{"id":489,"date":"2026-02-25T11:31:19","date_gmt":"2026-02-25T11:31:19","guid":{"rendered":"https:\/\/digiom.fi\/kradi\/?page_id=489"},"modified":"2026-09-21T10:37:06","modified_gmt":"2026-09-21T07:37:06","slug":"puolustusteollisuus","status":"publish","type":"page","link":"https:\/\/marshallai.com\/fi\/industries\/defence\/","title":{"rendered":"Puolustus- ja taktinen toiminta"},"content":{"rendered":"<div>\n<div>\n<section class=\"mh-section\">\n  <video class=\"mh-media\" autoplay=\"\" loop=\"\" muted=\"\" playsinline=\"\">\n    <source src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/2025-5_MarshallAI_hero_website_defence-1080p-H264.mp4\" type=\"video\/mp4\">\n  <\/video>\n  <div class=\"mh-overlay\"><\/div>\n  \n  <div class=\"mh-container\">\n    <div class=\"mh-content\">\n      <h1 class=\"mh-title\">Automaattinen anturi ja <em>Signaalitiedustelu<\/em><\/h1>\n      <h2 class=\"mh-subtitle\">Signaalien, miehitt\u00e4m\u00e4tt\u00f6mien ilma-alusten ja kiinnostavien kohteiden monimuototunnistus.<\/h2>\n    <\/div>\n  <\/div>\n<\/section>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gbp-section gb-element-207c56eb\">\n<div class=\"gb-element-0ed52b43\">\n<div class=\"gb-element-367c01c4\">\n<div class=\"gb-text gb-text-a7fb84b8 mai-eyebrow\">Luotettu<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-0fbd3479\">\n<div>\n<img decoding=\"async\" class=\"gb-media-bc9dbb95\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Puolustusvoimat-logo-svg.svg\" alt=\"Puolustusvoimat\" title=\"Puolustusvoimat\"\/>\n<\/div>\n\n\n\n<div>\n<img decoding=\"async\" class=\"gb-media-86b01c58\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Department-of-war-logo-svg.svg\" alt=\"Sotaministeri\u00f6\" title=\"Sotaministeri\u00f6\"\/>\n<\/div>\n\n\n\n<div>\n<img decoding=\"async\" class=\"gb-media-5a172836\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/US-Army-logo-svg.svg\" alt=\"Yhdysvaltain maavoimat\" title=\"Yhdysvaltain maavoimat\"\/>\n<\/div>\n\n\n\n<div>\n<img decoding=\"async\" class=\"gb-media-601e3902\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Finnish_customs_Tulli_logo_svg.svg\" alt=\"\" title=\"Suomen tulli Tulli logo svg\"\/>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section gb-element-5021a119\">\n<div class=\"gbp-section__inner gb-element-c47aa3ea\">\n<div class=\"mai-reveal\">\n<div class=\"gb-element-5b2eb2c1\"><nav style=\"--separator: &quot;\/&quot;\" class=\"wp-block-breadcrumbs\" aria-label=\"Murupolku\"><ol><li><a href=\"https:\/\/marshallai.com\/fi\/\">Etusivu<\/a><\/li><li><a href=\"https:\/\/marshallai.com\/fi\/industries\/\">Toimialat<\/a><\/li><li><span aria-current=\"page\">Puolustus- ja taktinen toiminta<\/span><\/li><\/ol><\/nav><\/div>\n\n\n\n<h2 class=\"gb-text mai-reveal mai-headline\">Teko\u00e4lyn\u00e4k\u00f6 ja anturi\u00e4lykkyys puolustus- ja taktisissa operaatioissa<\/h2>\n\n\n\n<p class=\"gb-text\">MarshallAI tarjoaa neuroverkkoihin perustuvia valvonta-, signaalianalyysi- ja kohteen tunnistusratkaisuja vaativiin toimintaymp\u00e4rist\u00f6ihin. Alusta toimii kokonaan paikan p\u00e4\u00e4ll\u00e4 kest\u00e4v\u00e4ll\u00e4 reuna-laitteistolla ilman pilvipalveluista riippuvuutta tai ulkoista tiedonsiirtoa. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Mukautettuja tunnistusmalleja voidaan kouluttaa ja ottaa k\u00e4ytt\u00f6\u00f6n paikan p\u00e4\u00e4ll\u00e4 v\u00e4h\u00e4isell\u00e4 kuvamateriaalilla \u2013 ilman internetyhteytt\u00e4 tai toimittajan osallisuutta.