{"id":102963,"date":"2026-06-30T11:49:04","date_gmt":"2026-06-30T09:49:04","guid":{"rendered":"https:\/\/venzo.com\/?p=102963"},"modified":"2026-07-24T09:24:55","modified_gmt":"2026-07-24T07:24:55","slug":"shadow-ai-nar-innovationen-lober-fra-sikkerheden","status":"publish","type":"post","link":"https:\/\/venzo.com\/da\/shadow-ai-nar-innovationen-lober-fra-sikkerheden\/","title":{"rendered":"\u201cShadow AI\u201d \u2013 n\u00e5r innovationen l\u00f8ber fra sikkerheden"},"content":{"rendered":"

[vc_row][vc_column column_width_percent=”65″ gutter_size=”3″ overlay_alpha=”50″ shift_x=”0″ shift_y=”0″ shift_y_down=”0″ z_index=”0″ medium_width=”0″ mobile_width=”0″ width=”1\/1″ uncode_shortcode_id=”119156″][vc_column_text uncode_shortcode_id=”177445″]Af Kasper Ravn Breindal <\/em><\/p>\n

Dine proxylogs CASB logs viser trafik til AI-tjenester, du aldrig har godkendt. En medarbejder tester et browser-plugin. En udvikler bruger en ny, smart kodeagent. En specialist uploader et kundedokument til en gratis chatbot. <\/p>\n

Det ligner og f\u00f8les som \u00f8get produktivitet, og det er det nok ogs\u00e5, men m\u00e5ske er det i virkeligheden eksponering af fortrolig data?<\/p>\n

Denne artikel skulle egentlig have handlet om h\u00e5ndgribelige v\u00e6rkt\u00f8jer til at bek\u00e6mpe cyberangreb (fx loganalyse i SIEM-systemer). Men med de seneste m\u00e5neders udvikling inden for AI er der noget andet, der fylder mere lige nu. Nemlig hvordan vi h\u00e5ndterer \u201cShadow AI\u201d. <\/p>\n

 <\/p>\n

Men netop fordi det som s\u00e5dan ikke er noget nyt kan vi heldigvis ogs\u00e5 bruge en masse af den viden og erfaring vi har fra \u201dgammeldagsalmindelig\u201d skygge-it. Og her g\u00e6lder det helt grundl\u00e6ggende, at du ikke kan styre risikoen, hvis du ikke kan f\u00f8lge med i brugen af teknologierne. <\/p><\/blockquote>\n

 <\/p>\n

Begrebet \u201cShadow AI\u201d d\u00e6kker over, at medarbejdere tager AI-v\u00e6rkt\u00f8jer i brug p\u00e5 egen h\u00e5nd uden om de officielle kanaler, og p\u00e5 den m\u00e5de \u00e5bner bagd\u00f8ren for datal\u00e6k, compliance-brud eller et cyberangreb.<\/p>\n

Men er det noget nyt? Set med mine it-sikkerhedsbriller er \u201cShadow AI\u201d, et klassisk sikkerhedsproblem i en ny form. Men udviklingen g\u00e5r alarmerende hurtig og governance har simpelthen sv\u00e6rt ved at f\u00f8lge med behovet i forretningen. <\/p>\n

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Men netop fordi det som s\u00e5dan ikke er noget nyt kan vi heldigvis ogs\u00e5 bruge en masse af den viden og erfaring vi har fra \u201dgammeldagsalmindelig\u201d skygge-it. Og her g\u00e6lder det helt grundl\u00e6ggende, at du ikke kan styre risikoen, hvis du ikke kan f\u00f8lge med i brugen af teknologierne. Og hvis du kun svarer med blokeringer, flytter brugen sig bare. <\/p>\n

Derfor plejer jeg at r\u00e5dgiver jeg mine kunder til at f\u00e5 tre ting p\u00e5 plads, som det f\u00f8rste:<\/p>\n

    \n
  • Skab teknisk synlighed p\u00e5 tv\u00e6rs af netv\u00e6rk, endpoints, SaaS og identiteter<\/li>\n
  • Knyt AI-brug til data, roller og forretningskontekst<\/li>\n
  • Bliv enige om en beslutningsmodel for blokering, begr\u00e6nsning eller kontrolleret onboarding<\/li>\n<\/ul>\n

