{"id":17330,"date":"2025-09-09T10:09:20","date_gmt":"2025-09-09T08:09:20","guid":{"rendered":"https:\/\/www.novotek.com\/fi\/?page_id=17330"},"modified":"2025-09-25T10:41:44","modified_gmt":"2025-09-25T08:41:44","slug":"tekoaly-operaattoreille","status":"publish","type":"page","link":"https:\/\/www.novotek.com\/fi\/tekoaly-operaattoreille\/","title":{"rendered":"Teko\u00e4ly operaattoreille"},"content":{"rendered":"<div class=\"container media-text  \">\n<div class=\"wp-block-media-text has-media-on-the-right is-stacked-on-mobile\" style=\"grid-template-columns:auto 45%\"><div class=\"wp-block-media-text__content\"><div class=\"container-md heading  \">\n<h1 class=\"wp-block-heading\">Teko\u00e4ly operaattoreille<\/h1>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><strong>Operaattorina <em>hype<\/em> ei kiinnosta sinua. Sinua kiinnostavat ty\u00f6kalut, jotka tekev\u00e4t ty\u00f6st\u00e4si helpompaa. Et halua monimutkaistaa asioita. <\/strong><\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><strong>Parhaimmillaan teko\u00e4ly tarkoittaa teollisuuden kontekstissa v\u00e4hemm\u00e4n p\u00e4\u00e4ns\u00e4rky\u00e4, parempaa hallintaa sek\u00e4 nopeampia ja parempi p\u00e4\u00e4t\u00f6ksi\u00e4.  Mik\u00e4li kiinnostuit, lue lis\u00e4\u00e4! <\/strong><\/p>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:15px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md columns  \">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\"><div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"container-md paragraph  \">\n<p class=\"has-background has-small-font-size\" style=\"background-color:#f2f2f2\"><a href=\"#guide\"><strong>Opas: <\/strong>Onko teollisuusdata valmis teko\u00e4ly\u00e4 varten? <\/a><\/p>\n<\/div><\/div>\n<\/div>\n\n<div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"container-md paragraph  \">\n<p class=\"has-background has-small-font-size\" style=\"background-color:#f2f2f2\"><a href=\"#ai-ml\">Mit\u00e4 eroa on Teko\u00e4lyll\u00e4 ja Koneoppimisella?<\/a><\/p>\n<\/div><\/div>\n<\/div>\n\n<div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"container-md paragraph  \">\n<p class=\"has-background has-small-font-size\" style=\"background-color:#f2f2f2\"><a href=\"#usecase\">3 tapaa hy\u00f6dynt\u00e4\u00e4 teko\u00e4ly\u00e4 teollisuudessa<\/a><\/p>\n<\/div><\/div>\n<\/div><\/div>\n<\/div><\/div><figure class=\"wp-block-media-text__media\"><img decoding=\"async\" src=\"https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/stickersOperator-AI-complexity-downscaled.png\" alt=\"AI for Operators and Engineers - header\" class=\"wp-image-7314 size-full\" \/><\/figure><\/div>\n<\/div>\n\n<div class=\"container-md cover  alignfull\">\n<div class=\"wp-block-cover alignfull has-black-color has-text-color\" style=\"margin-top:0;padding-top:48px;padding-right:48px;padding-bottom:48px;padding-left:48px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-novotek-dark-blue-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\"><div class=\"container-md group  \">\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-container-core-group-is-layout-4b07d187 wp-block-group-is-layout-constrained\"><div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading has-text-align-left has-novotek-white-color has-text-color has-link-color wp-elements-55be082695ddcd4f5c20da2372a841aa\" style=\"font-size:33px\">Teko\u00e4ly, joka ymm\u00e4rt\u00e4\u00e4 realiteetit <\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p class=\"has-novotek-white-color has-text-color has-link-color wp-elements-1467a90742fc46f2812e63c2cd4e7947\">Todellisuus on usein t\u00e4t\u00e4: SCADA-huone, vilkkuvat valot ja loputtomat h\u00e4lytykset. Vastuullasi on <strong>monimutkaisia koneita ja j\u00e4rjestelmi\u00e4<\/strong>, jotka vaativat<strong> jatkuvaa huomiota<\/strong>. Kun jokin menee vikaan, sinulta odotetaan nopeaa vianm\u00e4\u00e4rityst\u00e4 ja tilanteen korjausta. Paine on kova ja ennakointi hankalaa \u2013 j\u00e4rjestelm\u00e4th\u00e4n reagoivat ongelmiin vasta silloin, kun<strong> ongelmat ovat jo syntyneet<\/strong>.