[et_\u200bpb_\u200bsection fb_built=\u201c1\u201d _builder_version=\u201c4.24.3\u201d _module_preset=\u201cdefault\u201d da_disable_devices=\u201coff|off|off\u201d global_\u200bcolors_\u200binfo=\u201d{}\u201d da_is_popup=\u201coff\u201d da_exit_intent=\u201coff\u201d da_has_close=\u201con\u201d da_alt_close=\u201coff\u201d da_dark_close=\u201coff\u201d da_not_modal=\u201con\u201d da_is_singular=\u201coff\u201d da_with_loader=\u201coff\u201d da_has_shadow=\u201con\u201d][et_pb_row _builder_version=\u201c4.24.3\u201d _module_preset=\u201cdefault\u201d global_colors_info=\u201d{}\u201d][et_pb_column type=\u201c4_4\u201d _builder_version=\u201c4.24.3\u201d _module_preset=\u201cdefault\u201d global_colors_info=\u201d{}\u201d][et_pb_text _builder_version=\u201c4.24.3\u201d _module_preset=\u201cdefault\u201d hover_enabled=\u201c0\u201d global_\u200bcolors_\u200binfo=\u201d{}\u201d sticky_enabled=\u201c0\u201d]<\/p>\n
A few years ago, the key ques\u00adtion in every ERP trans\u00adfor\u00adma\u00adtion was: when do we go live? Today our cus\u00adtomers are ask\u00ading some\u00adthing else: what do we do with all this data once we are live? ERP is still the foun\u00adda\u00adtion, but the real advan\u00adtage comes from what you build on top of it \u2013 and increas\u00ading\u00adly, that means AI.<\/strong><\/p>\n At Islet, we have now deliv\u00adered close to 20 AI projects. Here is what we have learned.<\/p>\n <\/p>\n A com\u00adpa\u00adny comes to us excit\u00aded about AI and wants to deploy agents. The first thing I ask is: what does your data look like? Where does it reside, who owns it, is it clean? That is often where the con\u00adver\u00adsa\u00adtion paus\u00ades. Mas\u00adter data is incon\u00adsis\u00adtent, sys\u00adtems are siloed and nobody has clear own\u00ader\u00adship. You sim\u00adply can\u00adnot lay\u00ader intel\u00adli\u00adgence on top of chaos.<\/p>\n <\/p>\n Mas\u00adter data qual\u00adi\u00adty.<\/strong> If your mate\u00adr\u00adi\u00adal mas\u00adter has dupli\u00adcates or your cus\u00adtomer records are incon\u00adsis\u00adtent, your AI will reflect all of that, just faster. Garbage in, garbage out does not dis\u00adap\u00adpear when you add a lan\u00adguage mod\u00adel on top. <\/p>\n Think of a Project Man\u00adag\u00ader who needs to know a project\u2019s com\u00admit\u00adted costs. Today they ask finance, wait for hours and often walk into a client meet\u00ading with\u00adout the answer. When they can ask the ques\u00adtion in Teams and get an answer in 30 sec\u00adonds, cost over\u00adruns are caught before they esca\u00adlate. These are not dra\u00admat\u00adic AI moments. They are bet\u00adter deci\u00adsions made faster \u2013 and the effect com\u00adpounds over time.<\/p>\n I expe\u00adri\u00adenced this myself when we recent\u00adly moved our own ERP to SAP Cloud ERP (Pub\u00adlic Cloud). I expect\u00aded to lose my usu\u00adal vis\u00adi\u00adbil\u00adi\u00adty for a cou\u00adple of months. Instead, three or four days after go-live, I walked into a steer\u00ading group meet\u00ading with a clear pic\u00adture of the busi\u00adness, thanks to an AI solu\u00adtion our own data team had already built.