.novotek.com\/fi\/ratkaisut-ja-tuotteet\/tiedonkeruu\/proficy-historian\/\">Proficy Historian<\/a>)<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>Koneoppimis- ja analytiikkaty\u00f6kalun <\/strong>mallien rakentamiseen ja k\u00e4ytt\u00f6\u00f6nottoon <br>(esim. <a href=\"https:\/\/www.novotek.com\/fi\/ratkaisut-ja-tuotteet\/analytiikka\/proficy-csense\/\" type=\"page\" id=\"314\">Proficy CSense<\/a>)<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>Integraation SCADA- ja HMI-j\u00e4rjestelm\u00e4\u00e4n<\/strong> tulosten visualisointiin ja h\u00e4lytysten luomiseen <br>(esim. <a href=\"https:\/\/www.novotek.com\/fi\/ratkaisut-ja-tuotteet\/hmi-scada\/ifix-hmi-scada\/\">Proficy iFIX)<\/a><\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div><\/div>\n<\/div><\/div><\/div><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"600\" src=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/3-kayttotapausta\/Predictive-Maintenance.png\" alt=\"Industrial Equipment --&gt; SCADA --&gt; Time Series Data --&gt; AI Model\" class=\"wp-image-17480 size-full\" srcset=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/3-kayttotapausta\/Predictive-Maintenance.png 800w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/3-kayttotapausta\/Predictive-Maintenance-300x225.png 300w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/3-kayttotapausta\/Predictive-Maintenance-768x576.png 768w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/3-kayttotapausta\/Predictive-Maintenance-86x65.png 86w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/3-kayttotapausta\/Predictive-Maintenance-306x230.png 306w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/3-kayttotapausta\/Predictive-Maintenance-636x477.png 636w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/figure><\/div>\n<\/div>\n\n<div class=\"container media-text  \">\n<div class=\"wp-block-media-text is-stacked-on-mobile\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"600\" src=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/3-kayttotapausta\/Energy-Optimization.png\" alt=\"Energian k\u00e4yt\u00f6n optimointi teko\u00e4lyn avulla\" class=\"wp-image-17478 size-full\" srcset=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/3-kayttotapausta\/Energy-Optimization.png 800w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/3-kayttotapausta\/Energy-Optimization-300x225.png 300w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/3-kayttotapausta\/Energy-Optimization-768x576.png 768w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/3-kayttotapausta\/Energy-Optimization-86x65.png 86w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/3-kayttotapausta\/Energy-Optimization-306x230.png 306w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/3-kayttotapausta\/Energy-Optimization-636x477.png 636w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/figure><div class=\"wp-block-media-text__content\"><div class=\"container-md paragraph  \">\n<p class=\"has-novotek-dark-red-color has-text-color has-link-color has-medium-font-size wp-elements-5dd3700606b14519db9785038a00bddb\" id=\"energian-optimointi\"><strong>2. K\u00c4YTT\u00d6KOHDE<\/strong><\/p>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">Energian k\u00e4yt\u00f6n optimointi<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Teko\u00e4lypohjainen energian optimointi pienent\u00e4\u00e4 energiankulutusta ilman, ett\u00e4 prosessien tehokkuus heikkenisi. Reaaliaikainen sensoridata ker\u00e4t\u00e4\u00e4n ja mallinnetaan, jotta malli oppii prosessien k\u00e4ytt\u00e4ytymisen. <\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Teko\u00e4lymalli ennustaa parhaat ohjaustoimet (esimerkiksi asetusarvojen s\u00e4\u00e4d\u00f6t) olemassa olevien olosuhteiden ja j\u00e4rjestelm\u00e4rajoitteiden pohjalta. Suositukset v\u00e4litet\u00e4\u00e4n SCADA-j\u00e4rjestelm\u00e4\u00e4n, joka taas toteuttaa muutokset ohjauslaitteissa. Prosessi toimii jatkuvana s\u00e4\u00e4t\u00f6silmukkana, joka hienos\u00e4\u00e4t\u00e4\u00e4 asetuksia kohti optimaalista toimintaa.