<\/p>\n<\/div>\n\n<div class=\"container-md columns  alignfull\">\n<div class=\"wp-block-columns alignfull is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\"><div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><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 image  \">\n<figure class=\"wp-block-image size-xs is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"86\" height=\"86\" src=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Ratkaisut_ja_Tuotteet\/Tekoaly\/stickersArrow-down-300x300-1-86x86.png\" alt=\"arrow down\" class=\"wp-image-17667\" style=\"width:20px\" srcset=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Ratkaisut_ja_Tuotteet\/Tekoaly\/stickersArrow-down-300x300-1-86x86.png 86w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Ratkaisut_ja_Tuotteet\/Tekoaly\/stickersArrow-down-300x300-1-150x150.png 150w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Ratkaisut_ja_Tuotteet\/Tekoaly\/stickersArrow-down-300x300-1.png 300w\" sizes=\"auto, (max-width: 86px) 100vw, 86px\" \/><\/figure>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h3 class=\"wp-block-heading has-novotek-white-color has-text-color has-link-color has-medium-font-size wp-elements-7642a2723f939d79d445f562637127b4\">Miten teko\u00e4ly voi auttaa operaattoreita?<\/h3>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li class=\"has-novotek-white-color has-text-color has-link-color wp-elements-fce53affa82e098f7e144fcc84a4b07b\">Se <strong>v\u00e4hent\u00e4\u00e4 turhia h\u00e4lytyksi\u00e4<\/strong> ja priorisoi kriittiset ilmoitukset.<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li class=\"has-novotek-white-color has-text-color has-link-color wp-elements-156d4dd9b86c5c5c68739778cc29ca91\">Se <strong>tunnistaa kaavat<\/strong> tuhansista eri signaaleista.<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li class=\"has-novotek-white-color has-text-color has-link-color wp-elements-2d23d9d93c15133d3469772b9edce4a0\">Se oppii tunnistamaan <strong>todenn\u00e4k\u00f6iset h\u00e4iri\u00f6n aiheuttajat<\/strong> ennen kuin ne vaikuttavat tuotantoon.<\/li>\n<\/div><\/ul>\n<\/div><\/div>\n<\/div><\/div><\/div>\n<\/div><\/div><\/div>\n<\/div>\n\n<div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><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 image  \">\n<figure class=\"wp-block-image size-xs is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"86\" height=\"86\" src=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Ratkaisut_ja_Tuotteet\/Tekoaly\/stickersArrow-down-300x300-1-86x86.png\" alt=\"arrow down\" class=\"wp-image-17667\" style=\"width:20px\" srcset=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Ratkaisut_ja_Tuotteet\/Tekoaly\/stickersArrow-down-300x300-1-86x86.png 86w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Ratkaisut_ja_Tuotteet\/Tekoaly\/stickersArrow-down-300x300-1-150x150.png 150w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Ratkaisut_ja_Tuotteet\/Tekoaly\/stickersArrow-down-300x300-1.png 300w\" sizes=\"auto, (max-width: 86px) 100vw, 86px\" \/><\/figure>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h3 class=\"wp-block-heading has-novotek-white-color has-text-color has-link-color has-medium-font-size wp-elements-0dd92b8002a40549e93afd23aa30568e\">Keskeiset hy\u00f6dyt operaattoreille<\/h3>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p class=\"has-novotek-white-color has-text-color has-link-color wp-elements-c211ea3b08b26e459e0e8dc6a3e55f82\">Operaattoreiden mukaan parhaat uudistukset ovat niit\u00e4, jotka<strong> v\u00e4hent\u00e4v\u00e4t ty\u00f6kuormaa<\/strong>. N\u00e4in tapahtuu esimerkiksi silloin kun j\u00e4rjestelm\u00e4 hoitaa <strong>valvonnan<\/strong>, <strong>analyysin<\/strong> ja <strong>ennustamise<\/strong>n. Tarkoituksena ei ole hukuttaa operaattoreita erilaisten n\u00e4kymien ja dashboardien sy\u00f6vereihin, vaan auttaa n\u00e4kem\u00e4\u00e4n saatavilla oleva tieto selke\u00e4mmin. <\/p>\n<\/div><\/div>\n<\/div><\/div><\/div>\n<\/div><\/div><\/div>\n<\/div>\n\n<div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><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 