{"id":5947,"date":"2026-02-10T19:19:38","date_gmt":"2026-02-10T19:19:38","guid":{"rendered":"https:\/\/blog.truthscan.com\/?p=5947"},"modified":"2026-03-06T19:38:15","modified_gmt":"2026-03-06T19:38:15","slug":"podvody-s-uctenkami-ai","status":"publish","type":"post","link":"https:\/\/blog.truthscan.com\/cs\/podvody-s-uctenkami-ai\/","title":{"rendered":"Lidsk\u00e9 audity vs. detekce podvod\u016f s \u00fa\u010dtenkami pomoc\u00ed um\u011bl\u00e9 inteligence: Kter\u00e9 z nich skute\u010dn\u011b \u0161et\u0159\u00ed pen\u00edze"},"content":{"rendered":"<p>V\u011bnuje va\u0161e spole\u010dnost n\u00e1hodou 5% a\u017e 7% sv\u00fdch p\u0159\u00edjm\u016f na fale\u0161n\u00e9 \u017e\u00e1dosti o proplacen\u00ed n\u00e1klad\u016f?<\/p>\n\n\n\n<p>Ve velk\u00fdch organizac\u00edch se to d\u011bje u\u017e des\u00edtky let.&nbsp;<\/p>\n\n\n\n<p>Po dlouhou dobu podniky tyto ztr\u00e1ty prost\u011b p\u0159ij\u00edmaly jako sou\u010d\u00e1st podnik\u00e1n\u00ed.&nbsp;<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"512\" height=\"268\" src=\"https:\/\/blog.truthscan.com\/wp-content\/uploads\/2026\/02\/getting-dollar.jpg\" alt=\"z\u00edsk\u00e1n\u00ed dolaru\" class=\"wp-image-5955\" title=\"\" srcset=\"https:\/\/blog.truthscan.com\/wp-content\/uploads\/2026\/02\/getting-dollar.jpg 512w, https:\/\/blog.truthscan.com\/wp-content\/uploads\/2026\/02\/getting-dollar-300x157.jpg 300w, https:\/\/blog.truthscan.com\/wp-content\/uploads\/2026\/02\/getting-dollar-18x9.jpg 18w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/figure>\n<\/div>\n\n\n<p>Ale nyn\u00ed, kdy\u017e je tu um\u011bl\u00e1 inteligence, se situace m\u011bn\u00ed.&nbsp;<\/p>\n\n\n\n<p>Zat\u00edmco lid\u00e9 vyu\u017e\u00edvaj\u00ed techniku k vytv\u00e1\u0159en\u00ed fale\u0161n\u00fdch doklad\u016f, my se nyn\u00ed m\u016f\u017eeme br\u00e1nit pomoc\u00ed um\u011bl\u00e9 inteligence p\u0159i odhalov\u00e1n\u00ed podvod\u016f s \u00fa\u010dtenkami.<\/p>\n\n\n\n<p>V tomto blogu se pod\u00edv\u00e1me na rozd\u00edl mezi lidsk\u00fdmi audity a detekc\u00ed podvod\u016f s \u00fa\u010dtenkami pomoc\u00ed um\u011bl\u00e9 inteligence, na to, kter\u00fd z nich je lep\u0161\u00ed a \u0161et\u0159\u00ed pen\u00edze, \u010das a energii, a jak m\u016f\u017eete vyu\u017e\u00edt TruthScan pro forenzn\u00ed ochranu dokument\u016f.<\/p>\n\n\n\n<p>Poj\u010fme se do toho pono\u0159it.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"has-text-align-center\"><strong>Kl\u00ed\u010dov\u00e9 poznatky<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>V\u011bt\u0161ina spole\u010dnost\u00ed p\u0159ich\u00e1z\u00ed o 5% p\u0159\u00edjm\u016f v d\u016fsledku podvod\u016f, z velk\u00e9 \u010d\u00e1sti kv\u016fli zfal\u0161ovan\u00fdm v\u00fddaj\u016fm.<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Manu\u00e1ln\u00ed audity jsou pomal\u00e9, n\u00e1chyln\u00e9 k \u00fanav\u011b a nelze je roz\u0161i\u0159ovat s rostouc\u00edmi podniky.<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Automatizovan\u00fd audit v\u00fddaj\u016f zachyt\u00ed \u00fapravy na \u00farovni pixel\u016f (Photoshop), kter\u00e9 \u010dlov\u011bk nevid\u00ed.<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Um\u011bl\u00e1 inteligence sni\u017euje n\u00e1klady na zpracov\u00e1n\u00ed z $30 na pouh\u00fd $1.<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Um\u011bl\u00e1 inteligence odhal\u00ed podvod je\u0161t\u011b p\u0159edt\u00edm, ne\u017e pen\u00edze opust\u00ed spole\u010dnost, ne a\u017e o n\u011bkolik t\u00fddn\u016f pozd\u011bji.