<\/p>\n\n\n\n<div class=\"gb-element-155eecdd\">\n<a class=\"gb-text gb-text-32fa298d mai-btn-primary\" href=\"https:\/\/marshallai.com\/fi\/ota-yhteytta\/\">Pyyd\u00e4 demo<\/a>\n\n\n\n<a class=\"gb-text mai-btn-secondary\" href=\"https:\/\/marshallai.com\/fi\/tapaustutkimukset\/\">N\u00e4yt\u00e4 tapaustutkimukset<\/a>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-9e0b1d8b mai-reveal\">\n<p class=\"mai-list-title\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\">T\u00e4ysin eristetty k\u00e4ytt\u00f6\u00f6notto ilman yhteytt\u00e4 verkkoon \u2013 ei pilvipalveluja, ei ulkoista tiedonsiirtoa<\/span><\/p>\n\n\n\n<p class=\"mai-list-title\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\">Sotilaallisten videostandardien tuki<\/span><\/p>\n\n\n\n<p class=\"mai-list-title\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\">Integraatio taktisiin C2-j\u00e4rjestelmiin<\/span><\/p>\n\n\n\n<p class=\"mai-list-title\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\">ATAK\/TAK-tuki (Android Team Awareness Kit \/ Android Tactical Assault Kit)<\/span><\/p>\n\n\n\n<p class=\"mai-list-title\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\">GeoTIFF- ja SAR-kuvatuki satelliittitiedusteluun<\/span><\/p>\n\n\n\n<p class=\"mai-list-title\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\">Analogia-, IP-, EO\/IR- ja RF-sensoritulojen tuki<\/span><\/p>\n\n\n\n<p class=\"mai-list-title\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\">Listattuna DoD Tradewinds Solutions Marketplace -alustalla<\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section gb-element-4b043856\">\n<div class=\"mai-container_inner-content gb-element-d102b61a\">\n<div class=\"gb-element-b2483d35\">\n<p class=\"gb-text gb-text-289dc078\">P\u00c4IVITYS: MarshallAI antaa teko\u00e4lypohjaisen spektrianalyysin k\u00e4dess\u00e4 pidett\u00e4ville SDR-taktisille radioille<\/p>\n\n\n\n<p class=\"gb-text-a5740a87\"><span class=\"gb-text\"><a href=\"https:\/\/www.bittium.com\/investors\/stock-exchange-press-releases\/?locate=PRM%2F2026%2F5379971\">Lue Bittiumin lehdist\u00f6tiedote<\/a><\/span><span class=\"gb-shape\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" version=\"1.1\" x=\"0px\" y=\"0px\" viewbox=\"0 0 100 125\" style=\"enable-background:new 0 0 100 100;\" xml:space=\"preserve\"><g><g><rect x=\"31.4\" y=\"35.1\" transform=\"matrix(0.7071 -0.7071 0.7071 0.7071 -7.65 55.5169)\" width=\"63.6\" height=\"3.7\"><\/rect><\/g><g><polygon points=\"87.6,40.7 83.8,40.7 83.8,16.4 59.4,16.4 59.4,12.6 87.6,12.6   \"><\/polygon><\/g><g><polygon points=\"80.1,87.6 12.6,87.6 12.6,20.1 46.3,20.1 46.3,23.9 16.3,23.9 16.3,83.9 76.3,83.9 76.3,53.9 80.1,53.9   \"><\/polygon><\/g><\/g><\/svg><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section gb-element-40675d4d\">\n<div class=\"mai-container__inner-narrow\">\n<div class=\"gb-element-66547f9b\">\n<div>\n<p class=\"gb-text gb-text-a8588f6b\"><strong>Voittaja<\/strong><em> <\/em><br><em>xTech Global AI Challenge<\/em><\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-223f5b26\">\n<p class=\"gb-text gb-text-53531141\"><strong>K\u00e4ytt\u00f6\u00f6noton toteuttaja<br><\/strong><em>Puolustusvoimat<\/em><\/p>\n<\/div>\n\n\n\n<div>\n<p class=\"gb-text gb-text-20b80aca\"><strong>Palkittavissa oleva<\/strong><br><em>Tradewinds Marketplace<\/em><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section gb-element-21fd0653\">\n<div class=\"mai-container_inner-content\">\n<h2 class=\"wp-block-heading has-text-align-center mai-reveal mai-headline\">K\u00e4ytt\u00f6tapaukset<\/h2>\n\n\n\n<div class=\"gb-element-56277fa7\">\n<div>\n<img loading=\"lazy\" decoding=\"async\" width=\"500\" height=\"500\" class=\"gb-media-9b18ea76\" alt=\"\" title=\"MarshallAI_uas-det-example_crop\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_uas-det-example_crop.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_uas-det-example_crop.webp 500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_uas-det-example_crop-150x150.webp 150w\" sizes=\"auto, (max-width: 500px) 100vw, 500px\" \/>\n\n\n\n<h2 class=\"gb-text\">lennokkien havaitseminen<\/h2>\n\n\n\n<p class=\"gb-text\">Tunnista ja seuraa miehitt\u00e4m\u00e4tt\u00f6mi\u00e4 ilma-aluksia reaaliajassa useiden sensoritulojen kautta \u2014 mukaan lukien EO\/IR-videosy\u00f6tteet, akustiset sensorit ja RF-spektritiedot.