image  \">\n<figure class=\"wp-block-image size-xs is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"86\" height=\"86\" src=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Ratkaisut_ja_Tuotteet\/Tekoaly\/stickersArrow-down-300x300-1-86x86.png\" alt=\"arrow down\" class=\"wp-image-17667\" style=\"width:20px\" srcset=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Ratkaisut_ja_Tuotteet\/Tekoaly\/stickersArrow-down-300x300-1-86x86.png 86w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Ratkaisut_ja_Tuotteet\/Tekoaly\/stickersArrow-down-300x300-1-150x150.png 150w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Ratkaisut_ja_Tuotteet\/Tekoaly\/stickersArrow-down-300x300-1.png 300w\" sizes=\"auto, (max-width: 86px) 100vw, 86px\" \/><\/figure>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h3 class=\"wp-block-heading has-novotek-white-color has-text-color has-link-color has-medium-font-size wp-elements-a595afeb02afa45a5e4559fd805d1181\">Miten ottaa teko\u00e4ly k\u00e4ytt\u00f6\u00f6n?<\/h3>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p class=\"has-novotek-white-color has-text-color has-link-color wp-elements-7bd58f7f8da54f39eae4c595ce58f619\">Teko\u00e4lyst\u00e4 saadaan eniten hy\u00f6ty\u00e4 silloin, kun sit\u00e4 muovataan k\u00e4ytt\u00e4j\u00e4n (eli sinun) palautteen perusteella. Kun k\u00e4ytt\u00f6\u00f6notto k\u00e4ynnistyy rehellisell\u00e4 keskustelulla ty\u00f6nkulusta ja kipupisteist\u00e4, tuloksena saadaan ty\u00f6kalupakki, joka tukee ty\u00f6skentely\u00e4si parhaalla mahdollisella tavalla.<\/p>\n<\/div><\/div>\n<\/div><\/div><\/div>\n<\/div><\/div><\/div>\n<\/div><\/div>\n<\/div><\/div>\n<\/div><\/div><\/div><\/div>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:30px\" 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 heading  \">\n<h2 class=\"wp-block-heading\">V\u00e4hemm\u00e4n h\u00e4ly\u00e4, enemm\u00e4n selkeytt\u00e4<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Jokainen vuoro tuo mukanaan h\u00e4lytyksi\u00e4, loputtomasti dataa ja paineen reagoida nopeasti. Mutta kun jokainen pieni vaihtelu aiheuttaa h\u00e4lytyksen, on vaikea tiet\u00e4\u00e4, <strong>mik\u00e4 on oikeasti merkityksellist\u00e4<\/strong>. <\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><strong>Tuotantoymp\u00e4rist\u00f6ihin rakennetut teko\u00e4lyty\u00f6kalut<\/strong> auttavat suodattamaan turhan h\u00e4lyn priorisoimallan ne h\u00e4lytykset, jotka vaativat toimia. Ty\u00f6kalut tunnistavat uhkaavat ongelmat ajoissa &#8211; jo ennen kuin ne aiheuttavat ongelmia. Tuloksena v\u00e4hemm\u00e4n tulipalojen sammuttamista ja parempi hallinta. Olitpa SCADA-huoneessa tai tuotantolinjalla, teko\u00e4ly on erinomainen <strong>taustatuki<\/strong>.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Opi, miten teko\u00e4ly tukee p\u00e4ivitt\u00e4ist\u00e4 ty\u00f6t\u00e4si. Artikkelimme <em><a href=\"https:\/\/www.novotek.com\/fi\/insight\/road-to-ai\/\">Teko\u00e4ly teollisuudessa &#8211; The Road to AI<\/a> <\/em>on k\u00e4yt\u00e4nn\u00f6nl\u00e4heinen johdatus siihen, mit\u00e4 teko\u00e4lyn avulla voidaan (ja mit\u00e4 ei voida) tehd\u00e4 teollisuuden kontekstissa.<\/p>\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.novotek.com\/fi\/insight\/road-to-ai\/\">Artikkeli: Teko\u00e4ly teollisuudessa<\/a><\/div>\n<\/div><\/div>\n<\/div><\/div><figure class=\"wp-block-media-text__media\"><img decoding=\"async\" src=\"https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/FeaturedImage-1024x576.png\" alt=\"\" class=\"wp-image-6942 size-full\" \/><\/figure><\/div>\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 is-stacked-on-mobile\" style=\"grid-template-columns:45% auto\" id=\"guide\"><figure class=\"wp-block-media-text__media\"><img decoding=\"async\" src=\"https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/Guide-overlay.png\" alt=\"\" class=\"wp-image-7401 size-full\" \/><\/figure><div class=\"wp-block-media-text__content\"><div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">Laita data palvelemaan sinua<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><strong>Dataa on kaikkialla<\/strong> &#8211; sit\u00e4 tulee sensoreista, koneista, laitteista, j\u00e4rjestelmist\u00e4 ja tuotantolinjoilta. Mutta jos data ei ole jalostettu k\u00e4ytt\u00f6kelpoiselle tasolle, teko\u00e4ly ei voi tehd\u00e4 sill\u00e4 paljoakaan.