<\/p>\n <\/p>\n Last year we received close to 50 requests ask\u00ading whether some\u00adthing could be solved with AI. More than half were solved anoth\u00ader way: bet\u00adter user train\u00ading, small user inter\u00adface changes or adjust\u00adments to inte\u00adgra\u00adtions. Our job is to help our cus\u00adtomers suc\u00adceed, not to sell a par\u00adtic\u00adu\u00adlar technology.<\/p>\n <\/p>\n Com\u00adpa\u00adnies that scale AI start with a real busi\u00adness prob\u00adlem, not a tech\u00adnol\u00ado\u00adgy ambi\u00adtion. They do not say \u201cwe want to use AI\u201d. They say \u201cwe lose two days every month rec\u00adon\u00adcil\u00ading invoic\u00ades, and we want that solved.\u201d That speci\u00adfici\u00adty gives clear suc\u00adcess met\u00adrics, a moti\u00advat\u00aded Busi\u00adness Own\u00ader and a bound\u00aded scope.<\/p>\n They also take change man\u00adage\u00adment seri\u00adous\u00adly. AI that nobody trusts or uses deliv\u00aders zero val\u00adue, no mat\u00adter how ele\u00adgant it is. Com\u00adpa\u00adnies stuck in pilots are often chas\u00ading a demo for the board.<\/p>\n [\/et_pb_text][et_pb_testimonial author=\u201cJanina Luo\u00adto\u201d job_title=\u201cCEO\u201d company_name=\u201cIslet Group\u201d portrait_url=\u201chttps:\/\/isletgroup.fi\/wp-content\/uploads\/2020\/10\/Janina_Luoto_Beanie_Round.png\u201d _builder_version=\u201c4.24.3\u201d _module_preset=\u201cdefault\u201d hover_enabled=\u201c0\u201d global_\u200bcolors_\u200binfo=\u201d{}\u201d sticky_enabled=\u201c0\u201d]<\/p>\n One use case run\u00adning in pro\u00adduc\u00adtion teach\u00ades you more than ten Proof of Con\u00adcepts on slides.<\/p>\n [\/et_pb_testimonial][et_pb_text _builder_version=\u201c4.24.3\u201d _module_preset=\u201cdefault\u201d hover_enabled=\u201c0\u201d global_\u200bcolors_\u200binfo=\u201d{}\u201d sticky_enabled=\u201c0\u201d]<\/p>\n An agent that answers ques\u00adtions is low risk. An agent that cre\u00adates pur\u00adchase orders or approves invoic\u00ades needs guardrails, audit trails and human check\u00adpoints. The tech\u00adnol\u00ado\u00adgy is ready, but the prac\u00adtices are not yet stan\u00addard. Design for account\u00adabil\u00adi\u00adty from day one, because retro\u00adfitting it lat\u00ader is expen\u00adsive and messy. And rather than just automat\u00ading today\u2019s process\u00ades, use agents as a rea\u00adson to ask whether those process\u00ades still make sense.<\/p>\n The EU AI Act is less of a block\u00ader than many fear. Most enter\u00adprise use cas\u00ades are not high risk, and the core prin\u00adci\u00adples \u2013 trans\u00adparen\u00adcy, human over\u00adsight, good data gov\u00ader\u00adnance \u2013 are the same ones that make AI trust\u00adwor\u00adthy in the first place.<\/p>\n <\/p>\n <\/p>\n Lis\u00adten to the full con\u00adver\u00adsa\u00adtion on Suc\u00adceed\u00adcast pod\u00adcast: <\/em>S1E7 Jan\u00adi\u00adna Luo\u00adto: You can\u00adnot lay\u00ader intel\u00adli\u00adgence on top of chaos!