{"id":6401,"date":"2026-08-30T06:37:14","date_gmt":"2026-08-30T06:37:14","guid":{"rendered":"https:\/\/www.markus-schall.de\/?page_id=6401"},"modified":"2026-08-30T17:41:46","modified_gmt":"2026-08-30T17:41:46","slug":"ki-poradenstvi","status":"publish","type":"page","link":"https:\/\/www.markus-schall.de\/cs\/ki-beratung\/","title":{"rendered":"Poradenstv\u00ed v oblasti um\u011bl\u00e9 inteligence pro st\u0159edn\u00ed podniky"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-6402\" src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Beratung-Mittelstand.jpg\" alt=\"Poradenstv\u00ed v oblasti um\u011bl\u00e9 inteligence pro st\u0159edn\u00ed podniky\" width=\"1200\" height=\"675\" srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Beratung-Mittelstand.jpg 1200w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Beratung-Mittelstand-300x169.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Beratung-Mittelstand-1024x576.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Beratung-Mittelstand-768x432.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Beratung-Mittelstand-18x10.jpg 18w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/p>\n<h2>Nejprve ov\u011b\u0159te, zda jsou va\u0161e data a procesy v\u016fbec p\u0159ipraveny. Pot\u00e9 se rozhodn\u011bte, co se vyplat\u00ed.<\/h2>\n<p>Mnoho st\u0159edn\u00edch podnik\u016f se v souvislosti s um\u011blou inteligenc\u00ed v sou\u010dasn\u00e9 dob\u011b nach\u00e1z\u00ed v obt\u00ed\u017en\u00e9 p\u0159echodn\u00e9 f\u00e1zi: zam\u011bstnanci ji\u017e dlouho vyu\u017e\u00edvaj\u00ed ChatGPT a dal\u0161\u00ed slu\u017eby v ka\u017edodenn\u00ed pr\u00e1ci, ale nikdo p\u0159esn\u011b nev\u00ed, jak\u00e9 firemn\u00ed nebo z\u00e1kaznick\u00e9 \u00fadaje se p\u0159i tom zad\u00e1vaj\u00ed. Z\u00e1rove\u0148 se na stole \u010dasto objevuj\u00ed nab\u00eddky v \u0159\u00e1du p\u011bti \u010d\u00edslic, jejich\u017e technickou a ekonomickou opodstatn\u011bnost lze intern\u011b jen st\u011b\u017e\u00ed posoudit.<\/p>\n<p>Jin\u00e9 spole\u010dnosti sice poci\u0165uj\u00ed rostouc\u00ed tlak na p\u0159ijet\u00ed opat\u0159en\u00ed, ale zat\u00edm nemaj\u00ed jasnou p\u0159edstavu o tom, kde by um\u011bl\u00e1 inteligence mohla ve jejich podniku skute\u010dn\u011b p\u0159in\u00e9st u\u017eitek. Ve v\u0161ech t\u0159ech p\u0159\u00edpadech by bylo riskantn\u00ed jednodu\u0161e zah\u00e1jit velk\u00fd projekt v oblasti um\u011bl\u00e9 inteligence. Nejprve by se m\u011blo vyjasnit, co ji\u017e m\u00e1me k dispozici, co n\u00e1m chyb\u00ed a co se skute\u010dn\u011b vyplat\u00ed.<\/p>\n<div style=\"margin: 32px 0; padding: 28px 32px; background: #f5f5f5; border-left: 5px solid #027bb8; box-sizing: border-box;\">\n<h3 style=\"margin-top: 0;\">Ov\u011b\u0159en\u00ed p\u0159ipravenosti na AI: dva dny, pevn\u00e1 cena 2 900 \u20ac<\/h3>\n<p>Ne\u017e investujete v\u011bt\u0161\u00ed prost\u0159edky do um\u011bl\u00e9 inteligence, nov\u00e9ho softwaru nebo extern\u00edch dodavatel\u016f, z\u00edsk\u00e1te nez\u00e1visl\u00fd posouzen\u00ed aktu\u00e1ln\u00ed situace va\u0161\u00ed spole\u010dnosti. V r\u00e1mci dvoudenn\u00edho konzulta\u010dn\u00edho bal\u00ed\u010dku prozkoum\u00e1m va\u0161e data, vybran\u00e9 procesy a mo\u017en\u00e9 aplikace um\u011bl\u00e9 inteligence. N\u00e1sledn\u011b obdr\u017e\u00edte p\u00edsemnou zpr\u00e1vu s konkr\u00e9tn\u00edmi doporu\u010den\u00edmi a srozumiteln\u00fdm po\u0159ad\u00edm priorit.<\/p>\n<ul style=\"margin: 20px 0 24px 20px;\">\n<li><strong>Inventarizace dat<\/strong> \u2013 jak\u00e9 \u00fadaje jsou k dispozici a lze je vyu\u017e\u00edt<\/li>\n<li><strong>Hodnocen\u00ed proces\u016f<\/strong> \u2013 co lze smyslupln\u011b automatizovat<\/li>\n<li><strong>T\u0159i prioritn\u00ed p\u0159\u00edpady pou\u017eit\u00ed<\/strong> s p\u0159\u00ednosem a n\u00e1kladem<\/li>\n<li><strong>Cloud, lok\u00e1ln\u00ed AI nebo hybridn\u00ed \u0159e\u0161en\u00ed<\/strong> \u2013 od\u016fvodn\u011bn\u00e9 technick\u00e9 doporu\u010den\u00ed<\/li>\n<li><strong>Jasn\u00e9 odm\u00edtnut\u00ed<\/strong> u projekt\u016f, u nich\u017e se p\u0159edpokl\u00e1d\u00e1, \u017ee nebudou ziskov\u00e9<\/li>\n<\/ul>\n<p style=\"margin-bottom: 24px;\">Pokud se do 90 dn\u016f rozhodnete pro dal\u0161\u00ed projekt se mnou, bude \u010d\u00e1stka 2 900 \u20ac zapo\u010d\u00edt\u00e1na do tohoto projektu.<\/p>\n<p><a style=\"display: inline-block; padding: 13px 22px; background: #027bb8; color: #ffffff; text-decoration: none; font-weight: 600; border-radius: 3px;\" href=\"#Kontakt\">Domluvit si prvn\u00ed sch\u016fzku<\/a><\/p>\n<\/div>\n<h3>Pro\u010d maj\u00ed mnoh\u00e9 projekty v oblasti um\u011bl\u00e9 inteligence v mal\u00fdch a st\u0159edn\u00edch podnic\u00edch probl\u00e9my je\u0161t\u011b p\u0159edt\u00edm, ne\u017e v\u016fbec za\u010dnou<\/h3>\n<p>Ve\u0159ejn\u00e1 diskuse o um\u011bl\u00e9 inteligenci se \u010dasto to\u010d\u00ed kolem model\u016f: ChatGPT, Claude, Gemini, lok\u00e1ln\u00ed jazykov\u00e9 modely, agenti, syst\u00e9my RAG nebo automatiza\u010dn\u00ed platformy. V podnikov\u00e9 praxi v\u0161ak skute\u010dn\u00e1 obt\u00ed\u017e v\u011bt\u0161inou le\u017e\u00ed o \u00farove\u0148 n\u00ed\u017ee. Podnikov\u00e1 data se nap\u0159\u00edklad nach\u00e1zej\u00ed sou\u010dasn\u011b:<\/p>\n<ul>\n<li>v syst\u00e9mu ERP,<\/li>\n<li>ve star\u0161\u00ed datab\u00e1zi,<\/li>\n<li>v souborech Excel,<\/li>\n<li>v e-mailov\u00e9 schr\u00e1nce,<\/li>\n<li>na souborov\u00e9m serveru,<\/li>\n<li>v odv\u011btvov\u00e9m \u0159e\u0161en\u00ed,<\/li>\n<li>v osobn\u00edch slo\u017ek\u00e1ch jednotliv\u00fdch zam\u011bstnanc\u016f<\/li>\n<li>nebo \u010d\u00e1ste\u010dn\u011b dokonce pouze v hlav\u00e1ch zku\u0161en\u00fdch koleg\u016f.