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Hyv\u00e4 uutinen on se, ett\u00e4<strong> sinun ei tarvitse olla data-analyytikko<\/strong>, jotta saisit datastasi k\u00e4ytt\u00f6kelpoista. Kun saadaan purettua siilot, j\u00e4sennelty\u00e4 tiedot ja luotua yhten\u00e4inen datakerros, teko\u00e4lyty\u00f6kalut pystyv\u00e4t tuottamaan vastauksia, joilla on todellista merkityst\u00e4, kuten: &#8221;<em>Miksi saanto laski eilen<\/em>?&#8221; tai &#8221;<em>Miksi tuotantolinja 3 pys\u00e4htelee jatkuvasti?&#8221;<\/em> T\u00e4ss\u00e4<strong> ei rakenneta mit\u00e4\u00e4n uutta<\/strong>, vaan hy\u00f6dynnet\u00e4\u00e4n sit\u00e4, mit\u00e4 jo on. <\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Ota selv\u00e4\u00e4, miten valmistella data teko\u00e4ly\u00e4 varten: <a href=\"https:\/\/www.novotek.com\/co-uk\/news\/guide-is-your-industrial-data-ready-for-ai\/\" target=\"_blank\" rel=\"noreferrer noopener\"><em>Onko teollisuusdata valmis teko\u00e4ly\u00e4 varten?<\/em><\/a> <\/p>\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.novotek.com\/fi\/insight\/opas-onko-teollisuusdata-valmis-tekoalya-varten\/\" target=\"_blank\" rel=\"noreferrer noopener\">Opas: Onko teollisuusdata valmis teko\u00e4ly\u00e4 varten?<\/a><\/div>\n<\/div><\/div>\n<\/div><\/div><\/div>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:40px\" aria-hidden=\"true\" id=\"ai-ml\" 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\" style=\"grid-template-columns:auto 45%\"><div class=\"wp-block-media-text__content\"><div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">Teko\u00e4ly vs Koneoppiminen: Miten niiden ero konkretisoituu tuotannossa? &nbsp;<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Olet varmasti kuullut seuraavista asioista: teko\u00e4ly (<em>Artificial Intelligence<\/em>, AI), koneoppiminen (<em>Machine Learning<\/em>, ML) ja syv\u00e4oppiminen (<em>Deep Learning<\/em>). Mutta tied\u00e4tk\u00f6 mit\u00e4 eroa n\u00e4ill\u00e4 termeill\u00e4 on?<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Operaattorin n\u00e4k\u00f6kulmasta katsottuna merkityksellisint\u00e4 on se, mit\u00e4 n\u00e4ill\u00e4 teko\u00e4lyn eri osa-alueilla voidaan tehd\u00e4: <strong>Teko\u00e4ly kykenee automatisoimaan toistuvia teht\u00e4vi\u00e4<\/strong>. <strong>Koneoppiminen<\/strong> oppii taas tunnistamaan <strong>piilossa olevat kaava<\/strong>t. Yhdess\u00e4 ne muuttavat h\u00e4lyn tiedoksi &#8211; ne osaavat kertoa, <strong>mit\u00e4 tulee todenn\u00e4k\u00f6isesti tapahtumaan, milloin ja miksi.  <\/strong><\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Tutustu perusteisiin artikkelissa: <em><a href=\"https:\/\/www.novotek.com\/fi\/insight\/tekoaly-vs-koneoppiminen\/\">Teko\u00e4ly, koneoppiminen ja syv\u00e4oppiminen \u2013 mit\u00e4 eroa niill\u00e4 on?<\/a><\/em><\/p>\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.novotek.com\/fi\/insight\/tekoaly-vs-koneoppiminen\/\">Artikkeli: Teko\u00e4ly, koneoppiminen ja syv\u00e4oppiminen &#8211; mit\u00e4 eroa niill\u00e4 on?<\/a><\/div>\n<\/div><\/div>\n<\/div><\/div><figure class=\"wp-block-media-text__media\"><img decoding=\"async\" src=\"https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/Glow-DL-1024x576.png\" alt=\"\" class=\"wp-image-6994 size-full\" \/><\/figure><\/div>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:40px\" aria-hidden=\"true\" id=\"usecase\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading has-text-align-center\">K\u00e4yt\u00e4nn\u00f6ss\u00e4: 3 tapaa hy\u00f6dynt\u00e4\u00e4 teko\u00e4ly\u00e4 teollisuudessa<\/h2>\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 paragraph  alignleft\">\n<p class=\"has-text-align-left\">Teko\u00e4ly on todellisuutta. Se auttaa jo nyt operaattoreita laajasti eri toimialoilla ty\u00f6skentelem\u00e4\u00e4n fiksummin. Se kykenee ennustamaan pumppujen h\u00e4iri\u00f6t jo ennen kuin ne tapahtuvat ja tunnistamaan  laatuongelmien juurisyyt tehokkaasti. Lyhyesti: teko\u00e4ly muuttaa tapaa, jolla ratkaisemme ongelmia.