{"id":28954,"date":"2026-07-24T08:52:00","date_gmt":"2026-07-24T08:52:00","guid":{"rendered":"https:\/\/bilnex.io\/en\/ai-invoice-fraud-detection\/"},"modified":"2026-07-24T08:52:00","modified_gmt":"2026-07-24T08:52:00","slug":"maksliga-intelekta-rekinu-krapsanas-atklasana","status":"publish","type":"page","link":"https:\/\/bilnex.io\/lv\/maksliga-intelekta-rekinu-krapsanas-atklasana\/","title":{"rendered":"R\u0113\u0137inu kr\u0101p\u0161ana: k\u0101 m\u0101ksl\u012bgais intelekts atkl\u0101j viltotus r\u0113\u0137inus"},"content":{"rendered":"<article class=\"article-content-section article-content article-single\">\n<div class=\"container content-area\">\n<div class=\"text-content ce-answer\">\n<p>R\u0113\u0137inu kr\u0101p\u0161ana ir veiksm\u012bga, ja viltots r\u0113\u0137ins izskat\u0101s \u012bsts \u2014 un tie\u0161i tur iek\u0101rt\u0101m ir priek\u0161roc\u012bba, jo t\u0101s p\u0101rbauda modeli, nevis izskatu. Izplat\u012bt\u0101k\u0101s sh\u0113mas ir \u010detras: viltots pieg\u0101d\u0101t\u0101ja r\u0113\u0137ins par nekad nesniegtiem pakalpojumiem, IBAN aizst\u0101\u0161ana, kur kr\u0101pnieks uzdodas par j\u016bsu zin\u0101mo pieg\u0101d\u0101t\u0101ju un pazi\u0146o par \u201cjaunu\u201d bankas kontu, gandr\u012bz identisks r\u0113\u0137ina dublik\u0101ts ar nelielu atlikumu un steidzams p\u0101rskait\u012bjuma r\u012bkojums vad\u012bt\u0101ja v\u0101rd\u0101. Neviens no \u0161iem nav jauns; jauns ir tas, ka katra r\u0113\u0137ina kontekst\u0101 (pieg\u0101d\u0101t\u0101ja v\u0113sture, konti, summas, ritms) tiek automatiz\u0113ta gr\u0101matved\u012bba, lai boj\u0101ta sh\u0113ma par\u0101d\u012btos pirms maks\u0101juma veik\u0161anas, nevis audita laik\u0101.<\/p>\n<h2 id=\"which-signals-does-the-machine-catch\">K\u0101dus sign\u0101lus ier\u012bce uztver?<\/h2>\n<p>Pieci sp\u0113c\u012bg\u0101kie. Main\u012bts bankas konts: paz\u012bstams pieg\u0101d\u0101t\u0101js, bet IBAN at\u0161\u0137iras no katra iepriek\u0161\u0113j\u0101 r\u0113\u0137ina \u2013 visb\u012bstam\u0101kais un visviegl\u0101k nosak\u0101mais sign\u0101ls. Summas vai bie\u017eums \u0101rpus v\u0113stures: pieg\u0101d\u0101t\u0101js, kur\u0161 katru m\u0113nesi izraksta r\u0113\u0137inus aptuveni t\u016bksto\u0161 eiro apm\u0113r\u0101, p\u0113k\u0161\u0146i nos\u016bta divus r\u0113\u0137inus ned\u0113\u013c\u0101. Dublik\u0101ti: t\u0101da pati summa, datums un atsauce k\u0101 jau apstr\u0101d\u0101tam r\u0113\u0137inam. Pirmreiz\u0113js pieg\u0101d\u0101t\u0101js: pats par sevi nav aizdom\u012bgs, bet vienm\u0113r ir v\u0113rts cilv\u0113ku acs uzman\u012bbu. Un laiks \u0101rpus ierast\u0101 mode\u013ca: piektdienas vakara r\u0113\u0137ins pirms sv\u0113tkiem ir klasika k\u0101da iemesla d\u0113\u013c. Katrs sign\u0101ls noz\u012bm\u0113 vienu un to pa\u0161u: r\u0113\u0137ins apst\u0101jas un non\u0101k pie cilv\u0113ka ar iemeslu. <em>k\u0101p\u0113c<\/em> tas tika atz\u012bm\u0113ts ar karodzi\u0146u.