<\/li>\n<\/ul>\n<p>N\u011bkter\u00e9 informace existuj\u00ed v n\u011bkolika verz\u00edch a navz\u00e1jem si odporuj\u00ed. Ozna\u010den\u00ed se v pr\u016fb\u011bhu let m\u011bnila. Postupy se vyv\u00edjely historicky, ale nikde nejsou \u00fapln\u011b zdokumentov\u00e1ny. Jeden zam\u011bstnanec p\u0159esn\u011b v\u00ed, jak\u00e1 v\u00fdjimka plat\u00ed u konkr\u00e9tn\u00edho z\u00e1kazn\u00edka. Jin\u00fd zn\u00e1 specifika p\u0159i vystavov\u00e1n\u00ed faktur. T\u0159et\u00ed v\u00ed, pro\u010d se ur\u010dit\u00e9 pole v datab\u00e1zi nesm\u00ed nikdy m\u011bnit.<\/p>\n<p>U lid\u00ed tento syst\u00e9m \u010dasto funguje p\u0159ekvapiv\u011b dlouho. V p\u0159\u00edpad\u011b automatizace a um\u011bl\u00e9 inteligence se v\u0161ak rychle st\u00e1v\u00e1 problematick\u00fdm. Jazykov\u00fd model sice dok\u00e1\u017ee skv\u011ble pracovat s jazykem, ale nedok\u00e1\u017ee s\u00e1m rozpoznat, kter\u00fd ze t\u0159\u00ed protich\u016fdn\u00fdch \u00fadaj\u016f o z\u00e1kazn\u00edkovi je spr\u00e1vn\u00fd, ani to, kter\u00e1 neform\u00e1ln\u00ed v\u00fdjimka je ji\u017e deset let sou\u010d\u00e1st\u00ed ur\u010dit\u00e9ho obchodn\u00edho procesu. Um\u011bl\u00e1 inteligence \u0161patn\u00e1 data automaticky nezlep\u0161\u00ed. V nejhor\u0161\u00edm p\u0159\u00edpad\u011b pouze u\u010din\u00ed nespr\u00e1vn\u00e9 v\u00fdsledky p\u0159esv\u011bd\u010div\u011bj\u0161\u00edmi.<\/p>\n<h2>Kvalitn\u00ed poradenstv\u00ed v oblasti um\u011bl\u00e9 inteligence proto neza\u010d\u00edn\u00e1 pr\u00e1v\u011b um\u011blou inteligenc\u00ed<\/h2>\n<p>Ne\u017e se za\u010dneme bavit o modelech, serverech nebo automatiza\u010dn\u00edch platform\u00e1ch, je t\u0159eba si nejprve zodpov\u011bd\u011bt n\u011bkolik podstatn\u011b jednodu\u0161\u0161\u00edch ot\u00e1zek:<\/p>\n<ul>\n<li>Jak\u00e9 informace vlastn\u011b spole\u010dnost m\u00e1?<\/li>\n<li>Kde se tyto \u00fadaje nach\u00e1zej\u00ed?<\/li>\n<li>Kter\u00e9 z nich jsou dostate\u010dn\u011b spolehliv\u00e9, aby mohly b\u00fdt zpracov\u00e1ny automatizovan\u011b?<\/li>\n<li>Kter\u00e9 procesy lze jednozna\u010dn\u011b popsat?<\/li>\n<li>Kde dnes pravideln\u011b doch\u00e1z\u00ed k chyb\u00e1m, dotaz\u016fm nebo zbyte\u010dn\u00e9 ru\u010dn\u00ed pr\u00e1ci?<\/li>\n<li>Kter\u00e9 \u00fakoly zab\u00edraj\u00ed hodn\u011b \u010dasu, i kdy\u017e by se daly technicky relativn\u011b snadno automatizovat?<\/li>\n<li>A v jak\u00fdch p\u0159\u00edpadech by n\u00e1klady na syst\u00e9m um\u011bl\u00e9 inteligence p\u0159evy\u0161ovaly o\u010dek\u00e1van\u00fd p\u0159\u00ednos?<\/li>\n<\/ul>\n<p>Pr\u00e1v\u011b ta posledn\u00ed ot\u00e1zka se v mnoha projektech klade p\u0159\u00edli\u0161 z\u0159\u00eddka. Ne ka\u017ed\u00fd proces mus\u00ed b\u00fdt automatizov\u00e1n. Ne ka\u017ed\u00e1 datab\u00e1ze pot\u0159ebuje vrstvu um\u011bl\u00e9 inteligence. A ne ka\u017ed\u00e1 \u010dinnost, kterou by bylo technicky mo\u017en\u00e9 automatizovat, by m\u011bla b\u00fdt skute\u010dn\u011b automatizov\u00e1na.<\/p>\n<p>Seri\u00f3zn\u00ed poradenstv\u00ed proto mus\u00ed b\u00fdt schopno doj\u00edt i k tomuto z\u00e1v\u011bru: Prozat\u00edm to nechte tak, jak to je.<\/p>\n<h3>V \u010dem se li\u0161\u00edm od mnoha klasick\u00fdch poradc\u016f v oblasti um\u011bl\u00e9 inteligence<\/h3>\n<p>Nejsem v\u00fdzkumn\u00edk v oblasti um\u011bl\u00e9 inteligence a neprod\u00e1v\u00e1m jazykov\u00e9 modely. Moje profesn\u00ed zku\u0161enosti sahaj\u00ed pr\u00e1v\u011b tam, kde mnoho projekt\u016f v oblasti um\u011bl\u00e9 inteligence ve firm\u00e1ch skute\u010dn\u011b za\u010d\u00edn\u00e1: k dat\u016fm, obchodn\u00edm proces\u016fm a podnikov\u00e9mu softwaru.<\/p>\n<p>Od roku 1994 vyv\u00edj\u00edm datab\u00e1zov\u00e1 a podnikov\u00e1 \u0159e\u0161en\u00ed. B\u011bhem t\u011bchto desetilet\u00ed jsem byl sv\u011bdkem toho, jak podnikov\u00e9 syst\u00e9my vznikaj\u00ed, rostou, roz\u0161i\u0159uj\u00ed se a nakonec dosahuj\u00ed takov\u00e9 slo\u017eitosti, \u017ee z vn\u011bj\u0161ku je ji\u017e t\u00e9m\u011b\u0159 nepoznateln\u00e1.<\/p>\n<p>V uplynul\u00fdch letech jsem um\u011blou inteligenci intenzivn\u011b integroval do sv\u00e9 vlastn\u00ed v\u00fdvoj\u00e1\u0159sk\u00e9 pr\u00e1ce i do podnikov\u00e9ho softwaru. P\u0159itom jsem z\u00e1m\u011brn\u011b nevyu\u017e\u00edval pouze hotov\u00e9 cloudov\u00e9 slu\u017eby, ale s\u00e1m jsem si v praxi vyzkou\u0161el r\u016fzn\u00e9 p\u0159\u00edstupy:<\/p>\n<ul>\n<li>jazykov\u00e9 modely provozovan\u00e9 v cloudu a lok\u00e1ln\u011b,<\/li>\n<li>r\u016fzn\u00e9 velikosti model\u016f,<\/li>\n<li>Srovn\u00e1n\u00ed model\u016f a benchmarky,<\/li>\n<li>Agentn\u00ed syst\u00e9my,<\/li>\n<li>a integraci um\u011bl\u00e9 inteligence do st\u00e1vaj\u00edc\u00edch softwarov\u00fdch architektur.<\/li>\n<\/ul>\n<p>Z t\u00e9to pr\u00e1ce mezit\u00edm vznikla samostatn\u00e1 v\u00fdvojov\u00e1 platforma s integrovanou vrstvou um\u011bl\u00e9 inteligence. Jej\u00ed sou\u010d\u00e1st\u00ed jsou mimo jin\u00e9 vlastn\u00ed definice model\u016f v r\u016fzn\u00fdch velikostn\u00edch t\u0159\u00edd\u00e1ch, adapt\u00e9r um\u011bl\u00e9 inteligence, rozhran\u00ed pro benchmarking umo\u017e\u0148uj\u00edc\u00ed p\u0159\u00edm\u00e9 srovn\u00e1n\u00ed r\u016fzn\u00fdch model\u016f a runtime pro agenty.<\/p>\n<p>Nejde o prezenta\u010dn\u00ed sn\u00edmky ani o teoretick\u00e9 koncepty. Tyto syst\u00e9my se v praxi skute\u010dn\u011b pou\u017e\u00edvaj\u00ed a neust\u00e1le se zdokonaluj\u00ed. D\u00edky tomu zn\u00e1m nejen p\u016fsobiv\u00e9 str\u00e1nky dne\u0161n\u00edch syst\u00e9m\u016f um\u011bl\u00e9 inteligence, ale tak\u00e9 jejich limity, n\u00e1roky na zdroje a situace, kdy se \u0159e\u0161en\u00ed, kter\u00e9 na pap\u00ed\u0159e vypad\u00e1 elegantn\u011b, v ka\u017edodenn\u00edm provozu najednou st\u00e1v\u00e1 zbyte\u010dn\u011b komplikovan\u00fdm.<\/p>\n<p>Proto v\u00e1m nechci prod\u00e1vat co nejv\u00edce um\u011bl\u00e9 inteligence. Chci zjistit, kolik um\u011bl\u00e9 inteligence va\u0161e firma skute\u010dn\u011b pot\u0159ebuje.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-6346\" src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/SchallOS-KI-Adapter-Score.jpg\" alt=\"Adapt\u00e9r AI pro lok\u00e1ln\u00ed a cloudov\u00e9 modely AI\" width=\"1600\" height=\"1025\" srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/SchallOS-KI-Adapter-Score.jpg 1600w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/SchallOS-KI-Adapter-Score-300x192.