<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Specializovan\u00e9 forenzn\u00ed n\u00e1stroje, jako je TruthScan, jsou jedin\u00fdm zp\u016fsobem, jak si udr\u017eet n\u00e1skok.<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Pro\u010d jsou podvody s \u00fa\u010dtenkami n\u00e1kladn\u00fdm podnikov\u00fdm probl\u00e9mem?<\/h2>\n\n\n\n<p>Podvody s \u00fa\u010dtenkami jsou pro velk\u00e9 spole\u010dnosti finan\u010dn\u00edm \u00fanikem. Abyste to pochopili, mus\u00edte se pod\u00edvat na <strong>5% Pravidlo.&nbsp;<\/strong><\/p>\n\n\n\n<p>Na str\u00e1nk\u00e1ch <a href=\"https:\/\/www.anchin.com\/wp-content\/uploads\/2024\/08\/2024-ACFE-Occupational-Fraud-Report.pdf\" target=\"_blank\" rel=\"noreferrer noopener\"><em>Asociace certifikovan\u00fdch vy\u0161et\u0159ovatel\u016f podvod\u016f (ACFE)<\/em><\/a> zjistila, \u017ee pr\u016fm\u011brn\u00fd podnik p\u0159ijde ro\u010dn\u011b o 5% sv\u00fdch celkov\u00fdch p\u0159\u00edjm\u016f kv\u016fli podvod\u016fm.\u00a0<\/p>\n\n\n\n<p>Je to hlavn\u011b kv\u016fli lidem, kte\u0159\u00ed fal\u0161uj\u00ed sv\u00e9 v\u00fdkazy v\u00fddaj\u016f. A obvykle si toho nikdo nev\u0161imne, dokud pen\u00edze nejsou pry\u010d. V tomto p\u0159\u00edpad\u011b se detektor fale\u0161n\u00fdch \u00fa\u010dtenek st\u00e1v\u00e1 nezbytnost\u00ed.<\/p>\n\n\n\n<p>Jak tedy zmiz\u00ed ten 5%? Jedn\u00edm z nej\u010dast\u011bj\u0161\u00edch tah\u016f je duplicitn\u00ed pod\u00e1n\u00ed.&nbsp;<\/p>\n\n\n\n<p>M\u00edsto toho, aby si zam\u011bstnanec vymyslel fale\u0161n\u00fd v\u00fddaj, p\u0159edlo\u017e\u00ed stejnou digit\u00e1ln\u00ed \u00fa\u010dtenku dvakr\u00e1t. T\u0159eba jednou v b\u0159eznu za cestu a podruh\u00e9 v dubnu za stravov\u00e1n\u00ed klient\u016f.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>Velikost spole\u010dnosti<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>% Zam\u011bstnanci to d\u011blaj\u00ed<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>Ka\u017ed\u00fd n\u00e1rok nav\u00edc<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>Ro\u010dn\u00ed ztr\u00e1ta<\/strong><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">1 000 zam\u011bstnanc\u016f<\/td><td class=\"has-text-align-center\" data-align=\"center\">10%<\/td><td class=\"has-text-align-center\" data-align=\"center\">$50<\/td><td class=\"has-text-align-center\" data-align=\"center\">$5,000+<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>Toto dvoj\u00ed nam\u00e1\u010den\u00ed funguje kv\u016fli sekund\u00e1rn\u00edmu probl\u00e9mu: Rubber Stamping. Kdy\u017e se mana\u017ee\u0159i top\u00ed v pap\u00edrov\u00e1n\u00ed, schvaluj\u00ed zpr\u00e1vy bez rozmyslu, jen aby se zbavili hromady pap\u00edr\u016f.<\/p>\n\n\n\n<p>T\u00edm vznik\u00e1 nebezpe\u010dn\u00e1 \u0159et\u011bzov\u00e1 reakce:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>P\u0159\u00edli\u0161 mnoho \u00fa\u010dtenek vede k l\u00edn\u00fdm, automatick\u00fdm recenz\u00edm.<\/li>\n\n\n\n<li>Va\u0161e vnit\u0159n\u00ed bezpe\u010dnostn\u00ed s\u00edt\u011b p\u0159estanou existovat.<\/li>\n\n\n\n<li>Jakmile si lid\u00e9 uv\u011bdom\u00ed, \u017ee se nikdo ned\u00edv\u00e1, stanou se podvody s \u00fa\u010dtenkami um\u011blou inteligenc\u00ed v kancel\u00e1\u0159i novou normou.