<\/em><\/a><\/strong><\/p>\n <\/p>\n More infor\u00adma\u00adtion:<\/p>\n [\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=\u201c1_4,1_4,1_2\u201d _builder_version=\u201c4.16\u201d background_size=\u201cinitial\u201d background_position=\u201ctop_left\u201d background_repeat=\u201crepeat\u201d global_colors_info=\u201d{}\u201d][et_pb_column type=\u201c1_4\u201d _builder_version=\u201c4.16\u201d custom_\u200bpadding=\u201d|||\u201d global_\u200bcolors_\u200binfo=\u201d{}\u201d custom_padding__hover=\u201d|||\u201d][\/et_pb_column][et_pb_column type=\u201c1_4\u201d _builder_version=\u201c4.16\u201d custom_\u200bpadding=\u201d|||\u201d global_\u200bcolors_\u200binfo=\u201d{}\u201d custom_padding__hover=\u201d|||\u201d][et_pb_image src=\u201chttps:\/\/isletgroup.fi\/wp-content\/uploads\/2020\/10\/Janina_Luoto_Beanie_Round.png\u201d title_text=\u201cJanina_Luoto_Beanie_Round\u201d url_new_window=\u201con\u201d align=\u201ccenter\u201d align_tablet=\u201ccenter\u201d align_\u200bphone=\u201d\u201d align_last_edited=\u201con|desktop\u201d _builder_version=\u201c4.16\u201d width=\u201c85%\u201d global_colors_info=\u201d{}\u201d][\/et_pb_image][et_pb_text _builder_version=\u201c4.16\u201d custom_margin=\u201d|-10px||-30px|false|false\u201d global_colors_info=\u201d{}\u201d]<\/p>\n Jan\u00adi\u00adna Luoto<\/strong><\/a> [\/et_pb_text][\/et_pb_column][et_pb_column type=\u201c1_2\u201d _builder_version=\u201c4.16\u201d custom_\u200bpadding=\u201d|||\u201d global_\u200bcolors_\u200binfo=\u201d{}\u201d custom_padding__hover=\u201d|||\u201d][et_pb_button button_url=\u201cmailto:janina.luoto@isletgroup.fi\u201d url_new_window=\u201con\u201d button_text=\u201cGet in touch\u201d button_alignment=\u201ccenter\u201d admin_label=\u201cemail\/get in touch but\u00adton\u201d module_class=\u201cCTA_box_bedrock\u201d _builder_version=\u201c4.24.3\u201d custom_margin=\u201c140px|||||\u201d custom_padding=\u201d||||false|false\u201d hover_enabled=\u201c0\u201d global_\u200bcolors_\u200binfo=\u201d{}\u201d button_text_size__hover_enabled=\u201coff\u201d button_one_text_size__hover_enabled=\u201coff\u201d button_two_text_size__hover_enabled=\u201coff\u201d button_text_color__hover_enabled=\u201coff\u201d button_one_text_color__hover_enabled=\u201coff\u201d button_two_text_color__hover_enabled=\u201coff\u201d button_border_width__hover_enabled=\u201coff\u201d button_one_border_width__hover_enabled=\u201coff\u201d button_two_border_width__hover_enabled=\u201coff\u201d button_border_color__hover_enabled=\u201coff\u201d button_one_border_color__hover_enabled=\u201coff\u201d button_two_border_color__hover_enabled=\u201coff\u201d button_border_radius__hover_enabled=\u201coff\u201d button_one_border_radius__hover_enabled=\u201coff\u201d button_two_border_radius__hover_enabled=\u201coff\u201d button_letter_spacing__hover_enabled=\u201coff\u201d button_one_letter_spacing__hover_enabled=\u201coff\u201d button_two_letter_spacing__hover_enabled=\u201coff\u201d button_bg_color__hover_enabled=\u201coff\u201d button_one_bg_color__hover_enabled=\u201coff\u201d button_two_bg_color__hover_enabled=\u201coff\u201d