    Lad os se lidt p\u00e5, hvad det kan betyde i praksis.<\/p>\n

    Skab teknisk synlighed <\/strong><\/h3>\n

    Start med de kontroller, du allerede har. Shadow AI kr\u00e6ver sj\u00e6ldent et helt nyt sikkerhedsprogram – det kr\u00e6ver, at du bruger din eksisterende telemetriy bedre. <\/p>\n

    Typisk arbejder jeg og mine kolleger i VENZO i fire spor.<\/p>\n

    F\u00f8rst trafik. CASB, SSE, Secure Web Gateway, DNS, proxy og firewall kan afsl\u00f8re kald til kendte AI-dom\u00e6ner og API-endpoints. Mange platforme har allerede kategorier for generative AI-applikationer. Brug dem aktivt. Ikke kun til blokering, men ogs\u00e5 til discovery. <\/p>\n

    Dern\u00e6st identitet. IdP-logs viser, hvem der logger ind hvor. OAuth-consent viser, hvilke apps der har f\u00e5et adgang. Det er ofte her, de stille problemer dukker op: sm\u00e5 SaaS-v\u00e6rkt\u00f8jer, AI-plugins og private konti brugt til arbejdsdata. <\/p>\n

    Tredje spor er endpoints. EDR og MDM kan vise installerede klienter, browserudvidelser og lokale modeller. Det er vigtigt, fordi ikke al AI-brug g\u00e5r gennem tydelige webdom\u00e6ner. <\/p>\n

    Fjerde spor er data. DLP og dataklassifikation skal kobles p\u00e5 AI-trafikken. Ellers ved du kun, at nogen bruger et v\u00e6rkt\u00f8j, men ikke hvad de sender derhen. <\/p>\n

    Mange organisationer stopper ved applikationsnavnet, men dette er ikke nok. ChatGPT, Claude eller en ukendt SaaS-AI er tkun den halve historie \u2013 den anden finder vi ved at afd\u00e6kke hvem<\/em>, hvad og hvorfor<\/em><\/span> \u2013 alts\u00e5 hvem<\/em><\/span> bruger applikationen, hvilken<\/em><\/span> data har de smidt ind i den, og med hvilket form\u00e5l<\/em>. <\/p>\n<\/div>\n<\/div>\n

    [\/vc_column_text][\/vc_column][\/vc_row][vc_row row_height_percent=”0″ override_padding=”yes” h_padding=”3″ top_padding=”2″ bottom_padding=”2″ overlay_alpha=”50″ gutter_size=”3″ column_width_percent=”100″ border_color=”color-gyho” border_style=”solid” shift_y=”0″ z_index=”0″ css=”.vc_custom_1723804910881{border-top-width: 1px !important;}” uncode_shortcode_id=”213430″ border_color_type=”uncode-palette”][vc_column column_width_percent=”100″ position_horizontal=”right” align_horizontal=”align_center” gutter_size=”0″ overlay_alpha=”50″ shift_x=”0″ shift_y=”0″ shift_y_down=”0″ z_index=”0″ medium_width=”0″ mobile_width=”0″ width=”1\/3″ uncode_shortcode_id=”106274″][vc_single_image media=”102982″ media_width_percent=”100″ uncode_shortcode_id=”103626″][\/vc_column][vc_column column_width_percent=”100″ gutter_size=”2″ overlay_alpha=”50″ shift_x=”0″ shift_y=”0″ shift_y_down=”0″ z_index=”0″ medium_width=”0″ mobile_width=”0″ width=”2\/3″ uncode_shortcode_id=”147167″][vc_single_image media=”102983″ media_width_percent=”90″ shadow=”yes” shadow_weight=”sm” uncode_shortcode_id=”776037″][\/vc_column][\/vc_row][vc_row row_height_percent=”0″ overlay_alpha=”50″ gutter_size=”3″ column_width_percent=”100″ shift_y=”0″ z_index=”0″ content_parallax=”0″ uncode_shortcode_id=”879623″][vc_column column_width_percent=”65″ gutter_size=”3″ overlay_alpha=”50″ shift_x=”0″ shift_y=”0″ shift_y_down=”0″ z_index=”0″ medium_width=”0″ mobile_width=”0″ width=”1\/1″ uncode_shortcode_id=”102643″][vc_column_text uncode_shortcode_id=”428015″]<\/p>\n