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Jak funguj\u00ed audity lidsk\u00fdch p\u0159\u00edjm\u016f<\/h2>\n\n\n\n<p>V\u011bt\u0161ina finan\u010dn\u00edch t\u00fdm\u016f, kter\u00e9 se sna\u017e\u00ed bojovat proti podvod\u016fm s \u00fa\u010dtenkami ai, pou\u017e\u00edv\u00e1 jeden ze dvou manu\u00e1ln\u00edch p\u0159\u00edstup\u016f:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u00dapln\u00fd audit (re\u017eim vysok\u00e9 shody)<\/strong><\/li>\n<\/ol>\n\n\n\n<p>Ka\u017ed\u00e1 \u00fa\u010dtenka se kontroluje \u0159\u00e1dek po \u0159\u00e1dku. Kontrolor ru\u010dn\u011b porovn\u00e1v\u00e1:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Datum p\u0159ijet\u00ed<\/li>\n\n\n\n<li>N\u00e1zev obchodn\u00edka<\/li>\n\n\n\n<li>\u010c\u00e1stka a da\u0148<\/li>\n\n\n\n<li>Proti formul\u00e1\u0159i \u017e\u00e1dosti<\/li>\n<\/ul>\n\n\n\n<p>Je to d\u016fkladn\u00e9 a \u010dasov\u011b n\u00e1ro\u010dn\u00e9.<\/p>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>Statistick\u00fd v\u00fdb\u011br vzork\u016f (na z\u00e1klad\u011b rizika)<\/strong><\/li>\n<\/ol>\n\n\n\n<p>Velk\u00e9 spole\u010dnosti \u010dasto kontroluj\u00ed pouze \u00fa\u010dtenky s vysokou hodnotou (nap\u0159. nad $100) nebo n\u00e1hodn\u011b vybran\u00e9 10% pohled\u00e1vek a doufaj\u00ed v \u00faspory p\u0159i automatizaci auditu, kter\u00e9 zat\u00edm d\u00edky technologi\u00edm nerealizovaly.<\/p>\n\n\n\n<p>Zde je pops\u00e1n postup:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Krok 1: Ov\u011b\u0159ov\u00e1n\u00ed<\/strong><\/li>\n<\/ul>\n\n\n\n<p>Nejprve se mus\u00ed ujistit, \u017ee je \u00fa\u010dtenka prav\u00e1.&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Krok 2: Shoda z\u00e1sad<\/strong><\/li>\n<\/ul>\n\n\n\n<p>D\u00e1le zkontroluj\u00ed, zda v\u00fddaje odpov\u00eddaj\u00ed firemn\u00ed p\u0159\u00edru\u010dce. Nap\u0159\u00edklad: P\u0159ekro\u010dil zam\u011bstnanec p\u0159i ve\u010de\u0159i \u201climit alkoholu\u201d? Pokud sm\u011brnice \u0159\u00edk\u00e1, \u017ee ne, n\u00e1rok je zam\u00edtnut.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Krok 3: K\u0159\u00ed\u017eov\u00e9 odkazy<\/strong><\/li>\n<\/ul>\n\n\n\n<p>Tady se chytaj\u00ed dvojn\u00e1sobn\u00ed pot\u00e1p\u011b\u010di. Mus\u00ed se pod\u00edvat do star\u00fdch zpr\u00e1v, aby se ujistili, \u017ee stejn\u00e1 \u00fa\u010dtenka nebyla vyplacena ji\u017e p\u0159ed t\u0159emi m\u011bs\u00edci.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Krok 4: Schv\u00e1len\u00ed\/odm\u00edtnut\u00ed<\/strong><\/li>\n<\/ul>\n\n\n\n<p>Pokud v\u0161e vypad\u00e1 dob\u0159e, je to \u201cano\u201d. Pokud v\u0161ak n\u011bco zav\u00e1n\u00ed podez\u0159en\u00edm, mus\u00ed auditor oslovit a po\u017e\u00e1dat o vysv\u011btlen\u00ed.<\/p>\n\n\n\n<p>S rozvojem podvod\u016f se lid\u00e9 sna\u017e\u00ed fungovat jako spolehliv\u00fd detektor digit\u00e1ln\u00edch zm\u011bn obrazu.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Omezen\u00ed lidsk\u00fdch audit\u016f<\/h2>\n\n\n\n<p>S r\u016fstem firmy je nespolehliv\u00e9 spol\u00e9hat se p\u0159i odhalov\u00e1n\u00ed podvod\u016f pouze na lidi. Zde jsou d\u016fvody, pro\u010d tomu tak je:&nbsp;<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Probl\u00e9m \u0161k\u00e1lovatelnosti<\/strong><\/li>\n<\/ol>\n\n\n\n<p>S r\u016fstem firmy roste i hora \u00fa\u010dtenek. Nem\u016f\u017eete jen tak naj\u00edmat auditory poka\u017ed\u00e9, kdy\u017e p\u0159id\u00e1te nov\u00e9 odd\u011blen\u00ed. V ur\u010dit\u00e9m okam\u017eiku objem p\u0159ev\u00fd\u0161\u00ed po\u010det lid\u00ed.