sticky_enabled=\u201c0\u201d][\/et_pb_button][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=\u201c4.24.3\u201d _module_preset=\u201cdefault\u201d global_colors_info=\u201d{}\u201d][et_pb_column type=\u201c4_4\u201d _builder_version=\u201c4.24.3\u201d _module_preset=\u201cdefault\u201d global_colors_info=\u201d{}\u201d][et_pb_text _builder_version=\u201c4.24.3\u201d _module_preset=\u201cdefault\u201d hover_enabled=\u201c0\u201d global_\u200bcolors_\u200binfo=\u201d{}\u201d sticky_enabled=\u201c0\u201d]<\/p>\n <\/p>\n <\/p>\n #arti\u00adfi\u00adcial\u00adin\u00adtel\u00adli\u00adgence #data #AI #blog #Suc\u00adceed\u00adcast<\/p>\n [\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section]<\/p>\n","protected":false},"excerpt":{"rendered":" A few years ago, the key ques\u00adtion in every ERP trans\u00adfor\u00adma\u00adtion was: when do we go live? Today our cus\u00adtomers are ask\u00ading some\u00adthing else: what do we do with all this data once we are live? ERP is still the foun\u00adda\u00adtion, but the real advan\u00adtage comes from what you build on top of it \u2013 [\u2026]<\/p>\n","protected":false},"author":20,"featured_media":242893,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_et_pb_use_builder":"on","_et_pb_old_content":" [et_pb_section fb_built=\"1\" theme_builder_area=\"post_content\" _builder_version=\"4.24.3\" _module_preset=\"default\" da_is_popup=\"off\" da_exit_intent=\"off\" da_has_close=\"on\" da_alt_close=\"off\" da_dark_close=\"off\" da_not_modal=\"on\" da_is_singular=\"off\" da_with_loader=\"off\" da_has_shadow=\"on\" da_disable_devices=\"off|off|off\"][et_pb_row _builder_version=\"4.24.3\" _module_preset=\"default\" theme_builder_area=\"post_content\"][et_pb_column _builder_version=\"4.24.3\" _module_preset=\"default\" type=\"4_4\" theme_builder_area=\"post_content\"][et_pb_text _builder_version=\"4.24.3\" _module_preset=\"default\" theme_builder_area=\"post_content\" hover_enabled=\"0\" sticky_enabled=\"0\"]<\/p> Viel\u00e4 muutama vuosi sitten ERP-uudistusten t\u00e4rkein kysymys oli: milloin p\u00e4\u00e4st\u00e4\u00e4n tuotantoon? Nyt asiakkaat kysyv\u00e4t: mit\u00e4 teemme kaikella t\u00e4ll\u00e4 datalla, kun j\u00e4rjestelm\u00e4 on k\u00e4yt\u00f6ss\u00e4? ERP on edelleen kaiken perusta, mutta todellinen etu syntyy siit\u00e4, mit\u00e4 sen p\u00e4\u00e4lle rakennetaan \u2013 ja se on yh\u00e4 useammin teko\u00e4ly\u00e4. <\/strong><\/p> Olemme Isletill\u00e4 toteuttaneet jo l\u00e4hes 20 teko\u00e4lyprojektia, ja t\u00e4ss\u00e4 mit\u00e4 olemme oppineet.<\/p> \u00a0<\/p> Yritys tulee meille innostuneena teko\u00e4lyst\u00e4 ja haluaa ottaa k\u00e4ytt\u00f6\u00f6n agentteja. Kysyn ensimm\u00e4iseksi: milt\u00e4 datanne n\u00e4ytt\u00e4\u00e4? Miss\u00e4 se sijaitsee, kuka sen omistaa, ja onko se puhdasta? Siihen keskustelu usein j\u00e4\u00e4kin. Master data on ep\u00e4yhten\u00e4ist\u00e4, j\u00e4rjestelm\u00e4t siiloutuneita, eik\u00e4 kenell\u00e4k\u00e4\u00e4n ole selke\u00e4\u00e4 omistajuutta. \u00c4lykk\u00e4it\u00e4 ratkaisuja ei yksinkertaisesti voi rakentaa kaaoksen p\u00e4\u00e4lle.