    Knyt AI-brug til data, roller og forretningskontekst<\/strong><\/h3>\n

    N\u00e5r du har fundet brugen, skal den ikke bare ende i et regneark, men skal selvf\u00f8lgelig forankres ind i en governancemodel.<\/p>\n

    Jeg anbefaler mine kunder et centralt AI-katalog, der viser observerede v\u00e6rkt\u00f8jer, datatyper, kapabiliteter, brugergrupper, risikoniveau og beslutning, for eksempel blokeret, begr\u00e6nset, under vurdering eller onboardet som godkendt l\u00f8sning.<\/p>\n

    Derudover skal risikovurderingen v\u00e6re konkret. Hvor lagres data? Bruges input til tr\u00e6ning? Er der databehandleraftale? Hvilken jurisdiktion g\u00e6lder? Kan logs eksporteres? Kan adgang styres centralt? Kan kapabilitieter scopes ned? <\/p>\n

    Det er her, governance, security og compliance m\u00f8des. GDPR kr\u00e6ver styr p\u00e5 persondata. NIS2 \u00f8ger presset p\u00e5 risikostyring og dokumentation. EU AI Act skubber yderligere p\u00e5 behovet for overblik. Du skal kunne forklare, hvad der bruges, af hvem, til hvad og med hvilke kontroller. <\/p>\n

    Compliance bliver ofte involveret for sent og det skaber un\u00f8dvendige hovedbrud, hvis (eller rettere n\u00e5r) AI bliver brugt til noget det ikke skal bruges til.<\/p>\n

    Bliv enige om en beslutningsmodel <\/strong><\/h3>\n

    Nu kommer den sv\u00e6re del, nemlig at handle p\u00e5 det, I har fundet.<\/p>\n

    Kort sagt; vinder ingen p\u00e5 at lade st\u00e5 til, men man vinder heller ikke p\u00e5 at blokere alt. Den rigtige vej ligger et eller andet sted i midten, hvor I beslutter, hvad der skal blokeres, hvad der kan rummes med begr\u00e6nsninger, og hvad der b\u00f8r integreres sikkert i platformen. <\/p>\n

    T\u00e6nk i tre enkle kategorier: blok\u00e9r, begr\u00e6ns eller onboard.<\/p>\n

      \n
    • Bloker<\/strong>, n\u00e5r risikoen er klart for h\u00f8j eller v\u00e6rdien for lav. Eksempel: en gratis AI-tjeneste uden kontroller, hvor fortrolige data nemt kan l\u00e6kke \u2013 den h\u00f8rer til i den r\u00f8de kategori<\/strong>. <\/li>\n
    • Begr\u00e6ns<\/strong>, n\u00e5r et v\u00e6rkt\u00f8j giver reel nytte, men kun er forsvarligt med skarpe rammer. For eksempel kan udviklere f\u00e5 lov at bruge en AI-kodeagentassistent \u2013 men kun p\u00e5 uf\u00f8lsom kode, og aldrig p\u00e5 kundedata. Dette h\u00f8rer i en gul kategori<\/strong>. <\/li>\n
    • Onboard (integr\u00e9r)<\/strong>, n\u00e5r et skyggev\u00e6rkt\u00f8j er blevet uundv\u00e6rligt og kan bringes under fuld kontrol. S\u00e5 giver det mening at g\u00f8re det til en officiel, kontrolleret del af jeres setup \u2013 fx via en enterprise-version eller en intern implementering. Dette er en gr\u00f8n kategori<\/strong>. <\/li>\n<\/ul>\n

      I praksis kr\u00e6ver det en beslutningsproces, der b\u00e5de er hurtig og konsistent. Ideelt har I et lille tv\u00e6rg\u00e5ende team eller AI Governance Board som l\u00f8bende vurderer nye AI-fund og hurtigt kan afg\u00f8re, hvilken kategorier v\u00e6rkt\u00f8jerne. <\/p>\n

      N\u00e5r I f\u00f8rst har defineret, hvad der skal blokeres, begr\u00e6nses eller onboardes, s\u00e5 husk at melde det klart ud. Medarbejderne skal vide, hvad de m\u00e5 bruge. Derudover skal de selvf\u00f8lgelig ogs\u00e5 vide, hvilke typer data de aldrig m\u00e5 komme i eksterne AI-v\u00e6rkt\u00f8jer, hvilke v\u00e6rkt\u00f8jer der er okay at eksperimentere med \u2013 og hvilke, der er totalt no go. Husk is\u00e6r ogs\u00e5 at fort\u00e6lle, hvad man g\u00f8r, hvis man allerede har taget noget fy-fy uden for skiven i brug! <\/p>\n