<\/p>\n<\/div>\n\n\n\n<div>\n<img loading=\"lazy\" decoding=\"async\" width=\"282\" height=\"256\" class=\"gb-media-5dbf5abb\" alt=\"\" title=\"MarshallAI_ihmisen_\u00e4\u00e4nen_spektri\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_hum_voice_spectrum.webp\"\/>\n\n\n\n<h2 class=\"gb-text\">Spektrianalyysi<\/h2>\n\n\n\n<p class=\"gb-text\">Analysoi radiotaajuisia (RF) ja akustisia spektrisy\u00f6tteit\u00e4 reaaliajassa poikkeamien tunnistamiseksi, signatuuritunnusmerkkien m\u00e4\u00e4ritt\u00e4miseksi ja kiinnostavien tapahtumien havaitsemiseksi monimutkaisessa taustakohinassa.<\/p>\n<\/div>\n\n\n\n<div>\n<img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"1080\" class=\"gb-media-9d7b8dea\" alt=\"\" title=\"MarshallAI_satelliitti_SAR_portti\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_satellite_SAR_port.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_satellite_SAR_port.webp 1080w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_satellite_SAR_port-500x500.webp 500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_satellite_SAR_port-900x900.webp 900w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_satellite_SAR_port-150x150.webp 150w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_satellite_SAR_port-768x768.webp 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/>\n\n\n\n<h2 class=\"gb-text\">Satelliittitiedustelu<\/h2>\n\n\n\n<p class=\"gb-text\">K\u00e4sittele ja analysoi satelliittikuvia reaaliajassa muutoksien havaitsemiseksi, kiinnostavien kohteiden tunnistamiseksi ja toiminnan seuraamiseksi suurilla alueilla ajan my\u00f6t\u00e4. Alusta tukee GeoTIFF-rasterimuotoja ja SAR-tutkakuvia (Synthetic Aperture Radar), mik\u00e4 mahdollistaa analysoinnin kaikissa s\u00e4\u00e4- ja valaistusolosuhteissa.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section gb-element-d21833aa\">\n<div class=\"mai-container_inner-content\">\n<div class=\"gb-element-3952319b\">\n<a class=\"gb-text gb-text-42b085b6 mai-btn-primary\" href=\"https:\/\/marshallai.com\/fi\/alusta\/\">AFSA-alusta<\/a>\n\n\n\n<a class=\"gb-text mai-btn-secondary\" href=\"https:\/\/marshallai.com\/fi\/reid-edge-laite\/\">REID \u2013 Reunalaitteisto<\/a>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section\">\n<h2 class=\"gb-text gb-text-006c1760 mai-reveal mai-headline\">Teko\u00e4lypohjainen signaalianalyysi puolustussovelluksiin<\/h2>\n\n\n\n<div class=\"mai-container_inner-content\">\n<div class=\"gb-element-b912bdcb\">\n<div class=\"gb-element-e58c60ec\">\n<img decoding=\"async\" class=\"gb-media-0b193b11\" alt=\"\" title=\"MAI-icon-security-shield-trans\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-security-shield-trans.svg\"\/>\n\n\n\n<h2 class=\"gb-text\">Turvallinen<\/h2>\n\n\n\n<p class=\"gb-text\">Kriittisist\u00e4 kriittisin, eristetty k\u00e4sittely arkaluonteisiin ymp\u00e4rist\u00f6ihin.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-ef2d39cd\">\n<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"900\" class=\"gb-media-d4a2a5cb\" alt=\"\" title=\"MAI-kuvake-suomi\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-finnish.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-finnish.webp 900w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-finnish-300x300.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-finnish-150x150.webp 150w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-finnish-768x768.webp 768w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/>\n\n\n\n<h2 class=\"gb-text\">Suomalainen insin\u00f6\u00f6ritaito<\/h2>\n\n\n\n<p class=\"gb-text\">Kehitetty vakaassa ja l\u00e4pin\u00e4kyv\u00e4ss\u00e4 oikeusj\u00e4rjestelm\u00e4ss\u00e4.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-6b3c2c98\">\n<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"902\" class=\"gb-media-31ad73a3\" alt=\"\" title=\"MAI-icon-performance-trans-v2\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-performance-trans-v2.