<\/p> \u00a0<\/p> Master datan laatu.<\/strong> Jos materiaalitiedoissa on duplikaatteja tai asiakastiedot ovat ep\u00e4yhten\u00e4isi\u00e4, teko\u00e4ly toistaa kaiken t\u00e4m\u00e4n uskollisesti, vain nopeammin. \"Roskaa sis\u00e4\u00e4n, roskaa ulos\" ei muutu, vaikka p\u00e4\u00e4lle lis\u00e4tt\u00e4isiin kielimalli. \u00a0<\/p> Kuvitellaan projektip\u00e4\u00e4llikk\u00f6, joka tarvitsee tiedon projektinsa sidotuista kustannuksista. H\u00e4n kysyy taloudelta, odottaa tuntikausia ja p\u00e4\u00e4tyy usein asiakaspalaveriin ilman vastausta. Jos h\u00e4n voi kysy\u00e4 asiaa Teamsissa ja saa vastauksen 30 sekunnissa, kustannusylitykset huomataan ajoissa. N\u00e4m\u00e4 eiv\u00e4t ole dramaattisia teko\u00e4lyhetki\u00e4. Ne ovat parempia p\u00e4\u00e4t\u00f6ksi\u00e4 nopeammin ja niiden vaikutus kertautuu ajan my\u00f6t\u00e4.<\/p> Koin t\u00e4m\u00e4n itse, kun vaihdoimme hiljattain oman ERP-j\u00e4rjestelm\u00e4mme SAP Cloud ERP:iin (Public Cloud). Odotin menett\u00e4v\u00e4ni tutun tilannekuvani pariksi kuukaudeksi. Sen sijaan menin kolme\u2013nelj\u00e4 p\u00e4iv\u00e4\u00e4 k\u00e4ytt\u00f6\u00f6noton j\u00e4lkeen ohjausryhm\u00e4\u00e4n mukanani selke\u00e4 kuva liiketoiminnasta, koska oma datatiimimme oli ehtinyt rakentaa siihen teko\u00e4lyratkaisun.<\/p> \u00a0<\/p> Saimme viime vuonna l\u00e4hes 50 kysely\u00e4 siit\u00e4, voiko jonkin asian ratkaista teko\u00e4lyll\u00e4. Yli puolet ratkesi muuten: paremmalla k\u00e4ytt\u00e4j\u00e4koulutuksella, pienill\u00e4 k\u00e4ytt\u00f6liittym\u00e4muutoksilla tai integraatioita s\u00e4\u00e4t\u00e4m\u00e4ll\u00e4. Teht\u00e4v\u00e4mme on auttaa asiakkaitamme onnistumaan, ei myyd\u00e4 tietty\u00e4 teknologiaa.<\/p> \u00a0<\/p> Teko\u00e4ly\u00e4 skaalaavat yritykset l\u00e4htev\u00e4t liikkeelle todellisesta liiketoimintaongelmasta, eiv\u00e4t teknologiatavoitteesta. Ne eiv\u00e4t sano \"haluamme k\u00e4ytt\u00e4\u00e4 teko\u00e4ly\u00e4\", vaan \"menet\u00e4mme kaksi p\u00e4iv\u00e4\u00e4 kuukaudessa laskujen t\u00e4sm\u00e4ytt\u00e4miseen ja haluamme siihen ratkaisun\". Tarkka m\u00e4\u00e4rittely takaa selv\u00e4t onnistumisen mittarit, sitoutuneen liiketoimintavastuullisen sek\u00e4 selke\u00e4sti rajatun kokonaisuuden.<\/p> Ne my\u00f6s ottavat muutosjohtamisen vakavasti. Teko\u00e4ly, johon kukaan ei luota tai jota kukaan ei k\u00e4yt\u00e4, ei tuota arvoa. Pilottivaiheeseen jumiutuneet yritykset tavoittelevat usein l\u00e4hinn\u00e4 demoa johdolle.<\/p> [\/et_pb_text][et_pb_testimonial _builder_version=\"4.24.3\" _module_preset=\"default\" theme_builder_area=\"post_content\" author=\"Janina Luoto\" job_title=\"Toimitusjohtaja\" company_name=\"Islet Group\" title_text=\"Janina_Luoto_Beanie_Round\" portrait_url=\"https:\/\/isletgroup.fi\/wp-content\/uploads\/2020\/10\/Janina_Luoto_Beanie_Round.png\" hover_enabled=\"0\" sticky_enabled=\"0\"]<\/p> Yksi tuotannossa toimiva k\u00e4ytt\u00f6tapaus opettaa enemm\u00e4n kuin kymmenen PoC-kokeilua kalvoilla.