<\/p>\n<h2 id=\"is-ai-enough-no-here-are-the-human-rules\">Vai pietiek ar m\u0101ksl\u012bgo intelektu? L\u016bk, cilv\u0113ku noteikumi<\/h2>\n<p>Tr\u012bs proced\u016bras, ko neaizst\u0101j neviens r\u012bks. Konta izmai\u0146u otr\u0101 kan\u0101la p\u0101rbaude: kad pieg\u0101d\u0101t\u0101js \u201cpazi\u0146o\u201d par jaunu IBAN, zvaniet vi\u0146am uz numuru, ko jau zin\u0101t, nevis uz to, kas nor\u0101d\u012bts r\u0113\u0137in\u0101. Ties\u012bbu atdal\u012b\u0161ana: tas, kur\u0161 apstiprina r\u0113\u0137inu, nedr\u012bkst b\u016bt vien\u012bgais, kur\u0161 veic maks\u0101jumu; \u010detras acis ir sens noteikums pamatotu iemeslu d\u0113\u013c. Un ierobe\u017eojumi: summa, virs kuras maks\u0101jumiem vienm\u0113r ir nepiecie\u0161ams otrs apstiprin\u0101t\u0101js. M\u0101ksl\u012bgais intelekts padara \u0161\u012bs proced\u016bras ret\u0101kas (maz\u0101k iz\u0146\u0113mumu), bet ne nevajadz\u012bgas. Tehniskais priek\u0161noteikums mode\u013cu redz\u0113\u0161anai ir t\u012bri dati: a <a href=\"https:\/\/bilnex.io\/en\/automated-bank-reconciliation\/\">samierin\u0101ta banka<\/a> d\u0101vana <a href=\"https:\/\/bilnex.io\/en\/ai-invoice-coding\/\">kod\u0113ti r\u0113\u0137ini<\/a> ir v\u0113sture, pret kuru tiek p\u0101rbaud\u012bts katrs jauns r\u0113\u0137ins.<\/p>\n<h2 id=\"what-to-do-tomorrow-morning\">Ko dar\u012bt r\u012bt no r\u012bta<\/h2>\n<p>Tr\u012bs darb\u012bbas bez maksas. Vienojieties, ka bankas konta izmai\u0146as vienm\u0113r tiek p\u0101rbaud\u012btas, izmantojot otru kan\u0101lu. P\u0101rskatiet, kur\u0161 var patst\u0101v\u012bgi apstiprin\u0101t maks\u0101jumus. Un, ja j\u016bsu gr\u0101matved\u012bba jau darbojas automatiz\u0113ti, iesl\u0113dziet iz\u0146\u0113mumu atz\u012bm\u0113\u0161anu: modelis past\u0101v; izmantojiet to.<\/p>\n<\/div>\n<\/div>\n<\/article>\n<style>.ce-answer{max-width:760px;margin:0 auto;padding:8px 20px 48px;line-height:1.65}.ce-answer h2{margin:1.5em 0 .55em;line-height:1.3}.ce-answer h3{margin:1.1em 0 .45em}.ce-answer p{margin:0 0 1em}.ce-answer ul,.ce-answer ol{margin:0 0 1em;padding-left:1.4em}.ce-answer li{margin:.25em 0}.ce-answer table{border-collapse:collapse;width:100%;margin:0 0 1.2em}.ce-answer th,.ce-answer td{border:1px solid #ddd;padding:8px 10px;text-align:left}.ce-answer blockquote{border-left:3px solid #ccc;margin:1em 0;padding:6px 14px}.ce-answer sup a{text-decoration:none}.ce-answer-title{margin:.6em 0 .4em}<\/style>","protected":false},"excerpt":{"rendered":"<p>Ier\u012bces konstat\u0113 mode\u013cu p\u0101rk\u0101pumus: main\u012btu IBAN zin\u0101mam pieg\u0101d\u0101t\u0101jam, summas \u0101rpus v\u0113stures, dublik\u0101tus, pirmreiz\u0113jos s\u016bt\u012bt\u0101jus. Konta izmai\u0146u p\u0101rbaude, izmantojot otro kan\u0101lu, joproj\u0101m ir cilv\u0113cisks noteikums.<\/p>","protected":false},"author":8,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-28954","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/bilnex.io\/lv\/wp-json\/wp\/v2\/pages\/28954","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bilnex.io\/lv\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/bilnex.io\/lv\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/bilnex.io\/lv\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/bilnex.io\/lv\/wp-json\/wp\/v2\/comments?post=28954"}],"version-history":[{"count":0,"href":"https:\/\/bilnex.io\/lv\/wp-json\/wp\/v2\/pages\/28954\/revisions"}],"wp:attachment":[{"href":"https:\/\/bilnex.io\/lv\/wp-json\/wp\/v2\/media?parent=28954"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}