{"id":2223,"date":"2025-11-28T11:26:46","date_gmt":"2025-11-28T09:26:46","guid":{"rendered":"https:\/\/techlance.ddns.net\/?p=2223"},"modified":"2025-11-28T11:27:34","modified_gmt":"2025-11-28T09:27:34","slug":"researcher-agentti-saa-hubspot-liitannan-crm-tieto-osaksi-alykasta-paatoksentekoa","status":"publish","type":"post","link":"https:\/\/techlance.ddns.net\/en\/researcher-agentti-saa-hubspot-liitannan-crm-tieto-osaksi-alykasta-paatoksentekoa\/","title":{"rendered":"Researcher-agentti saa HubSpot-liit\u00e4nn\u00e4n \u2013 CRM-tieto osaksi \u00e4lyk\u00e4st\u00e4 p\u00e4\u00e4t\u00f6ksentekoa"},"content":{"rendered":"<p><strong>Microsoft tuo Copilot Researcher -agentille merkitt\u00e4v\u00e4n laajennuksen:<\/strong><br>k\u00e4ytt\u00e4j\u00e4t voivat hy\u00f6dynt\u00e4\u00e4 <strong>HubSpot Connectoria<\/strong>, jonka avulla Researcher-agentti pystyy rikastamaan vastauksiaan suoraan HubSpotin CRM-datalla.<\/p>\n\n\n\n<p>\ud83c\udfaf <strong>GA: Marraskuu 2025<\/strong><\/p>\n\n\n\n<p>T\u00e4m\u00e4 avaa uuden tavan yhdist\u00e4\u00e4 Copilotin \u00e4lyk\u00e4s tutkimus ja yrityksen asiakasdata \u2013 ilman integraatioiden koodausta tai tiedon manuaalista hakua.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udca1 Mit\u00e4 t\u00e4m\u00e4 k\u00e4yt\u00e4nn\u00f6ss\u00e4 tarkoittaa?<\/h2>\n\n\n\n<p>Researcher-agentti voi jatkossa hy\u00f6dynt\u00e4\u00e4 HubSpotin tietoja esimerkiksi:<\/p>\n\n\n\n<p>\u2714 asiakaskohtaisten yhteenvetojen luomiseen<br>\u2714 myynnin tukimateriaalin valmisteluun<br>\u2714 asiakastilanteen ja trendien analysointiin<br>\u2714 markkinointitoimenpiteiden suunnitteluun<br>\u2714 automaattiseen taustatutkimukseen ennen tapaamista<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udccc Esimerkkej\u00e4 kysymyksist\u00e4, joita Researcher voi esitt\u00e4\u00e4 HubSpotille:<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Kysymys Copilotille<\/th><th>Mit\u00e4 Researcher tekee?<\/th><\/tr><\/thead><tbody><tr><td>\u201cAnna yhteenveto viime kuukauden parhaista liideist\u00e4.\u201d<\/td><td>Hakee HubSpotista liidilistat, rikastaa tiedoilla ja tekee analyysin.<\/td><\/tr><tr><td>\u201cValmistele tapaamistiivistelm\u00e4 asiakkaalle TechNordic Oy.\u201d<\/td><td>Yhdist\u00e4\u00e4 HubSpot-data, dokumentit ja viestinn\u00e4n yhteen briefiin.<\/td><\/tr><tr><td>\u201cMit\u00e4 kampanjoita HubSpotin data suosittelee ensi kuulle?\u201d<\/td><td>Analysoi HubSpotin konversion ja ehdottaa markkinointitoimia.<\/td><\/tr><tr><td>\u201cMitk\u00e4 asiakassegmentit ovat eniten kasvaneet t\u00e4n\u00e4 vuonna?\u201d<\/td><td>Poraa CRM-dataa ja esitt\u00e4\u00e4 suositukset visualisoituna.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udd01 Miten t\u00e4m\u00e4 toimii Copilotissa?<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Yritys ottaa <strong>HubSpot Connectorin<\/strong> k\u00e4ytt\u00f6\u00f6n Researcher-agentissa<\/li>\n\n\n\n<li>K\u00e4ytt\u00e4j\u00e4 antaa luonnollisen kielen kysymyksen Copilotille<\/li>\n\n\n\n<li>Researcher analysoi, tarvitsetko ulkoista CRM-dataa<\/li>\n\n\n\n<li>HubSpotista haetaan vain k\u00e4ytt\u00e4j\u00e4n oikeuksien mukaista tietoa<\/li>\n\n\n\n<li>Copilot yhdist\u00e4\u00e4 tiedot Microsoft 365 -kontekstiin (esim. tapaaminen, tarjous, strategia)<\/li>\n<\/ol>\n\n\n\n<p>\u27a1\ufe0f <strong>Ei manuaalista tiedonhakua \u2013 Copilot kokoaa kokonaisuuden automaattisesti<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udd10 Turvallisuus &amp; hallinta<\/h2>\n\n\n\n<p>HubSpot Connector noudattaa Copilotin dataturvamallia:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>HubSpot-data haetaan <strong>k\u00e4ytt\u00e4j\u00e4n omilla oikeuksilla<\/strong><\/li>\n\n\n\n<li>Data ei tallennu Copilot-malliin<\/li>\n\n\n\n<li>Admin voi rajata k\u00e4ytett\u00e4v\u00e4t kent\u00e4t ja agentin laajuuden<\/li>\n\n\n\n<li>Kaikki toimet ovat <strong>auditoitavissa (PPAC + Purview)<\/strong><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\ude80 Miksi t\u00e4m\u00e4 on iso edistysaskel?