<\/p>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>\u00danava lid\u00ed je skute\u010dn\u00e1<\/strong><\/li>\n<\/ol>\n\n\n\n<p>Po p\u0159ezkoum\u00e1n\u00ed 400-500 \u00fa\u010dtenek si mozek p\u0159estane v\u0161\u00edmat drobn\u00fdch detail\u016f. Drobn\u00e9 \u00fapravy proklouznou:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Upraven\u00e9 datum<\/li>\n\n\n\n<li>Zm\u011bn\u011bn\u00e1 \u010d\u00edslice<\/li>\n\n\n\n<li>M\u00edrn\u011b pozm\u011bn\u011bn\u00fd celkov\u00fd sou\u010det<\/li>\n<\/ul>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>Opo\u017ed\u011bn\u00e1 detekce<\/strong><\/li>\n<\/ol>\n\n\n\n<p>Ne\u017e auditor podez\u0159elou \u00fa\u010dtenku ozna\u010d\u00ed, pen\u00edze jsou obvykle d\u00e1vno pry\u010d.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Zpr\u00e1va je schv\u00e1lena<\/li>\n\n\n\n<li>\u00dahrada se zpracov\u00e1v\u00e1<\/li>\n\n\n\n<li>Pen\u00edze jsou ji\u017e pry\u010d<\/li>\n<\/ul>\n\n\n\n<p>Plat\u00edte vysok\u00e9 n\u00e1klady na odhalov\u00e1n\u00ed podvod\u016f v r\u00e1mci reaktivn\u00ed spr\u00e1vy. Ani ten nejsoust\u0159ed\u011bn\u011bj\u0161\u00ed auditor nem\u016f\u017ee konkurovat hloubkov\u00e9mu detektoru falzifik\u00e1t\u016f, pokud jde o odhalen\u00ed high-tech manipulace s dokumenty.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Jak funguje detekce podvod\u016f s \u00fa\u010dtenkami pomoc\u00ed um\u011bl\u00e9 inteligence<\/h2>\n\n\n\n<p>Pomoc\u00ed automatizovan\u00e9ho auditu v\u00fddaj\u016f syst\u00e9m b\u011bhem n\u011bkolika sekund prov\u011b\u0159\u00ed digit\u00e1ln\u00ed otisk ka\u017ed\u00e9ho odeslan\u00e9ho souboru.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Automatizovan\u00e1 anal\u00fdza obrazu<\/li>\n<\/ul>\n\n\n\n<p>Pou\u017eit\u00edm kombinace <strong>Po\u010d\u00edta\u010dov\u00e9 vid\u011bn\u00ed<\/strong> a <a href=\"https:\/\/en.wikipedia.org\/wiki\/Optical_character_recognition\" target=\"_blank\" rel=\"noreferrer noopener\">OCR (optick\u00e9 rozpozn\u00e1v\u00e1n\u00ed znak\u016f)<\/a>, detektor obrazu s um\u011blou inteligenc\u00ed zkoum\u00e1 digit\u00e1ln\u00ed otisk ka\u017ed\u00e9ho nahr\u00e1v\u00e1n\u00ed.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>UI kontroluje pixely, konzistenci p\u00edsma a zarovn\u00e1n\u00ed textu.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Pokud zam\u011bstnanec pou\u017eije editor PDF, aby zm\u011bnil ob\u011bd $10 na ve\u010de\u0159i $70, um\u011bl\u00e1 inteligence si v\u0161imne drobn\u00fdch zkreslen\u00ed pixel\u016f, kter\u00e9 jsou pro lidsk\u00e9 oko neviditeln\u00e9. Pozn\u00e1, kdy p\u00edsmo nepat\u0159\u00ed.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Detekce vzor\u016f a anom\u00e1li\u00ed<\/li>\n<\/ul>\n\n\n\n<p>Um\u011bl\u00e1 inteligence neprohl\u00ed\u017e\u00ed \u00fa\u010dtenky jednu po druh\u00e9. Prohl\u00ed\u017e\u00ed je spole\u010dn\u011b a hled\u00e1 vzory, kter\u00fdch by si \u010dlov\u011bk nikdy nev\u0161iml.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>Sc\u00e9n\u00e1\u0159<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>Jak to vid\u00ed um\u011bl\u00e1 inteligence<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u010cerven\u00e1 vlajka<\/strong><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">S\u00e9riov\u00e1 \u010d\u00edsla<\/td><td class=\"has-text-align-center\" data-align=\"center\">5 zam\u011bstnanc\u016f v r\u016fzn\u00fdch m\u011bstech p\u0159edlo\u017e\u00ed \u00fa\u010dtenky s naprosto stejn\u00fdm po\u0159adov\u00fdm \u010d\u00edslem.