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/SchallOS-KI-Adapter-Score-1024x656.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/SchallOS-KI-Adapter-Score-768x492.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/SchallOS-KI-Adapter-Score-1536x984.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/SchallOS-KI-Adapter-Score-18x12.jpg 18w\" sizes=\"auto, (max-width: 1600px) 100vw, 1600px\" \/><\/p>\n<p>P\u0159\u00edklad z na\u0161eho vlastn\u00edho v\u00fdvojov\u00e9ho prost\u0159ed\u00ed: r\u016fzn\u00e9 modely um\u011bl\u00e9 inteligence a technick\u00e9 p\u0159\u00edstupy se porovn\u00e1vaj\u00ed v re\u00e1ln\u00fdch podm\u00ednk\u00e1ch, m\u00edsto aby se spol\u00e9halo pouze na \u00fadaje v\u00fdrobce.<\/p>\n<h2>Ov\u011b\u0159en\u00ed p\u0159ipravenosti na um\u011blou inteligenci: nez\u00e1visl\u00e9 zhodnocen\u00ed aktu\u00e1ln\u00edho stavu<\/h2>\n<p><strong>Dva dny anal\u00fdzy. Pevn\u00e1 cena 2 900 eur. P\u00edsemn\u00e1 zpr\u00e1va s konkr\u00e9tn\u00edmi doporu\u010den\u00edmi.<\/strong><\/p>\n<p>Hodnocen\u00ed aktu\u00e1ln\u00edho stavu v oblasti um\u011bl\u00e9 inteligence je ur\u010deno st\u0159edn\u00edm podnik\u016fm, kter\u00e9 nejprve pot\u0159ebuj\u00ed z\u00edskat jasn\u00fd p\u0159ehled, ne\u017e za\u010dnou investovat v\u011bt\u0161\u00ed prost\u0159edky do softwaru, poradenstv\u00ed nebo infrastruktury. C\u00edlem zat\u00edm v\u00fdslovn\u011b nen\u00ed realizace velk\u00e9ho projektu v oblasti um\u011bl\u00e9 inteligence. C\u00edlem je z\u00edskat spolehliv\u00fd podklad pro rozhodov\u00e1n\u00ed. Na konci byste m\u011bli b\u00fdt schopni odpov\u011bd\u011bt na n\u00e1sleduj\u00edc\u00ed ot\u00e1zky:<\/p>\n<p>V jak\u00fdch oblastech se ve na\u0161\u00ed spole\u010dnosti skute\u010dn\u011b vyplat\u00ed vyu\u017e\u00edvat um\u011blou inteligenci?<\/p>\n<ol>\n<li>Co k tomu mus\u00edme p\u0159ipravit?<\/li>\n<li>Jak\u00e9 \u0159e\u0161en\u00ed by bylo z technick\u00e9ho hlediska vhodn\u00e9?<\/li>\n<li>Jak\u00e1 investice by byla pravd\u011bpodobn\u011b nutn\u00e1?<\/li>\n<li>A kter\u00e9 n\u00e1pady bychom rad\u011bji nem\u011bli d\u00e1le rozv\u00edjet?<\/li>\n<\/ol>\n<h3>Co je p\u0159edm\u011btem anal\u00fdzy v r\u00e1mci posouzen\u00ed aktu\u00e1ln\u00ed situace<\/h3>\n<p><strong>Inventarizace dat<\/strong>: Nejprve se posoud\u00ed, jak\u00e9 relevantn\u00ed \u00fadaje o spole\u010dnosti jsou k dispozici a kde se nach\u00e1zej\u00ed.<\/p>\n<p>Nejde p\u0159itom o kompletn\u00ed technickou revizi v\u0161ech syst\u00e9m\u016f, ale o to, zda je st\u00e1vaj\u00edc\u00ed datov\u00e9 prost\u0159ed\u00ed pro pl\u00e1novan\u00e9 aplikace v z\u00e1sad\u011b vhodn\u00e9. Zkoum\u00e1 se nap\u0159\u00edklad:<\/p>\n<ul>\n<li>Datab\u00e1ze,<\/li>\n<li>Syst\u00e9my ERP a syst\u00e9my pro spr\u00e1vu z\u00e1sob,<\/li>\n<li>Syst\u00e9my CRM,<\/li>\n<li>\u00dalo\u017ei\u0161t\u011b dokument\u016f,<\/li>\n<li>Struktury v Excelu,<\/li>\n<li>Souborov\u00fd server,<\/li>\n<li>Rozhran\u00ed<\/li>\n<li>a dal\u0161\u00ed relevantn\u00ed zdroje informac\u00ed.<\/li>\n<\/ul>\n<p>Z\u00e1rove\u0148 se tak uk\u00e1\u017ee, kter\u00e1 data by m\u011bla b\u00fdt p\u0159ed zah\u00e1jen\u00edm projektu um\u011bl\u00e9 inteligence vy\u010di\u0161t\u011bna, sjednocena nebo l\u00e9pe strukturov\u00e1na.<\/p>\n<p><strong>Hodnocen\u00ed proces\u016f<\/strong>: Um\u011bl\u00e1 inteligence m\u016f\u017ee podporovat procesy. Nedok\u00e1\u017ee v\u0161ak nejasn\u00e9 procesy jakoby m\u00e1vnut\u00edm kouzeln\u00e9ho proutku prom\u011bnit v dobr\u00e9 procesy. Proto se zam\u011b\u0159ujeme na vybran\u00e9 procesy ve firm\u011b a prov\u011b\u0159ujeme:<\/p>\n<ul>\n<li>Jak ten proces dnes ve skute\u010dnosti prob\u00edh\u00e1?<\/li>\n<li>Jak\u00e9 informace jsou pot\u0159eba?<\/li>\n<li>Kde doch\u00e1z\u00ed k p\u0159eru\u0161en\u00ed m\u00e9di\u00ed?<\/li>\n<li>Kde se pracuje dvakr\u00e1t?<\/li>\n<li>Jak\u00e1 rozhodnut\u00ed \u010dlov\u011bk \u010din\u00ed?<\/li>\n<li>Kter\u00e9 z nich se \u0159\u00edd\u00ed jasn\u00fdmi pravidly?<\/li>\n<li>Kde by bylo vhodn\u00e9 vyu\u017e\u00edt um\u011blou inteligenci?<\/li>\n<li>V jak\u00fdch p\u0159\u00edpadech by byla klasick\u00e1 automatizace pravd\u011bpodobn\u011b vhodn\u011bj\u0161\u00ed?<\/li>\n<\/ul>\n<p>Pr\u00e1v\u011b toto rozli\u0161en\u00ed je d\u016fle\u017eit\u00e9. N\u011bkter\u00e9 \u00fakoly nevy\u017eaduj\u00ed jazykov\u00fd model, ale pouze p\u0159ehledn\u00e9 rozhran\u00ed nebo dob\u0159e strukturovan\u00fd pracovn\u00ed postup.<\/p>\n<h3>T\u0159i prioritn\u00ed oblasti vyu\u017eit\u00ed um\u011bl\u00e9 inteligence<\/h3>\n<p>Z anal\u00fdzy vypl\u00fdvaj\u00ed t\u0159i p\u0159\u00edpady pou\u017eit\u00ed, kter\u00e9 se jev\u00ed jako obzvl\u00e1\u0161t\u011b zaj\u00edmav\u00e9 pro va\u0161i spole\u010dnost. Ke ka\u017ed\u00e9mu p\u0159\u00edpadu pou\u017eit\u00ed obdr\u017e\u00edte hodnocen\u00ed mo\u017en\u00e9ho p\u0159\u00ednosu, technick\u00e9 n\u00e1ro\u010dnosti, organiza\u010dn\u00ed n\u00e1ro\u010dnosti, po\u017eadavk\u016f na data, rizik, mo\u017en\u00fdch \u0159e\u0161en\u00ed a vhodn\u00e9 priority.<\/p>\n<p>Ne ka\u017ed\u00fd zaj\u00edmav\u00fd n\u00e1pad se automaticky dostane na tento seznam. Rozhoduj\u00edc\u00ed nen\u00ed to, co zn\u00ed technicky p\u016fsobiv\u011b, ale to, co se jev\u00ed jako ekonomicky smyslupln\u00e9 pro va\u0161i spole\u010dnost.<\/p>\n<h3>Lok\u00e1ln\u011b, v cloudu, nebo kombinace obou?<\/h3>\n<p>Mnoho firem dnes vych\u00e1z\u00ed z p\u0159edpokladu, \u017ee um\u011bl\u00e1 inteligence mus\u00ed nutn\u011b b\u011b\u017eet u velk\u00fdch poskytovatel\u016f cloudov\u00fdch slu\u017eeb. To v\u0161ak nen\u00ed v\u017edy nutn\u00e9. Modern\u00ed lok\u00e1ln\u00ed modely um\u011bl\u00e9 inteligence jsou dnes schopny p\u0159evz\u00edt \u0159adu \u00fakol\u016f na vlastn\u00edm hardwaru. Jin\u00e9 aplikace naopak v\u00fdrazn\u011b t\u011b\u017e\u00ed z v\u00fdkonn\u00fdch cloudov\u00fdch model\u016f.