<\/p> [\/et_pb_testimonial][et_pb_text _builder_version=\"4.24.3\" _module_preset=\"default\" theme_builder_area=\"post_content\" hover_enabled=\"0\" sticky_enabled=\"0\"]<\/p> Kysymyksiin vastaava agentti on matalan riskin ratkaisu. Ostotilauksia luova tai laskuja hyv\u00e4ksyv\u00e4 agentti tarvitsee suojamekanismeja, j\u00e4ljitett\u00e4vyytt\u00e4 ja ihmisen valvontaa prosessin kriittisiss\u00e4 kohdissa. Teknologia on valmis, mutta k\u00e4yt\u00e4nn\u00f6t eiv\u00e4t ole viel\u00e4 vakiintuneet. Suunnittele vastuullisuus mukaan alusta alkaen, sill\u00e4 j\u00e4lkik\u00e4teen korjaaminen on kallista ja sotkuista. \u00c4l\u00e4 my\u00f6sk\u00e4\u00e4n vain automatisoi nykyisi\u00e4 prosesseja, vaan kysy, ovatko ne yh\u00e4 j\u00e4rkevi\u00e4.<\/p> EU:n teko\u00e4lys\u00e4\u00e4d\u00f6s ei ole niin suuri este kuin monet pelk\u00e4\u00e4v\u00e4t. Useimmat yritysten k\u00e4ytt\u00f6tapaukset eiv\u00e4t ole korkean riskin luokassa, ja keskeiset periaatteet \u2013 l\u00e4pin\u00e4kyvyys, ihmisen valvonta ja hyv\u00e4 datan hallinta \u2013 ovat samoja, jotka tekev\u00e4t teko\u00e4lyst\u00e4 luotettavaa.<\/p> \u00a0<\/p> \u00a0<\/p> Kuuntele koko keskustelu (englanniksi) Succeedcast-podcastissa: <\/em>S1E7 Janina Luoto: You cannot layer intelligence on top of chaos!<\/em><\/a><\/strong><\/p> \u00a0<\/p> Lis\u00e4tietoja:<\/p> [\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=\"1_4,1_4,1_2\" _builder_version=\"4.16\" background_size=\"initial\" background_position=\"top_left\" background_repeat=\"repeat\" global_colors_info=\"{}\" theme_builder_area=\"post_content\"][et_pb_column type=\"1_4\" _builder_version=\"4.16\" custom_padding=\"|||\" global_colors_info=\"{}\" custom_padding__hover=\"|||\" theme_builder_area=\"post_content\"][\/et_pb_column][et_pb_column type=\"1_4\" _builder_version=\"4.16\" custom_padding=\"|||\" global_colors_info=\"{}\" custom_padding__hover=\"|||\" theme_builder_area=\"post_content\"][et_pb_image src=\"https:\/\/isletgroup.fi\/wp-content\/uploads\/2020\/10\/Janina_Luoto_Beanie_Round.png\" title_text=\"Janina_Luoto_Beanie_Round\" url_new_window=\"on\" align=\"center\" align_tablet=\"center\" align_phone=\"\" align_last_edited=\"on|desktop\" _builder_version=\"4.16\" width=\"85%\" global_colors_info=\"{}\" theme_builder_area=\"post_content\"][\/et_pb_image][et_pb_text _builder_version=\"4.16\" custom_margin=\"|-10px||-30px|false|false\" global_colors_info=\"{}\" theme_builder_area=\"post_content\"]<\/p> Janina Luoto<\/strong><\/a> [\/et_pb_text][\/et_pb_column][et_pb_column type=\"1_2\" _builder_version=\"4.16\" custom_padding=\"|||\" global_colors_info=\"{}\" custom_padding__hover=\"|||\" theme_builder_area=\"post_content\"][et_pb_button button_url=\"mailto:janina.luoto@isletgroup.fi\" url_new_window=\"on\" button_text=\"Ota yhteytt\u00e4\" button_alignment=\"center\" admin_label=\"email\/get in touch