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Opetettu malli voidaan ajaa joko edgell\u00e4 tai keskitetysti. Sen tuottamat tulokset voidaan vied\u00e4 suoraan SCADAan, jolloin voidaan luoda h\u00e4lytyksi\u00e4, arvioida laitteiden kuntoa tai tukea kunnossapidon suunnittelua reaaliaikaisesti. <\/p>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md group  \">\n<div class=\"wp-block-group has-background\" style=\"background-color:#f8f8f8\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\"><div class=\"container-md spacer  \">\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p class=\"has-medium-font-size\"><strong>Mit\u00e4 tarvitset: <\/strong><\/p>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:14px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li><strong>Reaaliaikaista dataa<\/strong> energiamittareista ja prosessisensoreista<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>Historian-j\u00e4rjestelm\u00e4n <\/strong>datan ker\u00e4\u00e4miseen ja j\u00e4sent\u00e4miseen <br>(esim. <a href=\"https:\/\/www.novotek.com\/fi\/ratkaisut-ja-tuotteet\/tiedonkeruu\/proficy-historian\/\">Proficy Historian<\/a>)<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>Teko\u00e4ly- tai optimointimallin <\/strong>ohjausasetusten suositteluun<strong> <\/strong><br>(esim. <a href=\"https:\/\/www.novotek.com\/fi\/ratkaisut-ja-tuotteet\/analytiikka\/proficy-csense\/\">Proficy CSense<\/a>)<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>SCADA-j\u00e4rjestelm\u00e4n<\/strong> asetusten toteuttamiseen ja suorituskyvyn seurantaan<br>(esim. <a href=\"https:\/\/www.novotek.com\/fi\/ratkaisut-ja-tuotteet\/hmi-scada\/ifix-hmi-scada\/\">Proficy iFIX)<\/a><\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div><\/div>\n<\/div><\/div><\/div><\/div>\n<\/div>\n\n<div class=\"container media-text  \">\n<div class=\"wp-block-media-text has-media-on-the-right is-stacked-on-mobile\"><div class=\"wp-block-media-text__content\"><div class=\"container-md paragraph  \">\n<p class=\"has-novotek-dark-red-color has-text-color has-link-color has-medium-font-size wp-elements-4a11e8c593d4450789eca3babc0baf09\" id=\"AI-MCP\"><strong>3. K\u00c4YTT\u00d6KOHDE<\/strong><\/p>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">Teko\u00e4lyn tukema prosessianalyysi MCP:n avulla<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>T\u00e4ss\u00e4 esimerkiss\u00e4 hy\u00f6dynnet\u00e4\u00e4n MCP-palvelinta (<em>Model Context Protoco<\/em>l). Palvelin ker\u00e4\u00e4 ja rikastaa tehdasdataa siten, ett\u00e4 teko\u00e4lyagentit pystyv\u00e4t hy\u00f6dynt\u00e4m\u00e4\u00e4n sit\u00e4 tehokkaasti. <\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Teko\u00e4lyagentti k\u00e4ytt\u00e4\u00e4 reaaliaikaista prosessidataa, historiatietoa ja mallinnettuja riippuvuuksia. N\u00e4iden avulla se pystyy arvioimaan tehtaan nykytilaa, tekem\u00e4\u00e4n havaintoja ja antamaan selkeit\u00e4 suosituksia ohjaustoimenpiteiksi. Havainnot voidaan n\u00e4ytt\u00e4\u00e4 joko operaattoreille tai siirt\u00e4\u00e4 SCADA-j\u00e4rjestelm\u00e4\u00e4n toteutettavaksi.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Agentti toimii k\u00e4yt\u00e4nn\u00f6ss\u00e4 kuin \u00e4lyk\u00e4s apuri: se yhdist\u00e4\u00e4 dataa eri l\u00e4hteist\u00e4, tekee p\u00e4\u00e4telmi\u00e4 ja antaa konkreettisia toimenpidesuosituksia \u2013 nostaen <strong>teko\u00e4lyn ja ihmisen yhteisty\u00f6n<\/strong> uudelle tasolle.<\/p>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md buttons  \">\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\"><div class=\"container-md button  \">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-novotek-red-background-color has-background wp-element-button\" href=\"https:\/\/www.youtube.com\/watch?v=5_WE6cZeDG8\" target=\"_blank\" rel=\"noreferrer noopener\">Haluatko oppia aiheesta syv\u00e4llisemmin? Katso HighByten demo aiheesta!<\/a><\/div>\n<\/div><\/div>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md group  \">\n<div class=\"wp-block-group has-background\" style=\"background-color:#f8f8f8\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\"><div class=\"container-md spacer  \">\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p class=\"has-medium-font-size\"><strong>Mit\u00e4 tarvitset: <\/strong><\/p>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:14px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li><strong>Sensori- ja ohjausdataa<\/strong><\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>Historian-j\u00e4rjestelm\u00e4<\/strong> <br>(esim. <a href=\"https:\/\/www.novotek.com\/fi\/ratkaisut-ja-tuotteet\/tiedonkeruu\/proficy-historian\/\">Proficy Historian<\/a>)<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>MCP-palvelin <\/strong><br>(esim. <a href=\"https:\/\/www.novotek.com\/fi\/ratkaisut-ja-tuotteet\/teollinen-dataops\/highbyte-intelligence-hub\/\">HighByte Intelligence Hub<\/a>)<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>LLM\/teko\u00e4lyagentti <\/strong><br>(esim. LangChain GPT tai Azure OpenAI)<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>SCADA-j\u00e4rjestelm\u00e4<\/strong><br>(esim. <a href=\"https:\/\/www.novotek.com\/fi\/ratkaisut-ja-tuotteet\/hmi-scada\/ifix-hmi-scada\/\">Proficy iFIX)<\/a><\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>Mahdollinen lis\u00e4varuste:<\/strong> K\u00e4ytt\u00f6liittym\u00e4 