<\/p>\n<p>\u010casto je vhodn\u00e9 zvolit kombinovan\u00e9 \u0159e\u0161en\u00ed. Proto v\u00e1m nep\u0159edkl\u00e1d\u00e1me ideologick\u00e9 doporu\u010den\u00ed pro nebo proti cloudu, ale technick\u00e9 a ekonomick\u00e9 posouzen\u00ed pro v\u00e1\u0161 konkr\u00e9tn\u00ed p\u0159\u00edpad pou\u017eit\u00ed. P\u0159itom se mimo jin\u00e9 zohled\u0148uj\u00ed n\u00e1sleduj\u00edc\u00ed faktory:<\/p>\n<ul>\n<li>Ochrana osobn\u00edch \u00fadaj\u016f,<\/li>\n<li>D\u016fv\u011brnost,<\/li>\n<li>V\u00fdkonnost,<\/li>\n<li>Po\u017eadavky na hardware,<\/li>\n<li>b\u011b\u017en\u00e9 n\u00e1klady,<\/li>\n<li>n\u00e1klady na \u00fadr\u017ebu,<\/li>\n<li>Dostupnost<\/li>\n<li>a po\u017eadovan\u00e1 nez\u00e1vislost na jednotliv\u00fdch poskytovatel\u00edch.<\/li>\n<\/ul>\n<h3>Jasn\u00e9 odm\u00edtnut\u00ed, pokud se n\u011bco nevyplat\u00ed<\/h3>\n<p>Tento bod je v\u00fdslovn\u011b sou\u010d\u00e1st\u00ed konzultace. Pokud podle m\u00e9ho n\u00e1zoru pl\u00e1novan\u00e1 aplikace um\u011bl\u00e9 inteligence nep\u0159in\u00e1\u0161\u00ed \u017e\u00e1dn\u00fd rozumn\u00fd ekonomick\u00fd p\u0159\u00ednos, bude to v zpr\u00e1v\u011b v\u00fdslovn\u011b uvedeno. Pokud by bylo smyslupln\u011bj\u0161\u00ed pou\u017e\u00edt klasick\u00e9 softwarov\u00e9 \u0159e\u0161en\u00ed, bude na to rovn\u011b\u017e pouk\u00e1z\u00e1no. Pokud by bylo nejprve t\u0159eba vylep\u0161it datovou strukturu, ne\u017e se v\u016fbec za\u010dne hovo\u0159it o um\u011bl\u00e9 inteligenci, je i to mo\u017en\u00fdm z\u00e1v\u011brem.<\/p>\n<p>Projekt, kter\u00fd se neza\u010dne realizovat, m\u016f\u017ee b\u00fdt mimo\u0159\u00e1dn\u011b v\u00fdnosn\u00fdm rozhodnut\u00edm.<\/p>\n<h3>Co z\u00edsk\u00e1te po uplynut\u00ed t\u011bchto dvou dn\u016f<\/h3>\n<p>Obdr\u017e\u00edte p\u00edsemnou zpr\u00e1vu, kterou m\u016f\u017eete intern\u011b vyu\u017e\u00edt jako podklad pro rozhodov\u00e1n\u00ed. Obvykle obsahuje:<\/p>\n<ul>\n<li>shrnut\u00ed va\u0161\u00ed sou\u010dasn\u00e9 situace,<\/li>\n<li>posouzen\u00ed p\u0159\u00edslu\u0161n\u00e9ho datov\u00e9ho prost\u0159ed\u00ed,<\/li>\n<li>z\u0159eteln\u00e9 slabiny,<\/li>\n<li>posouzen\u00ed vybran\u00fdch obchodn\u00edch proces\u016f,<\/li>\n<li>t\u0159i prioritn\u00ed p\u0159\u00edpady pou\u017eit\u00ed um\u011bl\u00e9 inteligence,<\/li>\n<li>posouzen\u00ed lok\u00e1ln\u00edho provozu, cloudu nebo hybridn\u00edho provozu,<\/li>\n<li>technick\u00e9 p\u0159edpoklady,<\/li>\n<li>hrub\u00fd odhad n\u00e1klad\u016f,<\/li>\n<li>Informace o ochran\u011b osobn\u00edch \u00fadaj\u016f a suverenit\u011b nad \u00fadaji,<\/li>\n<li>doporu\u010den\u00e9 dal\u0161\u00ed kroky<\/li>\n<li>a tak\u00e9 v\u00fdslovn\u011b projekty, od kter\u00fdch bych v sou\u010dasn\u00e9 dob\u011b rad\u011bji odrazoval.<\/li>\n<\/ul>\n<p>Zpr\u00e1va by m\u011bla b\u00fdt dostate\u010dn\u011b srozumiteln\u00e1 pro veden\u00ed spole\u010dnosti a z\u00e1rove\u0148 dostate\u010dn\u011b konkr\u00e9tn\u00ed pro pozd\u011bj\u0161\u00ed jedn\u00e1n\u00ed s intern\u00edmi \u010di extern\u00edmi IT odborn\u00edky.<\/p>\n<h3>Co se m\u016f\u017ee st\u00e1t pot\u00e9 \u2013 ale nemus\u00ed<\/h3>\n<p>Anal\u00fdza aktu\u00e1ln\u00ed situace je samostatn\u00e1 poradensk\u00e1 slu\u017eba. T\u00edm se nezavazujete k \u017e\u00e1dn\u00e9mu n\u00e1sledn\u00e9mu projektu.<\/p>\n<ul>\n<li>Mo\u017en\u00e1 bude v\u00fdsledek takov\u00fd: Zat\u00edm nic neuskute\u010d\u0148ovat. Nejprve data vy\u010distit.<\/li>\n<li>Mo\u017en\u00e1 se naskytne n\u011bjak\u00fd men\u0161\u00ed projekt, kter\u00fd bude mo\u017en\u00e9 realizovat b\u011bhem n\u011bkolika t\u00fddn\u016f.<\/li>\n<li>Mo\u017en\u00e1 se uk\u00e1\u017ee, \u017ee rozs\u00e1hlej\u0161\u00ed projekt v oblasti um\u011bl\u00e9 inteligence by byl ekonomicky smyslupln\u00fd.<\/li>\n<\/ul>\n<p>A mo\u017en\u00e1 budete moci tato doporu\u010den\u00ed realizovat ve spolupr\u00e1ci s va\u0161\u00edm st\u00e1vaj\u00edc\u00edm IT odd\u011blen\u00edm nebo st\u00e1vaj\u00edc\u00edm dodavatelem slu\u017eeb. Pokud se dal\u0161\u00ed spolupr\u00e1ce jev\u00ed jako smyslupln\u00e1, m\u016f\u017eeme o tom pohovo\u0159it.<\/p>\n<p>Pokud se do 90 dn\u016f rozhodnete pro p\u0159\u00edslu\u0161n\u00fd navazuj\u00edc\u00ed projekt se mnou, bude \u010d\u00e1stka 2 900 eur za anal\u00fdzu sou\u010dasn\u00e9 situace zapo\u010d\u00edt\u00e1na do ceny tohoto projektu.<\/p>\n<h3>Pro jak\u00e9 podniky je hodnocen\u00ed stavu v oblasti um\u011bl\u00e9 inteligence ur\u010deno<\/h3>\n<p>Tato nab\u00eddka je obzvl\u00e1\u0161t\u011b vhodn\u00e1 pro firmy s p\u0159ibli\u017en\u011b 5 a\u017e 100 zam\u011bstnanci, pro kter\u00e9 je digitalizace a podnikov\u00fd software ji\u017e d\u00e1vno sou\u010d\u00e1st\u00ed ka\u017edodenn\u00edho \u017eivota, ale kde zat\u00edm nikdo nen\u00ed v\u00fdslovn\u011b pov\u011b\u0159en odpov\u011bdnost\u00ed za strategii v oblasti um\u011bl\u00e9 inteligence. Typick\u00fdmi situacemi jsou nap\u0159\u00edklad:<\/p>\n<ul>\n<li>Zam\u011bstnanci ji\u017e pou\u017e\u00edvaj\u00ed ChatGPT nebo jin\u00e9 slu\u017eby zalo\u017een\u00e9 na um\u011bl\u00e9 inteligenci.<\/li>\n<li>Veden\u00ed spole\u010dnosti by r\u00e1do v\u011bd\u011blo, jak\u00e1 rizika z toho vypl\u00fdvaj\u00ed.<\/li>\n<li>Existuje velk\u00e9 mno\u017estv\u00ed dat, ale chyb\u00ed jednotn\u00e1 strategie pro nakl\u00e1d\u00e1n\u00ed s daty.<\/li>\n<li>Procesy se v pr\u016fb\u011bhu let vyv\u00edjely organicky.<\/li>\n<li>Extern\u00ed dodavatel navrhl rozs\u00e1hl\u00fd projekt v oblasti um\u011bl\u00e9 inteligence.<\/li>\n<li>Veden\u00ed spole\u010dnosti m\u00e1 pot\u00ed\u017ee s odhadem p\u0159\u00ednosu a ceny dan\u00e9 nab\u00eddky.<\/li>\n<li>Ur\u010dit\u00e9 \u010dinnosti s sebou pravideln\u011b p\u0159in\u00e1\u0161ej\u00ed velk\u00e9 mno\u017estv\u00ed ru\u010dn\u00ed pr\u00e1ce.<\/li>\n<li>Spole\u010dnost chce vyu\u017e\u00edvat um\u011blou inteligenci, ale nechce slep\u011b n\u00e1sledovat ka\u017ed\u00fd trend.