button\" module_class=\"CTA_box_bedrock\" _builder_version=\"4.16\" custom_margin=\"140px|||||\" custom_padding=\"||||false|false\" global_colors_info=\"{}\" button_text_size__hover_enabled=\"off\" button_one_text_size__hover_enabled=\"off\" button_two_text_size__hover_enabled=\"off\" button_text_color__hover_enabled=\"off\" button_one_text_color__hover_enabled=\"off\" button_two_text_color__hover_enabled=\"off\" button_border_width__hover_enabled=\"off\" button_one_border_width__hover_enabled=\"off\" button_two_border_width__hover_enabled=\"off\" button_border_color__hover_enabled=\"off\" button_one_border_color__hover_enabled=\"off\" button_two_border_color__hover_enabled=\"off\" button_border_radius__hover_enabled=\"off\" button_one_border_radius__hover_enabled=\"off\" button_two_border_radius__hover_enabled=\"off\" button_letter_spacing__hover_enabled=\"off\" button_one_letter_spacing__hover_enabled=\"off\" button_two_letter_spacing__hover_enabled=\"off\" button_bg_color__hover_enabled=\"off\" button_one_bg_color__hover_enabled=\"off\" button_two_bg_color__hover_enabled=\"off\" theme_builder_area=\"post_content\"][\/et_pb_button][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=\"4.24.3\" _module_preset=\"default\" theme_builder_area=\"post_content\"][et_pb_column _builder_version=\"4.24.3\" _module_preset=\"default\" type=\"4_4\" theme_builder_area=\"post_content\"][et_pb_text _builder_version=\"4.24.3\" _module_preset=\"default\" theme_builder_area=\"post_content\" hover_enabled=\"0\" sticky_enabled=\"0\"]<\/p> \u00a0<\/p> \u00a0<\/p> #teko\u00e4ly #data #AI #blog #Succeedcast<\/p> [\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section]<\/p>","_et_gb_content_width":"","wp_typography_post_enhancements_disabled":false,"footnotes":""},"categories":[453],"tags":[],"class_list":["post-242902","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-cover-story"],"acf":[],"_links":{"self":[{"href":"https:\/\/isletgroup.fi\/en\/wp-json\/wp\/v2\/posts\/242902","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/isletgroup.fi\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/isletgroup.fi\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/isletgroup.fi\/en\/wp-json\/wp\/v2\/users\/20"}],"replies":[{"embeddable":true,"href":"https:\/\/isletgroup.fi\/en\/wp-json\/wp\/v2\/comments?post=242902"}],"version-history":[{"count":5,"href":"https:\/\/isletgroup.fi\/en\/wp-json\/wp\/v2\/posts\/242902\/revisions"}],"predecessor-version":[{"id":242908,"href":"https:\/\/isletgroup.fi\/en\/wp-json\/wp\/v2\/posts\/242902\/revisions\/242908"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/isletgroup.fi\/en\/wp-json\/wp\/v2\/media\/242893"}],"wp:attachment":[{"href":"https:\/\/isletgroup.fi\/en\/wp-json\/wp\/v2\/media?parent=242902"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/isletgroup.fi\/en\/wp-json\/wp\/v2\/categories?post=242902"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/isletgroup.fi\/en\/wp-json\/wp\/v2\/tags?post=242902"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}The con\u00adver\u00adsa\u00adtion often stops at the first question<\/h3>\n
Four things an AI-ready data foun\u00adda\u00adtion needs<\/h3>\n
Fresh data.<\/strong> A data ware\u00adhouse updat\u00aded night\u00adly works for month\u00adly report\u00ading, not for oper\u00ada\u00adtional deci\u00adsions. If some\u00adone asks for the sta\u00adtus of a pur\u00adchase order and the answer is 12 hours old, trust dis\u00adap\u00adpears fast.