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-performance-trans-v2.webp 900w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-performance-trans-v2-300x300.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-performance-trans-v2-150x150.webp 150w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-performance-trans-v2-768x770.webp 768w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/>\n\n\n\n<h2 class=\"gb-text\">Nopea mallin kehitys<\/h2>\n\n\n\n<p class=\"gb-text\">Mallin koulutus alle 2 tunnissa, kuten Yhdysvaltain puolustusministeri\u00f6 (DoD) on todistanut.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-5ed1f395\">\n<img decoding=\"async\" class=\"gb-media-9c399266\" alt=\"\" title=\"MAI-icon-nodebased-trans-v2\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-nodebased-trans-v2.svg\"\/>\n\n\n\n<h2 class=\"gb-text\">Solmupohjainen logiikka<\/h2>\n\n\n\n<p class=\"gb-text\">Ved\u00e4 ja pudota -putket mukautuakseen muuttuviin teht\u00e4v\u00e4parametreihin.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-f08846bc\">\n<img decoding=\"async\" class=\"gb-media-4ed66ce0\" alt=\"\" title=\"MAI-icon-multimodal-trans-v2\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-multimodal-trans-v2.svg\"\/>\n\n\n\n<h2 class=\"gb-text\">Monimodaalinen datan yhdist\u00e4minen<\/h2>\n\n\n\n<p class=\"gb-text\">Yhdist\u00e4 l\u00e4mp\u00f6-, EO- ja akustisten antureiden sy\u00f6tteet yhdeksi toimintakelpoiseksi tiedusteluvirraksi.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section mai-bg-alt-2\">\n<div class=\"mai-container__inner-narrow gb-element-87b82932\">\n<section class=\"reid-section\">\n\n  <!-- \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n       HERO ROW\n  \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550 -->\n  <div class=\"reid-hero\">\n\n    <!-- Image -->\n    <div class=\"reid-image-card reid-reveal\" style=\"transition-delay: 0.05s;\">\n      <div class=\"img-corner tl\"><\/div>\n      <div class=\"img-corner tr\"><\/div>\n      <div class=\"img-corner bl\"><\/div>\n      <div class=\"img-corner br\"><\/div>\n      <img decoding=\"async\"\n        src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/MAI-AFSA-REID-G-004-G-scaled.png\"\n        alt=\"REID-4-reunalaitety\u00f6laite\"\n      \/>\n      <div class=\"reid-image-label\">REID-v4 \u00b7 AKTIIVINEN<\/div>\n      <div class=\"reid-origin\">Suomi<\/div>\n    <\/div>\n\n    <!-- Intro copy -->\n    <div class=\"reid-intro reid-reveal\" style=\"transition-delay: 0.15s;\">\n      <div class=\"reid-model\">Reuna-laite \u00b7 REID-4<\/div>\n      <h2 class=\"reid-title\">\u00c4lykkyys osoitteessa<br>se <span>taktinen etu<\/span><\/h2>\n      <p class=\"reid-desc\">\n        Laskentateho ja tallennustila monimutkaisten signaalianalyysiteht\u00e4vien suorittamiseen 5\u201315 samanaikaiselle datavirralle \u2013 jopa vaativimmissa ja ankarimmissa ymp\u00e4rist\u00f6iss\u00e4, kaikki reaaliajassa. REID-4 sis\u00e4lt\u00e4\u00e4 t\u00e4ydet laitteistorurssit ja kaiken ohjelmiston, jota tarvitaan syv\u00e4herksojen kouluttamiseen paikan p\u00e4\u00e4ll\u00e4.\n      <\/p>\n\n      <div class=\"reid-callouts\">\n        <div class=\"reid-callout\">\n          <div class=\"reid-callout-dot\"><\/div>\n          5\u201315 samanaikaista l\u00e4hetyst\u00e4\n        <\/div>\n        <div class=\"reid-callout\">\n          <div class=\"reid-callout-dot\"><\/div>\n          Laitekohtainen neuroverkkojen koulutus\n        <\/div>\n        <div class=\"reid-callout\">\n          <div class=\"reid-callout-dot\"><\/div>\n          4 kg \u00b7 Yksi CAT6\n        <\/div>\n        <div class=\"reid-callout\">\n          <div class=\"reid-callout-dot\"><\/div>\n          IP68 \u00b7 \u201340 ... +50 \u00b0C\n        <\/div>\n      <\/div>\n\n      <div class=\"reid-milstd\">\n        <div class=\"reid-milstd-icon\">\n          <svg width=\"14\" height=\"14\" viewbox=\"0 0 24 24\" fill=\"none\"\n               stroke=\"currentColor\" stroke-width=\"1.8\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n            <path d=\"M12 22s8-4 8-10V5l-8-3-8 3v7c0 6 8 10 8 10z\"\/>\n          <\/svg>\n        <\/div>\n        Suunniteltu MIL-STD-810H-standardien mukaisesti \u00b7 AECTP 100-500 -yhteensopiva \n      <\/div>\n      <a href=\"https:\/\/marshallai.com\/fi\/reid-edge-laite\/\" class=\"reid-hero-btn\">\n        Lue lis\u00e4\u00e4 aiheesta REID-4\n        <svg width=\"13\" height=\"13\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\"\n             stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n          <line x1=\"5\" y1=\"12\" x2=\"19\" y2=\"12\"\/>\n          <polyline points=\"12 5 19 12 12 19\"\/>\n        <\/svg>\n      <\/a>\n    <\/div>\n\n  <\/div>\n<\/section>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section\">\n<div class=\"mai-container__inner-narrow gb-element-e480213a\">\n<h2 class=\"gb-text\">Listattu Tradewindsiss\u00e4<\/h2>\n\n\n\n<a href=\"https:\/\/www.tradewindai.com\/tw-marketplace\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" class=\"gb-media-f63d1aa3\" alt=\"\" title=\"tradewindsai-awardable-black\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/tradewindsai-awardable-black-e1773235811867-300x300.png\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/tradewindsai-awardable-black-e1773235811867-300x300.png 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/tradewindsai-awardable-black-e1773235811867-1024x1024.png 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/tradewindsai-awardable-black-e1773235811867-150x150.png 150w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/tradewindsai-awardable-black-e1773235811867-768x768.png 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/tradewindsai-awardable-black-e1773235811867.png 1130w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a>\n\n\n\n<p class=\"wp-block-paragraph\">Tradewinds Solutions Marketplace on digitaalinen tietovarasto heti hankittavissa olevista ratkaisuista, jotka vastaavat&nbsp;<strong>Sotaministeri\u00f6n (DoW)<\/strong>&nbsp;merkitt\u00e4vimm\u00e4t haasteet teko\u00e4lyn ja koneoppimisen (AI\/ML), datan ja analytiikan alalla. <br>Valtion asiakkaat voivat luoda tilin osoitteessa <a href=\"https:\/\/www.tradewindai.com\">www.tradewindai.com<\/a>.<\/p>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Automatic Sensor and Signal Intelligence Multimodal detection of signals, UAVs and subjects-of-interest. Trusted by AI Vision and Sensor Intelligence for Defence and Tactical Operations MarshallAI delivers neural network-based surveillance, signal analysis, and object detection for demanding operational environments. The platform runs entirely on-premise on ruggedised edge hardware, with no cloud dependency and no external data &#8230; <a title=\"Puolustus- ja taktinen toiminta\" class=\"read-more\" href=\"https:\/\/marshallai.com\/fi\/industries\/defence\/\" aria-label=\"Lue lis\u00e4\u00e4 aiheesta Defence &amp; Tactical Operations\">Lue lis\u00e4\u00e4<\/a><\/p>","protected":false},"author":1,"featured_media":2052,"parent":2393,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"content-type":"","page_theme":"dark","footnotes":""},"class_list":["post-489","page","type-page","status-publish","has-post-thumbnail"],"_links":{"self":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/pages\/489","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/comments?post=489"}],"version-history":[{"count":15,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/pages\/489\/revisions"}],"predecessor-version":[{"id":4198,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/pages\/489\/revisions\/4198"}],"up":[{"embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/pages\/2393"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/media\/2052"}],"wp:attachment":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/media?parent=489"}],"curies":[{"name":"Hyvin pelattu","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}