<\/td><td class=\"has-text-align-center\" data-align=\"center\">Jedn\u00e1 se o koordinovan\u00fd krou\u017eek sd\u00edlen\u00ed \u00fa\u010dtenek.<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Mapov\u00e1n\u00ed obchodn\u00edk\u016f<\/td><td class=\"has-text-align-center\" data-align=\"center\">V\u00edcen\u00e1sobn\u00e9 reklamace od obchodn\u00edka, kter\u00fd ve skute\u010dnosti neexistuje nebo je na \u010dern\u00e9 listin\u011b.<\/td><td class=\"has-text-align-center\" data-align=\"center\">N\u011bkdo si doma tiskne fale\u0161n\u00e9 faktury.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Hodnocen\u00ed rizik v re\u00e1ln\u00e9m \u010dase<\/li>\n<\/ul>\n\n\n\n<p>Ka\u017ed\u00e1 \u00fa\u010dtenka dostane <strong>Sk\u00f3re rizika (0-100)<\/strong> v okam\u017eiku odesl\u00e1n\u00ed.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>Rizikov\u00e9 sk\u00f3re<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>Co se stane<\/strong><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">N\u00edzk\u00e1 (zelen\u00e1)<\/td><td class=\"has-text-align-center\" data-align=\"center\">Automaticky schv\u00e1len\u00e9<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">St\u0159edn\u00ed (Amber)<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u010cek\u00e1 ve front\u011b na lehkou revizi<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Vysok\u00e1 (\u010derven\u00e1)<\/td><td class=\"has-text-align-center\" data-align=\"center\">Ozna\u010deno pro lidsk\u00e9 vy\u0161et\u0159ov\u00e1n\u00ed<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>Jedn\u00e1 se o nejefektivn\u011bj\u0161\u00ed zp\u016fsob detekce podvod\u016f s \u00fa\u010dtenkami.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Srovn\u00e1n\u00ed n\u00e1klad\u016f: Lidsk\u00e9 audity vs. detekce um\u011blou inteligenc\u00ed<\/h2>\n\n\n\n<p>Pou\u017eit\u00ed detektoru fale\u0161n\u00fdch \u00fa\u010dtenek v\u00fdrazn\u011b sni\u017euje \u010das a pen\u00edze vynalo\u017een\u00e9 na ru\u010dn\u00ed kontrolu.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>Funkce<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>Lidsk\u00e9 audity<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>Detekce na z\u00e1klad\u011b um\u011bl\u00e9 inteligence<\/strong><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">N\u00e1klady na zpracov\u00e1n\u00ed<\/td><td class=\"has-text-align-center\" data-align=\"center\">Vysok\u00e1 ($15-$30 na zpr\u00e1vu)<\/td><td class=\"has-text-align-center\" data-align=\"center\">N\u00edzk\u00e1 ($1-$3 na zpr\u00e1vu)<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Rychlost<\/td><td class=\"has-text-align-center\" data-align=\"center\">Dny nebo t\u00fddny<\/td><td class=\"has-text-align-center\" data-align=\"center\">Sekundy<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">P\u0159esnost<\/td><td class=\"has-text-align-center\" data-align=\"center\">60% - 80% (lidsk\u00e1 chyba)<\/td><td class=\"has-text-align-center\" data-align=\"center\">95%+ (pr\u016fb\u011b\u017en\u00e9 u\u010den\u00ed)<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Oblast p\u016fsobnosti<\/td><td class=\"has-text-align-center\" data-align=\"center\">Odb\u011br vzork\u016f (\u010d\u00e1ste\u010dn\u00fd)<\/td><td class=\"has-text-align-center\" data-align=\"center\">100% Audit v\u0161ech p\u0159\u00edjm\u016f<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Prevence podvod\u016f<\/td><td class=\"has-text-align-center\" data-align=\"center\">Reaktivn\u00ed (po