Seman\u00adtic lay\u00ader.<\/strong> \u201cShow me rev\u00adenue by region\u201d sounds sim\u00adple, but the sys\u00adtem must know what rev\u00adenue means in your com\u00adpa\u00adny and which SAP tables map to which busi\u00adness con\u00adcepts. With\u00adout that, you get answers that are tech\u00adni\u00adcal\u00adly cor\u00adrect but oper\u00ada\u00adtional\u00adly mean\u00ading\u00adless.
Data own\u00ader\u00adship.<\/strong> Tech\u00adnol\u00ado\u00adgy sur\u00adfaces prob\u00adlems, humans fix them. Some\u00adone in the busi\u00adness must be account\u00adable for each data domain, or trust erodes and projects stall.<\/p>\nBet\u00adter deci\u00adsions, faster, every day<\/h3>\n
AI is not always the answer<\/h3>\n
From pilot to production<\/h3>\n
When AI starts tak\u00ading action<\/h3>\n
My three pieces of advice<\/h3>\n
\n
CEO, Isletter
\njanina.\u200bluoto@\u200bisletgroup.\u200bfi<\/a>
+358 40 574 1266<\/p>\nKeskustelu pys\u00e4htyy usein ensimm\u00e4iseen kysymykseen<\/h3>
Teko\u00e4lyvalmiin dataperustan nelj\u00e4 kulmakive\u00e4<\/h3>
Ajantasainen data.<\/strong> Kerran y\u00f6ss\u00e4 p\u00e4ivittyv\u00e4 tietovarasto voi riitt\u00e4\u00e4 kuukausiraportointiin, mutta ei operatiivisiin p\u00e4\u00e4t\u00f6ksiin. Jos ostotilauksen statusta kysytt\u00e4ess\u00e4 vastaus on 12 tuntia vanha, luottamus katoaa nopeasti.
Semanttinen kerros<\/strong>. \"N\u00e4yt\u00e4 liikevaihto alueittain\" kuulostaa yksinkertaiselta, mutta j\u00e4rjestelm\u00e4n pit\u00e4\u00e4 tiet\u00e4\u00e4, mit\u00e4 liikevaihto juuri teill\u00e4 tarkoittaa ja mitk\u00e4 SAP-taulut vastaavat mit\u00e4kin liiketoiminnan k\u00e4sitett\u00e4. Muuten vastaus voi olla teknisesti oikein, mutta liiketoiminnalle merkitykset\u00f6n.
Datan omistajuus.<\/strong> Teknologia tuo ongelmat n\u00e4kyviin, ihmiset korjaavat ne. Jokaiselle tietoalueelle tarvitaan vastuuhenkil\u00f6 liiketoiminnasta, tai luottamus hiipuu ja hankkeet j\u00e4\u00e4v\u00e4t kesken.<\/p>Parempia p\u00e4\u00e4t\u00f6ksi\u00e4 nopeammin, joka p\u00e4iv\u00e4<\/h3>
Teko\u00e4ly ei aina ole vastaus<\/h3>
Pilotista tuotantoon<\/h3>
Kun teko\u00e4ly alkaa toimia itsen\u00e4isesti<\/h3>
Kolme neuvoani<\/h3>
CEO, Isletter
janina.luoto@isletgroup.fi<\/a>
+358 40 574 1266<\/p>