<\/li>\n<li>Ochrana osobn\u00edch \u00fadaj\u016f a kontrola nad firemn\u00edmi \u00fadaji hraj\u00ed d\u016fle\u017eitou roli.<\/li>\n<li>Existuje z\u00e1jem o lok\u00e1ln\u00ed \u0159e\u0161en\u00ed v oblasti um\u011bl\u00e9 inteligence nebo o nez\u00e1visl\u00fd druh\u00fd n\u00e1zor.<\/li>\n<\/ul>\n<h3>Pro koho tato nab\u00eddka nen\u00ed ur\u010dena<\/h3>\n<p>Zhodnocen\u00ed situace pravd\u011bpodobn\u011b nen\u00ed tou spr\u00e1vnou volbou, pokud je ji\u017e zcela jasn\u00e9, jak\u00fd syst\u00e9m m\u00e1 b\u00fdt zaveden, a hled\u00e1 se pouze dodavatel pro jeho realizaci. Nap\u0159\u00edklad pokud ji\u017e bylo rozhodnuto:<\/p>\n<p><em>\u201eChceme produkt X od dodavatele Y a pot\u0159ebujeme jen n\u011bkoho, kdo ho implementuje.\u201c<\/em>,<\/p>\n<p>Specializovan\u00fd partner pro implementaci je \u010dasto lep\u0161\u00ed volbou. Stejn\u011b tak nem\u00e1 smysl vyu\u017e\u00edvat poradensk\u00e9 slu\u017eby, pokud hled\u00e1te pouze obecn\u00e9 \u0161kolen\u00ed v oblasti um\u011bl\u00e9 inteligence nebo p\u0159edn\u00e1\u0161ku pro zam\u011bstnance.<\/p>\n<p>Zam\u011b\u0159uji se p\u0159edev\u0161\u00edm na podnikov\u00e1 data, procesy, softwarovou architekturu a ot\u00e1zku, jak lze um\u011blou inteligenci smyslupln\u011b integrovat do re\u00e1ln\u00fdch provozn\u00edch proces\u016f.<\/p>\n<h3>Pro\u010d pevn\u00e1 cena?<\/h3>\n<p>Zejm\u00e9na p\u0159i prvn\u00ed anal\u00fdze by m\u011bla spole\u010dnost v\u011bd\u011bt, do jak\u00e9ho finan\u010dn\u00edho r\u00e1mce se pou\u0161t\u00ed. Proto stoj\u00ed dvoudenn\u00ed posouzen\u00ed stavu v oblasti um\u011bl\u00e9 inteligence pau\u0161\u00e1ln\u011b:<\/p>\n<pre data-no-translation=\"\"><strong>2.900 Euro<\/strong><\/pre>\n<p>Sou\u010d\u00e1st\u00ed t\u00e9to slu\u017eby je dohodnut\u00e1 anal\u00fdza, vyhodnocen\u00ed a p\u00edsemn\u00e1 zpr\u00e1va. Pokud se ji\u017e b\u011bhem prvn\u00edho rozhovoru uk\u00e1\u017ee, \u017ee posouzen\u00ed aktu\u00e1ln\u00ed situace va\u0161\u00ed spole\u010dnosti nep\u0159inese \u017e\u00e1dn\u00fd z\u0159ejm\u00fd p\u0159\u00ednos, nedoporu\u010d\u00edm v\u00e1m, abyste tuto slu\u017ebu zadali.<\/p>\n<h3>Dal\u0161\u00ed krok je z\u00e1m\u011brn\u011b mal\u00fd<\/h3>\n<p>Ne\u017e investujete 2 900 eur, promluvme si. B\u011bhem asi 20minutov\u00e9ho telefon\u00e1tu si vyjasn\u00edme:<\/p>\n<ul>\n<li>Co v\u00e1s v souvislosti s um\u011blou inteligenc\u00ed v sou\u010dasn\u00e9 dob\u011b nejv\u00edce zaj\u00edm\u00e1?<\/li>\n<li>Jak\u00e9 syst\u00e9my pou\u017e\u00edv\u00e1te?<\/li>\n<li>Jak\u00fd probl\u00e9m byste p\u0159\u00edpadn\u011b cht\u011bli vy\u0159e\u0161it?<\/li>\n<li>Co se ji\u017e zkou\u0161elo?<\/li>\n<li>A je v\u016fbec strukturovan\u00e1 anal\u00fdza sou\u010dasn\u00e9 situace v tomto p\u0159\u00edpad\u011b t\u00edm spr\u00e1vn\u00fdm dal\u0161\u00edm krokem?<\/li>\n<\/ul>\n<p>Pot\u00e9 budete v\u011bd\u011bt, zda se v\u00e1m poradenstv\u00ed jev\u00ed jako smyslupln\u00e9. A pokud se domn\u00edv\u00e1m, \u017ee v\u00e1m v sou\u010dasn\u00e9 dob\u011b p\u0159\u00edli\u0161 nepom\u016f\u017ee, tak\u00e9 v\u00e1m to \u0159eknu. 20 minut rozhovoru proto m\u016f\u017ee zcela sta\u010dit k tomu, abyste se vyhnuli zbyte\u010dn\u00e9mu projektu v \u0159\u00e1du p\u011bti \u010d\u00edslic.<\/p>\n<h3 id=\"Kontakt\">Zde si vy\u017e\u00e1dejte poradenstv\u00ed v oblasti um\u011bl\u00e9 inteligence<\/h3>\n<div class=\"forminator-ui forminator-custom-form forminator-custom-form-6406 forminator-design--default  forminator_ajax\" data-forminator-render=\"0\" data-form=\"forminator-module-6406\" data-uid=\"6a955be01d9d0\"><br\/><\/div><form\n\t\t\t\tid=\"forminator-module-6406\"\n\t\t\t\tclass=\"forminator-ui forminator-custom-form forminator-custom-form-6406 forminator-design--default  forminator_ajax\"\n\t\t\t\tmethod=\"post\"\n\t\t\t\tdata-forminator-render=\"0\"\n\t\t\t\tdata-form-id=\"6406\"\n\t\t\t\t data-color-option=\"theme\" data-design=\"default\" data-grid=\"open\" style=\"display: none;\"\n\t\t\t\tdata-uid=\"6a955be01d9d0\" action=\"\"\n\t\t\t><div role=\"alert\" aria-live=\"polite\" class=\"forminator-response-message forminator-error\" aria-hidden=\"true\"><\/div><div class=\"forminator-row\"><div id=\"name-2\" class=\"forminator-field-name forminator-col forminator-col-12\"><div class=\"forminator-field\"><label for=\"forminator-field-name-2_6a955be01d9d0\" id=\"forminator-field-name-2_6a955be01d9d0-label\" class=\"forminator-label\">Spole\u010dnost<\/label><input type=\"text\" name=\"name-2\" value=\"\" placeholder=\"\" id=\"forminator-field-name-2_6a955be01d9d0\" class=\"forminator-input forminator-name--field\" aria-required=\"false\" autocomplete=\"name\" \/><\/div><\/div><\/div><div class=\"forminator-row\"><div id=\"name-1\" class=\"forminator-field-name forminator-col forminator-col-12\"><div class=\"forminator-field\"><label for=\"forminator-field-name-1_6a955be01d9d0\" id=\"forminator-field-name-1_6a955be01d9d0-label\" class=\"forminator-label\">N\u00e1zev <span class=\"forminator-required\">*<\/span><\/label><input type=\"text\" name=\"name-1\" value=\"\" placeholder=\"\" id=\"forminator-field-name-1_6a955be01d9d0\" class=\"forminator-input forminator-name--field\" aria-required=\"true\" autocomplete=\"name\" \/><\/div><\/div><\/div><div class=\"forminator-row\"><div id=\"email-1\" class=\"forminator-field-email forminator-col forminator-col-12\"><div class=\"forminator-field\"><label for=\"forminator-field-email-1_6a955be01d9d0\" id=\"forminator-field-email-1_6a955be01d9d0-label\" class=\"forminator-label\">E-mailov\u00e1 adresa <span class=\"forminator-required\">*<\/span><\/label><input type=\"email\" name=\"email-1\" value=\"\" placeholder=\"\" id=\"forminator-field-email-1_6a955be01d9d0\" class=\"forminator-input forminator-email--field\" data-required=\"true\" aria-required=\"true\" autocomplete=\"email\" \/><\/div><\/div><\/div><div class=\"forminator-row\"><div id=\"phone-1\" class=\"forminator-field-phone forminator-col forminator-col-12\"><div class=\"forminator-field\"><label for=\"forminator-field-phone-1_6a955be01d9d0\" id=\"forminator-field-phone-1_6a955be01d9d0-label\" class=\"forminator-label\">Telefonn\u00ed \u010d\u00edslo<\/label><input type=\"text\" name=\"phone-1\" value=\"\" placeholder=\"\" id=\"forminator-field-phone-1_6a955be01d9d0\" class=\"forminator-input forminator-field--phone\" data-required=\"\" aria-required=\"false\" autocomplete=\"off\" \/><\/div><\/div><\/div><div class=\"forminator-row\"><div id=\"textarea-1\" class=\"forminator-field-textarea forminator-col forminator-col-12\"><div class=\"forminator-field\"><label for=\"forminator-field-textarea-1_6a955be01d9d0\" id=\"forminator-field-textarea-1_6a955be01d9d0-label\" class=\"forminator-label\">Co v\u00e1s zaj\u00edm\u00e1 na t\u00e9matu um\u011bl\u00e9 inteligence?