chat-ominaisuudella<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div><\/div>\n<\/div><\/div><\/div><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"600\" src=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/3-kayttotapausta\/MCP.png\" alt=\"Teko\u00e4lyagentti selkeytt\u00e4\u00e4 prosessidataa MCP:n avulla\" class=\"wp-image-17479 size-full\" srcset=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/3-kayttotapausta\/MCP.png 800w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/3-kayttotapausta\/MCP-300x225.png 300w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/3-kayttotapausta\/MCP-768x576.png 768w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/3-kayttotapausta\/MCP-86x65.png 86w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/3-kayttotapausta\/MCP-306x230.png 306w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/3-kayttotapausta\/MCP-636x477.png 636w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/figure><\/div>\n<\/div>\n\n<div class=\"container-md image  \">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"500\" height=\"500\" src=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/3-kayttotapausta\/Cameron-profilepicture-circle-border.png\" alt=\"Cameron Bolt Novotek\" class=\"wp-image-17482\" style=\"width:100px\" srcset=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/3-kayttotapausta\/Cameron-profilepicture-circle-border.png 500w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/3-kayttotapausta\/Cameron-profilepicture-circle-border-300x300.png 300w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/3-kayttotapausta\/Cameron-profilepicture-circle-border-150x150.png 150w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/3-kayttotapausta\/Cameron-profilepicture-circle-border-86x86.png 86w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/3-kayttotapausta\/Cameron-profilepicture-circle-border-306x306.png 306w\" sizes=\"auto, (max-width: 500px) 100vw, 500px\" \/><\/figure>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><strong>Asiantuntija:<\/strong> Cameron Bolt, Product Specialist Process Optimization, Novotek Benelux<\/p>\n<\/div>\n\n<div class=\"container-md group  \">\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\"><div class=\"container-md group  \">\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\"><div class=\"container-md spacer  \">\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div><\/div>\n<\/div><\/div><\/div>\n<\/div><\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">Haluatteko hy\u00f6dynt\u00e4\u00e4 teko\u00e4ly\u00e4 toiminnassanne? <\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Ota yhteytt\u00e4 asiantuntijoihimme!<\/p>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md form  \"><script type=\"text\/javascript\">\n\/* <![CDATA[ *\/\nvar gform;gform||(document.addEventListener(\"gform_main_scripts_loaded\",function(){gform.scriptsLoaded=!0}),document.addEventListener(\"gform\/theme\/scripts_loaded\",function(){gform.themeScriptsLoaded=!0}),window.addEventListener(\"DOMContentLoaded\",function(){gform.domLoaded=!0}),gform={domLoaded:!1,scriptsLoaded:!1,themeScriptsLoaded:!1,isFormEditor:()=>\"function\"==typeof InitializeEditor,callIfLoaded:function(o){return!(!gform.domLoaded||!gform.scriptsLoaded||!gform.themeScriptsLoaded&&!gform.isFormEditor()||(gform.isFormEditor()&&console.warn(\"The use of gform.initializeOnLoaded() is deprecated in the form editor context and will be removed in Gravity Forms 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todellista arvoa teollisessa ymp\u00e4rist\u00f6ss\u00e4? T\u00e4ss\u00e4 artikkelissa esittelemme kolme konkreettista k\u00e4ytt\u00f6kohdetta teollisen teko\u00e4lyn hy\u00f6dynt\u00e4miseen. Aiheena: Asiantuntija: Cameron Bolt, Product Specialist Process Optimization, Novotek Benelux Haluatteko hy\u00f6dynt\u00e4\u00e4 teko\u00e4ly\u00e4 toiminnassanne? Ota yhteytt\u00e4 asiantuntijoihimme!<\/p>\n","protected":false},"featured_media":0,"template":"","insight_category":[52],"class_list":["post-17476","insights","type-insights","status-publish","hentry","insight_category-tekoaly"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>3 tapaa hy\u00f6dynt\u00e4\u00e4 teko\u00e4ly\u00e4 teollisuudessa - Novotek Finland<\/title>\n<meta name=\"description\" content=\"Tutustu kolmeen tapaan hy\u00f6dynt\u00e4\u00e4 teko\u00e4ly\u00e4 teollisuudessa: ennakoiva kunnossapito, energiank\u00e4yt\u00f6n optimointi ja teko\u00e4lyagentin analyysi.\" \/>\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.novotek.com\/fi\/insight\/3-tapaa-hyodyntaa-tekoalya-teollisuudessa\/\" \/>\n<meta property=\"og:locale\" content=\"fi_FI\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"3 tapaa hy\u00f6dynt\u00e4\u00e4 teko\u00e4ly\u00e4 teollisuudessa - 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