zaplacen\u00ed)<\/td><td class=\"has-text-align-center\" data-align=\"center\">Proaktivn\u00ed (p\u0159ed platbou)<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Provozn\u00ed v\u00fdhody detekce na z\u00e1klad\u011b um\u011bl\u00e9 inteligence<\/h2>\n\n\n\n<p>Zde jsou n\u011bkter\u00e9 v\u00fdhody pou\u017e\u00edv\u00e1n\u00ed detekce zalo\u017een\u00e9 na um\u011bl\u00e9 inteligenci:&nbsp;<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Rychlej\u0161\u00ed \u00fahrady<\/strong><\/li>\n<\/ol>\n\n\n\n<p>Nikdo nerad \u010dek\u00e1 t\u0159i t\u00fddny na v\u00fdplatu za slu\u017eebn\u00ed cestu. Proto\u017ee um\u011bl\u00e1 inteligence vy\u0159izuje \u017e\u00e1dosti s n\u00edzk\u00fdm rizikem b\u011bhem n\u011bkolika sekund, dostanou poctiv\u00ed zam\u011bstnanci sv\u00e9 pen\u00edze zp\u011bt t\u00e9m\u011b\u0159 okam\u017eit\u011b.<\/p>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>Finan\u010dn\u00ed t\u00fdm se m\u016f\u017ee soust\u0159edit na skute\u010dnou pr\u00e1ci<\/strong><\/li>\n<\/ol>\n\n\n\n<p>Kdy\u017e p\u0159enesete opakuj\u00edc\u00ed se pr\u00e1ci na um\u011blou inteligenci, m\u016f\u017ee se v\u00e1\u0161 finan\u010dn\u00ed t\u00fdm kone\u010dn\u011b dostat do hry. Mohou se soust\u0159edit na velk\u00e9 v\u011bci, jako je strategick\u00e9 pl\u00e1nov\u00e1n\u00ed, sestavov\u00e1n\u00ed rozpo\u010dtu a hled\u00e1n\u00ed zp\u016fsob\u016f, jak firm\u011b u\u0161et\u0159it pen\u00edze.<\/p>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>P\u0159ipravenost na dodr\u017eov\u00e1n\u00ed p\u0159edpis\u016f<\/strong><\/li>\n<\/ol>\n\n\n\n<p>Ka\u017ed\u00fd p\u0159\u00edjem, sk\u00f3re a rozhodnut\u00ed se automaticky zaznamen\u00e1v\u00e1, co\u017e znamen\u00e1:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u010cist\u00e1 auditn\u00ed stopa<\/li>\n\n\n\n<li>Snadn\u00e9 vykazov\u00e1n\u00ed pro extern\u00ed auditory<\/li>\n\n\n\n<li>M\u00e9n\u011b stresu p\u0159i kontrol\u00e1ch shody<\/li>\n<\/ul>\n\n\n\n<p>Za\u010dlen\u011bn\u00edm detektoru fale\u0161n\u00fdch dokument\u016f zajist\u00edte, \u017ee va\u0161e dodr\u017eov\u00e1n\u00ed p\u0159edpis\u016f bude nepr\u016fst\u0159eln\u00e9 proti modern\u00edm digit\u00e1ln\u00edm hrozb\u00e1m.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Kdy by podniky m\u011bly p\u0159ej\u00edt od audit\u016f k um\u011bl\u00e9 inteligenci<\/h2>\n\n\n\n<p>Pokud v\u00e1m n\u011bco z toho p\u0159ipad\u00e1 pov\u011bdom\u00e9, pak m\u00e1te zpo\u017ed\u011bn\u00ed s automatizovan\u00fdm auditem v\u00fddaj\u016f:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Zpracov\u00e1v\u00e1te v\u00edce ne\u017e 500 zpr\u00e1v o v\u00fddaj\u00edch za cyklus. <\/strong>Um\u011bl\u00e1 inteligence v\u00e1s zbav\u00ed velk\u00e9ho objemu pr\u00e1ce, tak\u017ee v\u00e1\u0161 finan\u010dn\u00ed t\u00fdm m\u016f\u017ee z\u016fstat \u0161t\u00edhl\u00fd a efektivn\u00ed i p\u0159i roz\u0161i\u0159ov\u00e1n\u00ed spole\u010dnosti.<\/li>\n<\/ol>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>St\u00e1le nar\u00e1\u017e\u00edte na duplicitn\u00ed \u00fa\u010dtenky. <\/strong>Detektor obr\u00e1zk\u016f s um\u011blou inteligenc\u00ed okam\u017eit\u011b odhal\u00ed duplicity a zabr\u00e1n\u00ed dvoj\u00edm platb\u00e1m d\u0159\u00edve, ne\u017e k nim dojde.<\/li>\n<\/ol>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>\u00dahrada trv\u00e1 7-10 dn\u00ed. <\/strong>Rychlej\u0161\u00ed syst\u00e9m znamen\u00e1, \u017ee \u017e\u00e1dosti budou rychle schv\u00e1leny a lid\u00e9 dostanou pen\u00edze bez zbyte\u010dn\u00fdch pr\u016ftah\u016f.