<\/h2>\n\n\n\n<p>T\u00e4m\u00e4 siirt\u00e4\u00e4 Copilotin <strong>tiedonhaun tasolta p\u00e4\u00e4t\u00f6ksentekoon<\/strong>:<br>Copilot ei pelk\u00e4st\u00e4\u00e4n \u201chae\u201d tietoa \u2013 se <strong>analysoi<\/strong>, <strong>yhdist\u00e4\u00e4<\/strong> ja <strong>muotoilee liiketoimintaa varten<\/strong>.<\/p>\n\n\n\n<p><strong>Agenttien aikakausi etenee \u2013 CRM ei en\u00e4\u00e4 ole pelkk\u00e4 rekisteri, vaan pohja AI-avusteiselle p\u00e4\u00e4t\u00f6ksenteolle.<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83c\udfaf Milloin kannattaa ottaa k\u00e4ytt\u00f6\u00f6n?<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Tilanne<\/th><th>Hy\u00f6ty<\/th><\/tr><\/thead><tbody><tr><td>Myyntitiimi k\u00e4ytt\u00e4\u00e4 HubSpotia<\/td><td>Copilot tekee tapaamistiivistelm\u00e4t automaattisesti<\/td><\/tr><tr><td>Markkinointi suunnittelee kampanjoita<\/td><td>Copilot ehdottaa segmentit &amp; toimenpiteet<\/td><\/tr><tr><td>Johtoryhm\u00e4 haluaa datavetoista raportointia<\/td><td>Researcher laatii insight-pohjaisen analyysin<\/td><\/tr><tr><td>CRM-data j\u00e4\u00e4 vajaak\u00e4ytt\u00f6\u00f6n<\/td><td>AI aktivoi tiedon reaaliaikaiseen hy\u00f6tyk\u00e4ytt\u00f6\u00f6n<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udccc Vinkit k\u00e4ytt\u00f6\u00f6nottoon<\/h2>\n\n\n\n<p><strong>Tee agentista roolipohjainen:<\/strong><br>\u2013 Myyntiagentti \/ Markkinointiagentti \/ Johtoagentti<\/p>\n\n\n\n<p><strong>Hy\u00f6dynn\u00e4 container-rajauksia:<\/strong><br>\u2013 Rajaa n\u00e4kyv\u00e4 HubSpot-data vain tarvittaville k\u00e4ytt\u00e4jille<\/p>\n\n\n\n<p><strong>Dokumentoi agentin teht\u00e4v\u00e4:<\/strong><br>\u2013 \u201cT\u00e4m\u00e4n agentin on tarkoitus analysoida liidien laatua, ei tehd\u00e4 tarjouksia.\u201d<\/p>\n\n\n\n<p><strong>Auditointi heti p\u00e4\u00e4lle<\/strong><br>\u2013 Purview + Copilot Audit Logs = n\u00e4kyvyys p\u00e4\u00e4t\u00f6ksiin<\/p>","protected":false},"excerpt":{"rendered":"<p>Microsoft tuo Copilot Researcher -agentille merkitt\u00e4v\u00e4n laajennuksen:k\u00e4ytt\u00e4j\u00e4t voivat hy\u00f6dynt\u00e4\u00e4 HubSpot Connectoria, jonka avulla Researcher-agentti pystyy rikastamaan vastauksiaan suoraan HubSpotin CRM-datalla. [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[24,32],"tags":[26,25,33],"class_list":["post-2223","post","type-post","status-publish","format-standard","hentry","category-keinoaly","category-tekoaly","tag-copilot","tag-ai","tag-tekoaly"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/techlance.ddns.net\/en\/wp-json\/wp\/v2\/posts\/2223","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/techlance.ddns.net\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/techlance.ddns.net\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/techlance.ddns.net\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/techlance.ddns.net\/en\/wp-json\/wp\/v2\/comments?post=2223"}],"version-history":[{"count":0,"href":"https:\/\/techlance.ddns.net\/en\/wp-json\/wp\/v2\/posts\/2223\/revisions"}],"wp:attachment":[{"href":"https:\/\/techlance.ddns.net\/en\/wp-json\/wp\/v2\/media?parent=2223"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/techlance.ddns.net\/en\/wp-json\/wp\/v2\/categories?post=2223"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/techlance.ddns.net\/en\/wp-json\/wp\/v2\/tags?post=2223"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}