      N\u00e6ste skridt: 30 dages discovery<\/strong><\/h3>\n

      Ligesom skygge-it er et gammelt f\u00e6nomenf\u00e6nomen, kommer Shadow AI heller ikke til at forsvinde. Tv\u00e6rtimod bliver det sv\u00e6rere og sv\u00e6rere at h\u00e5ndtere efterh\u00e5nden som der kommer flere og flere v\u00e6rkt\u00f8jer, anvendelsesmuligheder og \u00f8nsker fra medarbejderne. <\/p>\n

      Og som n\u00e6vnt reducerer I ikke risikoen ved kun at forbyde. I reducerer den ved at skabe synlighed, koble brugen til data og ved at v\u00e6re gode (og hurtige) til at tr\u00e6ffe beslutninger om AI. <\/p>\n

      Og hvad s\u00e5 nu, sp\u00f8rger du?<\/p>\n

      Ovenst\u00e5ende kommer forh\u00e5bentlig ikke som lyn fra en klar himmel. S\u00e5 et realistisk n\u00e6ste skridt kunne v\u00e6re at gennemf\u00f8re en 30 dages discovery p\u00e5 jeres AI-trafik, OAuth-apps, browserudvidelser og DLP-h\u00e6ndelserved at bruge de datakilder i har tilg\u00e6ngelige. Byg derefter f\u00f8rste version af dit AI-katalog, s\u00f8rg for at I har et AI Governance Board af en art \u2013 og tag aktiv stilling til, hvad du vil blokere, begr\u00e6nse eller bringe ud af skyggen og frem i lyset.[\/vc_column_text][\/vc_column][\/vc_row]<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"

      [vc_row][vc_column column_width_percent=”65″ gutter_size=”3″ overlay_alpha=”50″ shift_x=”0″ shift_y=”0″ shift_y_down=”0″ z_index=”0″ medium_width=”0″ mobile_width=”0″ width=”1\/1″ uncode_shortcode_id=”119156″][vc_column_text uncode_shortcode_id=”177445″]Af Kasper Ravn Breindal Dine proxylogs CASB logs […]<\/p>\n","protected":false},"author":32,"featured_media":102975,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_price":"","_stock":"","_tribe_ticket_header":"","_tribe_default_ticket_provider":"","_tribe_ticket_capacity":"","_ticket_start_date":"","_ticket_end_date":"","_tribe_ticket_show_description":"","_tribe_ticket_show_not_going":false,"_tribe_ticket_use_global_stock":"","_tribe_ticket_global_stock_level":"","_global_stock_mode":"","_global_stock_cap":"","_tribe_rsvp_for_event":"","_tribe_ticket_going_count":"","_tribe_ticket_not_going_count":"","_tribe_tickets_list":"[]","_tribe_ticket_has_attendee_info_fields":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_wpcom_ai_launchpad_first_post":false,"_jetpack_hide_featured_image":false,"_jetpack_featured_image_duplicate_dismissed":0,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"{title}\n\n{excerpt}\n\n{url}","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"_wpas_customize_per_network":false,"jetpack_post_was_ever_published":false},"categories":[201],"tags":[],"story_tags":[],"class_list":["post-102963","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-indsigt"],"yoast_head":"\n\u201cShadow AI\u201d \u2013 n\u00e5r innovationen l\u00f8ber fra sikkerheden - VENZO<\/title>\n<meta name=\"description\" content=\"Dette er et klassisk sikkerhedsproblem i en ny form. Men styringen kan simpelthen ikke f\u00f8lge med de behov og krav, der stilles til AI i forretningen.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/venzo.com\/da\/shadow-ai-nar-innovationen-lober-fra-sikkerheden\/\" \/>\n<meta property=\"og:locale\" content=\"da_DK\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u201cShadow AI\u201d \u2013 n\u00e5r innovationen l\u00f8ber fra sikkerheden - VENZO\" \/>\n<meta property=\"og:description\" content=\"Dette er et klassisk sikkerhedsproblem i en ny form. 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