<\/li>\n<\/ol>\n\n\n\n<ol start=\"4\" class=\"wp-block-list\">\n<li><strong>\u0158\u00edd\u00edte t\u00fdmy v r\u016fzn\u00fdch zem\u00edch.<\/strong> Um\u011bl\u00e1 inteligence je v\u0161echny beze zmatku p\u0159e\u010dte, a vy tak budete m\u00edt klid bez ohledu na to, kde k v\u00fddaji do\u0161lo.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">Jak TruthScan umo\u017e\u0148uje \u0161k\u00e1lovatelnou detekci podvod\u016f s \u00fa\u010dtenkami<\/h2>\n\n\n\n<p><a href=\"https:\/\/truthscan.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">TruthScan<\/a> je vytvo\u0159en speci\u00e1ln\u011b pro ochranu p\u0159\u00edjmu a integrity dokument\u016f ve velk\u00e9m m\u011b\u0159\u00edtku. Funguje jako forenzn\u00ed detektor fale\u0161n\u00fdch \u00fa\u010dtenek pro modern\u00ed podniky.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"472\" src=\"https:\/\/blog.truthscan.com\/wp-content\/uploads\/2026\/02\/Enterprise-Standard-AI-Image-and-Deepfake-Detection-1024x472.jpg\" alt=\"Podnikov\u00fd standard detekce obr\u00e1zk\u016f a fale\u0161n\u00fdch sn\u00edmk\u016f s um\u011blou inteligenc\u00ed\" class=\"wp-image-5692\" title=\"\" srcset=\"https:\/\/blog.truthscan.com\/wp-content\/uploads\/2026\/02\/Enterprise-Standard-AI-Image-and-Deepfake-Detection-1024x472.jpg 1024w, https:\/\/blog.truthscan.com\/wp-content\/uploads\/2026\/02\/Enterprise-Standard-AI-Image-and-Deepfake-Detection-300x138.jpg 300w, https:\/\/blog.truthscan.com\/wp-content\/uploads\/2026\/02\/Enterprise-Standard-AI-Image-and-Deepfake-Detection-768x354.jpg 768w, https:\/\/blog.truthscan.com\/wp-content\/uploads\/2026\/02\/Enterprise-Standard-AI-Image-and-Deepfake-Detection-18x8.jpg 18w, https:\/\/blog.truthscan.com\/wp-content\/uploads\/2026\/02\/Enterprise-Standard-AI-Image-and-Deepfake-Detection.jpg 1357w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Forenzn\u00ed anal\u00fdza<\/strong><\/li>\n<\/ol>\n\n\n\n<p>TruthScan se pono\u0159\u00ed pod povrch ka\u017ed\u00e9ho sn\u00edmku \u00fa\u010dtenky.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>detekuje skryt\u00e9 \u00fapravy (\u00fapravy Photoshopu, online gener\u00e1tory)<\/li>\n\n\n\n<li>Vyhled\u00e1 zm\u011bny, kter\u00e9 by tradi\u010dn\u00ed OCR zcela p\u0159ehl\u00e9dlo.<\/li>\n<\/ul>\n\n\n\n<p>V podstat\u011b vid\u00ed v\u011bci, kter\u00e9 lid\u00e9 a b\u011b\u017en\u00e9 skenery nevid\u00ed.<\/p>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>Modely hlubok\u00e9ho u\u010den\u00ed<\/strong><\/li>\n<\/ol>\n\n\n\n<p>Um\u011bl\u00e1 inteligence je:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Vy\u0161kolen\u00ed na milionech podvodn\u00fdch \u00fa\u010dtenek<\/li>\n\n\n\n<li>Rozpozn\u00e1v\u00e1 vzory podvod\u016f s \u00fa\u010dtenkami AI v re\u00e1ln\u00e9m \u010dase.<\/li>\n\n\n\n<li>Neust\u00e1le se u\u010d\u00ed zachyt\u00e1vat nov\u00e9 triky, jakmile se objev\u00ed.<\/li>\n<\/ul>\n\n\n\n<p>To znamen\u00e1 odhalov\u00e1n\u00ed podvod\u016f v re\u00e1ln\u00e9m \u010dase bez zpomalen\u00ed provozu.<\/p>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>Bezprobl\u00e9mov\u00e1 integrace rozhran\u00ed API<\/strong><\/li>\n<\/ol>\n\n\n\n<p>TruthScan se p\u0159ipojuje p\u0159\u00edmo k va\u0161emu st\u00e1vaj\u00edc\u00edmu ERP nebo softwaru pro spr\u00e1vu v\u00fddaj\u016f prost\u0159ednictv\u00edm rozhran\u00ed API.