<\/label><span id=\"forminator-field-textarea-1_6a955be01d9d0-description\" class=\"forminator-description\"><span data-limit=\"180\" data-type=\"words\" data-editor=\"\">0 \/ 180<\/span><\/span><textarea name=\"textarea-1\" placeholder=\"\" id=\"forminator-field-textarea-1_6a955be01d9d0\" class=\"forminator-textarea\" rows=\"6\" style=\"--forminator-textarea-min-height:140px;\" ><\/textarea><\/div><\/div><\/div><input type=\"hidden\" name=\"referer_url\" value=\"\" \/><div class=\"forminator-row forminator-row-last\"><div class=\"forminator-col\"><div class=\"forminator-field\"><button class=\"forminator-button forminator-button-submit\">Odes\u00edl\u00e1n\u00ed<\/button><\/div><\/div><\/div><input type=\"hidden\" id=\"forminator_nonce\" name=\"forminator_nonce\" value=\"bfcf7f1b39\" \/><input type=\"hidden\" name=\"_wp_http_referer\" value=\"\/cs\/wp-json\/wp\/v2\/pages\/6401\" \/><input type=\"hidden\" name=\"form_id\" value=\"6406\"><input type=\"hidden\" name=\"page_id\" value=\"6401\"><input type=\"hidden\" name=\"form_type\" value=\"default\"><input type=\"hidden\" name=\"current_url\" value=\"https:\/\/www.markus-schall.de\/cs\/ki-beratung\/\"><input type=\"hidden\" name=\"render_id\" value=\"0\"><input type=\"hidden\" name=\"action\" value=\"forminator_submit_form_custom-forms\"><input type=\"hidden\" name=\"trp-form-language\" value=\"cs\"\/><\/form>\n<p>Nebo p\u0159\u00edmo:<\/p>\n<pre data-no-translation=\"\"><strong>+49 (0) 441-30 43 76 40<\/strong>\r\n<strong>E-Mail: <a href=\"mailto:**@***********ll.de\" data-original-string=\"qha3noq8w8oaEUdvL7gA7A==680\/IdQw0zRhR2iNr\/VCfT9i9lB64ZJEa7JNC9Ltc87eRY=\" title=\"This contact has been encoded by Anti-Spam by CleanTalk. Click to decode. To finish the decoding make sure that JavaScript is enabled in your browser.\"><span \n                data-original-string='eaTtpdHImeRC\/9ongrAoRA==6809ewLS+KnPDKzb3HpAoviVDXKQ1lRdxG8m04gAedczG0='\n                class='apbct-email-encoder'\n                title='This contact has been encoded by Anti-Spam by CleanTalk. Click to decode. To finish the decoding make sure that JavaScript is enabled in your browser.'><span class=\"apbct-blur\">**<\/span>@<span class=\"apbct-blur\">***********<\/span>ll.de<\/span><\/a><\/strong><\/pre>\n<hr \/>\n<h2>\u010casto kladen\u00e9 ot\u00e1zky ohledn\u011b poradenstv\u00ed v oblasti um\u011bl\u00e9 inteligence<\/h2>\n<ol>\n<li><strong>Kolik celkem stoj\u00ed projekt v oblasti um\u011bl\u00e9 inteligence?<\/strong><br \/>\nNa to neexistuje \u017e\u00e1dn\u00e1 seri\u00f3zn\u00ed pau\u0161\u00e1ln\u00ed odpov\u011b\u010f. Smyslupln\u011b vymezen\u00fd mal\u00fd p\u0159\u00edpad pou\u017eit\u00ed lze realizovat s p\u0159im\u011b\u0159en\u00fdm \u00fasil\u00edm. Integrace um\u011bl\u00e9 inteligence do n\u011bkolika obchodn\u00edch proces\u016f nebo do st\u00e1vaj\u00edc\u00edho softwarov\u00e9ho prost\u0159ed\u00ed se naopak m\u016f\u017ee st\u00e1t v\u00fdrazn\u011b rozs\u00e1hlej\u0161\u00edm projektem. Pr\u00e1v\u011b proto je na za\u010d\u00e1tku t\u0159eba prov\u00e9st anal\u00fdzu aktu\u00e1ln\u00edho stavu. Ne\u017e dojde k investici v\u011bt\u0161\u00edch \u010d\u00e1stek, je t\u0159eba si ujasnit, jak\u00fd technick\u00fd p\u0159\u00edstup je skute\u010dn\u011b nezbytn\u00fd a jak\u00fd rozsah se jev\u00ed jako ekonomicky smyslupln\u00fd.<\/li>\n<li><strong>Co p\u0159esn\u011b za t\u011bch 2 900 eur dostanu?<\/strong><br \/>\nNedostanete obecnou prezentaci o um\u011bl\u00e9 inteligenci, ale individu\u00e1ln\u00ed anal\u00fdzu va\u0161\u00ed v\u00fdchoz\u00ed situace. Ta zahrnuje zejm\u00e9na posouzen\u00ed relevantn\u00edch dat a proces\u016f, t\u0159i prioritn\u00ed p\u0159\u00edpady pou\u017eit\u00ed, technick\u00e9 posouzen\u00ed a z\u00e1v\u011bre\u010dnou p\u00edsemnou zpr\u00e1vu s konkr\u00e9tn\u00edmi doporu\u010den\u00edmi.<\/li>\n<li><strong>Mus\u00ed se k tomu na\u0161e data ulo\u017eit do cloudu?<\/strong><br \/>\nNe. Pro \u00fa\u010dely anal\u00fdzy nen\u00ed nutn\u00e9 automaticky p\u0159en\u00e1\u0161et firemn\u00ed data do extern\u00ed slu\u017eby vyu\u017e\u00edvaj\u00edc\u00ed um\u011blou inteligenci. I pro pozd\u011bj\u0161\u00ed vyu\u017eit\u00ed mohou b\u00fdt zaj\u00edmav\u00e9 lok\u00e1ln\u00ed modely nebo hybridn\u00ed \u0159e\u0161en\u00ed. To, kter\u00e9 \u0159e\u0161en\u00ed je vhodn\u00e9, z\u00e1vis\u00ed na objemu dat, \u00fakolu, bezpe\u010dnostn\u00edch po\u017eadavc\u00edch, po\u017eadovan\u00e9 kvalit\u011b a rozpo\u010dtu.<\/li>\n<li><strong>Je lok\u00e1ln\u00ed um\u011bl\u00e1 inteligence u\u017e skute\u010dn\u011b pou\u017eiteln\u00e1?<\/strong><br \/>\nPro ur\u010dit\u00e9 aplikace rozhodn\u011b ano. Lok\u00e1ln\u00ed modely dnes u mnoha \u00fakol\u016f dosahuj\u00ed kvality, kter\u00e1 umo\u017e\u0148uje produktivn\u00ed pr\u00e1ci. Nab\u00edzej\u00ed v\u00fdhody zejm\u00e9na v oblasti d\u016fv\u011brn\u00fdch dat, provozn\u00edch n\u00e1klad\u016f a nez\u00e1vislosti na extern\u00edch platform\u00e1ch. Ne u ka\u017ed\u00e9ho \u00fakolu v\u0161ak nahrazuj\u00ed nejv\u00fdkonn\u011bj\u0161\u00ed cloudov\u00e9 modely. Proto by se toto rozhodnut\u00ed m\u011blo \u010dinit na z\u00e1klad\u011b technick\u00fdch hledisek, a nikoli na z\u00e1klad\u011b dogmat.