<\/p>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:16px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md columns  \">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\"><div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"container-md heading  \">\n<h3 class=\"wp-block-heading has-text-align-center has-medium-font-size\">Ennakoiva kunnossapito<\/h3>\n<\/div>\n\n<div class=\"container-md image  \">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/Predictive-Maintenance4-1.png\" alt=\"\" class=\"wp-image-7050\" \/><\/figure>\n<\/div>\n\n<div class=\"container-md buttons  \">\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d 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.novotek.com\/fi\/insight\/3-tapaa-hyodyntaa-tekoalya-teollisuudessa\/#ennakoiva-kunnossapito\">Katso k\u00e4ytt\u00f6tapaus<\/a><\/div>\n<\/div><\/div>\n<\/div><\/div>\n<\/div>\n\n<div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"container-md heading  \">\n<h3 class=\"wp-block-heading has-text-align-center has-medium-font-size\">Energian optimointi<\/h3>\n<\/div>\n\n<div class=\"container-md image  \">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/Energy-Optimization.png\" alt=\"\" class=\"wp-image-7045\" \/><\/figure>\n<\/div>\n\n<div class=\"container-md buttons  \">\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d 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.novotek.com\/fi\/insight\/3-tapaa-hyodyntaa-tekoalya-teollisuudessa\/#energian-optimointi\">Katso k\u00e4ytt\u00f6tapaus<\/a><\/div>\n<\/div><\/div>\n<\/div><\/div>\n<\/div>\n\n<div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"container-md heading  \">\n<h3 class=\"wp-block-heading has-text-align-center has-medium-font-size\">AI agentti <br>&amp; MCP<\/h3>\n<\/div>\n\n<div class=\"container-md image  \">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/MCP.png\" alt=\"\" class=\"wp-image-7052\" \/><\/figure>\n<\/div>\n\n<div class=\"container-md buttons  \">\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d 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.novotek.com\/fi\/insight\/3-tapaa-hyodyntaa-tekoalya-teollisuudessa\/#AI-MCP\">Katso k\u00e4ytt\u00f6tapaus<\/a><\/div>\n<\/div><\/div>\n<\/div><\/div>\n<\/div><\/div>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>K\u00e4yt\u00e4nn\u00f6ss\u00e4: 3 tapaa hy\u00f6dynt\u00e4\u00e4 teko\u00e4ly\u00e4 teollisuudessa Teko\u00e4ly on todellisuutta. Se auttaa jo nyt operaattoreita laajasti eri toimialoilla ty\u00f6skentelem\u00e4\u00e4n fiksummin. Se kykenee ennustamaan pumppujen h\u00e4iri\u00f6t jo ennen kuin ne tapahtuvat ja tunnistamaan laatuongelmien juurisyyt tehokkaasti. Lyhyesti: teko\u00e4ly muuttaa tapaa, jolla ratkaisemme ongelmia. Ennakoiva kunnossapito Energian optimointi AI agentti &amp; MCP<\/p>\n","protected":false},"author":34,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_relevanssi_hide_post":"","_relevanssi_pin_for_all":"","_relevanssi_pin_keywords":"","_relevanssi_unpin_keywords":"","_relevanssi_related_keywords":"","_relevanssi_related_include_ids":"","_relevanssi_related_exclude_ids":"","_relevanssi_related_no_append":"","_relevanssi_related_not_related":"","_relevanssi_related_posts":"8849,17174,15442,14182,14820,11515","_relevanssi_noindex_reason":"","footnotes":""},"class_list":["post-17330","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Teko\u00e4ly operaattoreille - Novotek Finland<\/title>\n<meta name=\"description\" content=\"Lue miten teko\u00e4ly tukee operaattoreita heid\u00e4n ty\u00f6ss\u00e4\u00e4n.\" \/>\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\/tekoaly-operaattoreille\/\" \/>\n<meta property=\"og:locale\" content=\"fi_FI\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Teko\u00e4ly operaattoreille - 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