&nbsp;<\/p>\n\n\n\n<p>To znamen\u00e1, \u017ee s r\u016fstem spole\u010dnosti a n\u00e1r\u016fstem objemu hl\u00e1\u0161en\u00ed se detekce podvod\u016f automaticky roz\u0161i\u0159uje bez dal\u0161\u00ed manu\u00e1ln\u00ed pr\u00e1ce.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Promluvte si se spole\u010dnost\u00ed TruthScan o sn\u00ed\u017een\u00ed n\u00e1klad\u016f na podvody s v\u00fddaji<\/h2>\n\n\n\n<p>Ru\u010dn\u00ed kontroly ji\u017e nesta\u010d\u00ed k zastaven\u00ed sofistikovan\u00fdch podvod\u016f s \u00fa\u010dtenkami s um\u011blou inteligenc\u00ed.&nbsp;<\/p>\n\n\n\n<p>Jak jsme vid\u011bli, n\u00e1klady na odhalov\u00e1n\u00ed podvod\u016f spojen\u00e9 s lidskou chybou a gumov\u00fdm raz\u00edtkem mohou od\u010derpat 5% z va\u0161ich celkov\u00fdch p\u0159\u00edjm\u016f.&nbsp;<\/p>\n\n\n\n<p>P\u0159echod na automatizovan\u00fd audit v\u00fddaj\u016f m\u016f\u017ee pomoci vytvo\u0159it \u0161k\u00e1lovateln\u00fd, transparentn\u00ed a rychl\u00fd finan\u010dn\u00ed provoz.<\/p>\n\n\n\n<p>Spole\u010dnost TruthScan v\u00e1m m\u016f\u017ee uk\u00e1zat, jak lze proces auditu pln\u011b automatizovat a minimalizovat rizika.<\/p>\n\n\n\n<p>Je \u010das z\u00edskat forenzn\u00ed jistotu a chr\u00e1nit sv\u016fj podnik od z\u00e1kladu.<\/p>\n\n\n\n<p>Ka\u017ed\u00fd podnik je jin\u00fd. M\u016f\u017eete se spojit s na\u0161\u00edm t\u00fdmem a z\u00edskat vlastn\u00ed anal\u00fdzu n\u00e1klad\u016f a p\u0159\u00ednos\u016f.&nbsp;<\/p>\n\n\n\n<p>To v\u00e1m pom\u016f\u017ee zjistit, kolik ztr\u00e1c\u00edte manu\u00e1ln\u00edmi procesy v porovn\u00e1n\u00ed s t\u00edm, co byste u\u0161et\u0159ili p\u0159echodem na syst\u00e9m forenzn\u00ed \u00farovn\u011b.&nbsp;<\/p>\n\n\n\n<p>Jste p\u0159ipraveni vid\u011bt rozd\u00edl? Za\u010dn\u011bme s <a href=\"https:\/\/truthscan.com\/\" target=\"_blank\" data-type=\"link\" data-id=\"https:\/\/truthscan.com\/\" rel=\"noreferrer noopener\">TruthScan<\/a>.<\/p>","protected":false},"excerpt":{"rendered":"<p>Is your company accidentally donating 5% to 7% of its revenue to fake expense claims? [&hellip;]<\/p>","protected":false},"author":1,"featured_media":5954,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"rank_math_lock_modified_date":false,"_themeisle_gutenberg_block_has_review":false,"footnotes":""},"categories":[31],"tags":[],"class_list":["post-5947","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-helpful-ai-content-tips"],"_links":{"self":[{"href":"https:\/\/blog.truthscan.com\/cs\/wp-json\/wp\/v2\/posts\/5947","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.truthscan.com\/cs\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.truthscan.com\/cs\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.truthscan.com\/cs\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.truthscan.com\/cs\/wp-json\/wp\/v2\/comments?post=5947"}],"version-history":[{"count":5,"href":"https:\/\/blog.truthscan.com\/cs\/wp-json\/wp\/v2\/posts\/5947\/revisions"}],"predecessor-version":[{"id":5957,"href":"https:\/\/blog.truthscan.com\/cs\/wp-json\/wp\/v2\/posts\/5947\/revisions\/5957"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.truthscan.com\/cs\/wp-json\/wp\/v2\/media\/5954"}],"wp:attachment":[{"href":"https:\/\/blog.truthscan.com\/cs\/wp-json\/wp\/v2\/media?parent=5947"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.truthscan.com\/cs\/wp-json\/wp\/v2\/categories?post=5947"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.truthscan.com\/cs\/wp-json\/wp\/v2\/tags?post=5947"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}