<\/li>\n<li><strong>Nem\u00e1me p\u0159ehlednou datab\u00e1zi. Je to d\u016fvod k vylou\u010den\u00ed?<\/strong><br \/>\nNe. To je sp\u00ed\u0161e b\u011b\u017en\u00fd p\u0159\u00edpad. Pr\u00e1v\u011b proto je t\u0159eba p\u0159ed zah\u00e1jen\u00edm v\u011bt\u0161\u00edho projektu v oblasti um\u011bl\u00e9 inteligence posoudit stav dat. Je mo\u017en\u00e9, \u017ee anal\u00fdza nejprve uk\u00e1\u017ee, \u017ee je t\u0159eba ur\u010dit\u00e1 data sjednotit nebo l\u00e9pe zdokumentovat procesy. To neznamen\u00e1 selh\u00e1n\u00ed strategie v oblasti um\u011bl\u00e9 inteligence, ale \u010dasto jde o jej\u00ed nejd\u016fle\u017eit\u011bj\u0161\u00ed p\u0159edpoklad.<\/li>\n<li><strong>Mus\u00ed b\u00fdt na\u0161e procesy ji\u017e zcela zdokumentov\u00e1ny?<\/strong><br \/>\nNe. V mnoha st\u0159edn\u00edch podnic\u00edch se obchodn\u00ed procesy vyv\u00edjely postupn\u011b v pr\u016fb\u011bhu \u010dasu a jsou dokumentov\u00e1ny jen \u010d\u00e1ste\u010dn\u011b. P\u0159i posuzov\u00e1n\u00ed aktu\u00e1ln\u00edho stavu jde proto tak\u00e9 o to, porozum\u011bt p\u0159\u00edslu\u0161n\u00fdm proces\u016fm natolik, aby bylo mo\u017en\u00e9 posoudit, zda a jak by mohly b\u00fdt automatizov\u00e1ny nebo podporov\u00e1ny um\u011blou inteligenc\u00ed.<\/li>\n<li><strong>M\u016f\u017eete tak\u00e9 posoudit, zda je st\u00e1vaj\u00edc\u00ed nab\u00eddka jin\u00e9ho poskytovatele vhodn\u00e1?<\/strong><br \/>\nAno. Pokud ji\u017e m\u00e1te k dispozici nab\u00eddku nebo n\u00e1vrh projektu v oblasti um\u011bl\u00e9 inteligence, lze jej zahrnout do posouzen\u00ed. Nejde p\u0159itom o to pau\u0161\u00e1ln\u011b kritizovat jin\u00e9 dodavatele, ale ov\u011b\u0159it, zda rozsah slu\u017eeb, technick\u00e1 architektura a ekonomick\u00fd p\u0159\u00ednos odpov\u00eddaj\u00ed va\u0161\u00ed situaci.<\/li>\n<li><strong>Spolupracujete v\u00fdhradn\u011b s ur\u010dit\u00fdmi poskytovateli um\u011bl\u00e9 inteligence?<\/strong><br \/>\nNe. Nejsem v\u00e1z\u00e1n ani na konkr\u00e9tn\u00edho poskytovatele model\u016f, ani na konkr\u00e9tn\u00ed cloudov\u00e9 platformy. V z\u00e1vislosti na dan\u00e9m \u00fakolu mohou b\u00fdt vhodn\u00e1 komer\u010dn\u00ed cloudov\u00e1 \u0159e\u0161en\u00ed, lok\u00e1ln\u00ed open-source \u0159e\u0161en\u00ed nebo jejich kombinace.<\/li>\n<li><strong>Dost\u00e1v\u00e1te provize od dodavatel\u016f softwaru nebo um\u011bl\u00e9 inteligence?<\/strong><br \/>\nNe. V r\u00e1mci tohoto poradenstv\u00ed neprod\u00e1v\u00e1m licence t\u0159et\u00edch stran a nedost\u00e1v\u00e1m \u017e\u00e1dn\u00e9 provize za doporu\u010den\u00ed konkr\u00e9tn\u00edch poskytovatel\u016f um\u011bl\u00e9 inteligence. Nem\u00e1m tedy \u017e\u00e1dn\u00fd ekonomick\u00fd d\u016fvod, abych v\u00e1m doporu\u010doval co nejrozs\u00e1hlej\u0161\u00ed nebo nejdra\u017e\u0161\u00ed \u0159e\u0161en\u00ed od jin\u00fdch dodavatel\u016f.<\/li>\n<li><strong>Mus\u00edme si kv\u016fli tomu po\u0159\u00eddit nov\u00fd hardware?<br \/>\n<\/strong>Ne nutn\u011b. Pro mnoho po\u010d\u00e1te\u010dn\u00edch aplikac\u00ed sta\u010d\u00ed st\u00e1vaj\u00edc\u00ed infrastruktura, p\u0159\u00edpadn\u011b je z ekonomick\u00e9ho hlediska v\u00fdhodn\u011bj\u0161\u00ed vyu\u017e\u00edt cloud. U lok\u00e1ln\u00edch syst\u00e9m\u016f um\u011bl\u00e9 inteligence m\u016f\u017ee b\u00fdt zapot\u0159eb\u00ed dal\u0161\u00ed hardware. Investice do hardwaru by se v\u0161ak m\u011bla uskute\u010dnit a\u017e tehdy, kdy\u017e bude jasn\u00e9, kter\u00e9 modely a aplikace se skute\u010dn\u011b budou provozovat.<\/li>\n<li><strong>P\u0159edstavuje ChatGPT ve firm\u011b z\u00e1sadn\u011b probl\u00e9m v oblasti ochrany osobn\u00edch \u00fadaj\u016f?<br \/>\n<\/strong>Ne automaticky. Rozhoduj\u00edc\u00ed je, jak\u00e1 verze a konfigurace se pou\u017e\u00edv\u00e1, jak\u00e1 data se zad\u00e1vaj\u00ed a jak\u00e1 organiza\u010dn\u00ed pravidla plat\u00ed. Probl\u00e9my nast\u00e1vaj\u00ed zejm\u00e9na tehdy, kdy\u017e zam\u011bstnanci bez jasn\u00fdch pokyn\u016f zad\u00e1vaj\u00ed d\u016fv\u011brn\u00e9 informace o z\u00e1kazn\u00edc\u00edch, zam\u011bstnanc\u00edch nebo spole\u010dnosti do extern\u00edch syst\u00e9m\u016f. Proto je sou\u010d\u00e1st\u00ed posouzen\u00ed aktu\u00e1ln\u00ed situace tak\u00e9 ot\u00e1zka, jak se um\u011bl\u00e1 inteligence v dan\u00e9 spole\u010dnosti v sou\u010dasn\u00e9 dob\u011b skute\u010dn\u011b vyu\u017e\u00edv\u00e1.<\/li>\n<li><strong>M\u016f\u017eete do syst\u00e9mu za\u010dlenit i st\u00e1vaj\u00edc\u00ed datab\u00e1ze a ERP syst\u00e9my?<\/strong><br \/>\nAno. To je dokonce jedna z hlavn\u00edch oblast\u00ed m\u00e9 pr\u00e1ce. Pr\u00e1v\u011b st\u00e1vaj\u00edc\u00ed syst\u00e9my ERP, CRM a datab\u00e1zov\u00e9 syst\u00e9my \u010dasto obsahuj\u00ed velkou \u010d\u00e1st znalost\u00ed, kter\u00e9 jsou pot\u0159ebn\u00e9 pro smyslupln\u00e9 vyu\u017eit\u00ed um\u011bl\u00e9 inteligence. V prvn\u00ed \u0159ad\u011b jde o to posoudit strukturu, dostupnost a kvalitu t\u011bchto dat.<\/li>\n<li><strong>Znamen\u00e1 um\u011bl\u00e1 inteligence automaticky, \u017ee maj\u00ed b\u00fdt zam\u011bstnanci nahrazeni?<br \/>\n<\/strong>Ne. V mnoha smyslupln\u00fdch aplikac\u00edch jde v prvn\u00ed \u0159ad\u011b o to, aby se zam\u011bstnanc\u016fm uleh\u010dilo od vyhled\u00e1v\u00e1n\u00ed, opakovan\u00e9ho zad\u00e1v\u00e1n\u00ed dat, anal\u00fdzy dokument\u016f nebo jin\u00fdch \u010dasov\u011b n\u00e1ro\u010dn\u00fdch rutinn\u00edch \u010dinnost\u00ed. To, zda lze skute\u010dn\u011b automatizovat cel\u00e9 \u010dinnosti, z\u00e1vis\u00ed do zna\u010dn\u00e9 m\u00edry na konkr\u00e9tn\u00edm procesu. Seri\u00f3zn\u00ed anal\u00fdza by proto nem\u011bla za\u010d\u00ednat s c\u00edlem u\u0161et\u0159it co nejv\u00edce pracovn\u00edch m\u00edst.<\/li>\n<li><strong>Lze um\u011blou inteligenci integrovat i do na\u0161eho st\u00e1vaj\u00edc\u00edho softwaru?<\/strong><br \/>\nV mnoha p\u0159\u00edpadech ano. \u00dapln\u00e9 nahrazen\u00ed st\u00e1vaj\u00edc\u00edch syst\u00e9m\u016f \u010dasto nen\u00ed ani nutn\u00e9, ani ekonomicky smyslupln\u00e9. Zaj\u00edmav\u011bj\u0161\u00ed m\u016f\u017ee b\u00fdt \u0159\u00edzen\u00e9 propojen\u00ed vybran\u00fdch funkc\u00ed um\u011bl\u00e9 inteligence se st\u00e1vaj\u00edc\u00edmi datab\u00e1zemi, syst\u00e9my ERP nebo obchodn\u00edmi procesy. Sou\u010d\u00e1st\u00ed posouzen\u00ed je i to, zda je to technicky mo\u017en\u00e9 a ekonomicky smyslupln\u00e9.<\/li>\n<li><strong>Jak dlouho trv\u00e1 posouzen\u00ed situace?<br \/>\n<\/strong>Samotn\u00e1 anal\u00fdza je koncipov\u00e1na jako kompaktn\u00ed dvoudenn\u00ed konzulta\u010dn\u00ed slu\u017eba. V z\u00e1vislosti na dostupnosti kontaktn\u00edch osob a podklad\u016f mohou b\u00fdt rozhovor, anal\u00fdza a vypracov\u00e1n\u00ed p\u00edsemn\u00e9 zpr\u00e1vy z organiza\u010dn\u00edho hlediska rozlo\u017eeny do n\u011bkolika kalend\u00e1\u0159n\u00edch dn\u016f.<\/li>\n<li><strong>Kdo by se m\u011bl t\u011bchto jedn\u00e1n\u00ed z\u00fa\u010dastnit?<br \/>\n<\/strong>V mal\u00fdch a st\u0159edn\u00edch podnic\u00edch je obvykle nejd\u016fle\u017eit\u011bj\u0161\u00edm kontaktn\u00edm partnerem veden\u00ed spole\u010dnosti. V z\u00e1vislosti na t\u00e9matu m\u016f\u017ee b\u00fdt vhodn\u00e9 zapojit nav\u00edc zam\u011bstnance, kter\u00fd se zvl\u00e1\u0161t\u011b dob\u0159e vyzn\u00e1 ve st\u00e1vaj\u00edc\u00edm softwaru, datech nebo v dan\u00e9m obchodn\u00edm procesu. Pro tuto prvn\u00ed anal\u00fdzu obvykle nejsou zapot\u0159eb\u00ed velk\u00e9 projektov\u00e9 t\u00fdmy.<\/li>\n<li><strong>Co se stane, pokud nenajdete \u017e\u00e1dn\u00fd smyslupln\u00fd p\u0159\u00edpad pou\u017eit\u00ed um\u011bl\u00e9 inteligence?<br \/>\n<\/strong>Pak to v zpr\u00e1v\u011b bude p\u0159esn\u011b tak uvedeno. Nelze o\u010dek\u00e1vat, \u017ee po dvou dnech nutn\u011b vznikne velk\u00fd projekt v oblasti um\u011bl\u00e9 inteligence. Doporu\u010den\u00ed m\u016f\u017ee zn\u00edt, aby se nejprve l\u00e9pe vyu\u017e\u00edval st\u00e1vaj\u00edc\u00ed software, vy\u010distila data nebo zjednodu\u0161ily procesy. I tento poznatek m\u016f\u017ee zabr\u00e1nit zna\u010dn\u00fdm investic\u00edm.<\/li>\n<li><strong>M\u016f\u017ee anal\u00fdza tak\u00e9 uk\u00e1zat, \u017ee bychom prozat\u00edm nem\u011bli d\u011blat v\u016fbec nic?<\/strong><br \/>\nAno. To je v\u00fdslovn\u011b mo\u017en\u00e9. \u00da\u010delem posouzen\u00ed situace nen\u00ed nutn\u011b n\u00e1sledn\u00fd prodej projektu. \u00da\u010delem je umo\u017enit p\u0159ijet\u00ed rozumn\u00e9ho rozhodnut\u00ed.<\/li>\n<li><strong>Budou se t\u011bch 2 900 eur zapo\u010d\u00edtat do n\u00e1sleduj\u00edc\u00edho projektu?<\/strong><br \/>\nAno. Pokud se do 90 dn\u016f rozhodnete pro p\u0159\u00edslu\u0161n\u00fd navazuj\u00edc\u00ed projekt, lze \u010d\u00e1stku za anal\u00fdzu aktu\u00e1ln\u00edho stavu zapo\u010d\u00edtat do n\u00e1klad\u016f na tento navazuj\u00edc\u00ed projekt. Anal\u00fdza tak nep\u0159edstavuje dodate\u010dnou n\u00e1kladovou polo\u017eku, ale prvn\u00ed krok v r\u00e1mci budouc\u00edho projektu.<\/li>\n<\/ol>\n<div style=\"margin: 32px 0; padding: 28px 32px; background: #f5f5f5; border-left: 5px solid #027bb8; box-sizing: border-box;\">\n<h3 style=\"margin-top: 0;\">Ov\u011b\u0159en\u00ed p\u0159ipravenosti na AI: dva dny, pevn\u00e1 cena 2 900 \u20ac<\/h3>\n<p>Ne\u017e investujete v\u011bt\u0161\u00ed prost\u0159edky do um\u011bl\u00e9 inteligence, nov\u00e9ho softwaru nebo extern\u00edch dodavatel\u016f, z\u00edsk\u00e1te nez\u00e1visl\u00fd posouzen\u00ed aktu\u00e1ln\u00ed situace va\u0161\u00ed spole\u010dnosti. V r\u00e1mci dvoudenn\u00edho konzulta\u010dn\u00edho bal\u00ed\u010dku prozkoum\u00e1m va\u0161e data, vybran\u00e9 procesy a mo\u017en\u00e9 aplikace um\u011bl\u00e9 inteligence. N\u00e1sledn\u011b obdr\u017e\u00edte p\u00edsemnou zpr\u00e1vu s konkr\u00e9tn\u00edmi doporu\u010den\u00edmi a srozumiteln\u00fdm po\u0159ad\u00edm priorit.<\/p>\n<ul style=\"margin: 20px 0 24px 20px;\">\n<li><strong>Inventarizace dat<\/strong> \u2013 jak\u00e9 \u00fadaje jsou k dispozici a lze je vyu\u017e\u00edt<\/li>\n<li><strong>Hodnocen\u00ed proces\u016f<\/strong> \u2013 co lze smyslupln\u011b automatizovat<\/li>\n<li><strong>T\u0159i prioritn\u00ed p\u0159\u00edpady pou\u017eit\u00ed<\/strong> s p\u0159\u00ednosem a n\u00e1kladem<\/li>\n<li><strong>Cloud, lok\u00e1ln\u00ed AI nebo hybridn\u00ed \u0159e\u0161en\u00ed<\/strong> \u2013 od\u016fvodn\u011bn\u00e9 technick\u00e9 doporu\u010den\u00ed<\/li>\n<li><strong>Jasn\u00e9 odm\u00edtnut\u00ed<\/strong> u projekt\u016f, u nich\u017e se p\u0159edpokl\u00e1d\u00e1, \u017ee nebudou ziskov\u00e9<\/li>\n<\/ul>\n<p style=\"margin-bottom: 24px;\">Pokud se do 90 dn\u016f rozhodnete pro dal\u0161\u00ed projekt se mnou, bude \u010d\u00e1stka 2 900 \u20ac zapo\u010d\u00edt\u00e1na do tohoto projektu.<\/p>\n<p><a style=\"display: inline-block; padding: 13px 22px; background: #027bb8; color: #ffffff; text-decoration: none; font-weight: 600; border-radius: 3px;\" href=\"#Kontakt\">Domluvit si prvn\u00ed sch\u016fzku<br \/>\n<\/a><\/p>\n<\/div>\n<h2>Nejprve si ujasnit situaci \u2013 teprve pak investovat<\/h2>\n<p>Um\u011bl\u00e1 inteligence v p\u0159\u00ed\u0161t\u00edch letech zm\u011bn\u00ed podnikov\u00fd software i obchodn\u00ed procesy. To v\u0161ak neznamen\u00e1, \u017ee by ka\u017ed\u00e1 firma m\u011bla dnes co nejrychleji zah\u00e1jit n\u011bjak\u00fd projekt v oblasti um\u011bl\u00e9 inteligence.<\/p>\n<p>Pr\u00e1v\u011b mal\u00e9 a st\u0159edn\u00ed podniky maj\u00ed \u010dasto jednu v\u00fdznamnou v\u00fdhodu: velmi dob\u0159e znaj\u00ed sv\u00e9 z\u00e1kazn\u00edky, sv\u00e9 procesy i sv\u00e9 produkty. Mnoh\u00e9 syst\u00e9my se vyv\u00edjely v pr\u016fb\u011bhu let a obsahuj\u00ed cenn\u00e9 firemn\u00ed znalosti. Tyto znalosti nen\u00ed t\u0159eba nahrazovat. Je t\u0159eba je nejprve pochopit, strukturovat a zp\u0159\u00edstupnit na spr\u00e1vn\u00fdch m\u00edstech.<\/p>\n<p>Pr\u00e1v\u011b tam za\u010d\u00edn\u00e1 smyslupln\u00e9 poradenstv\u00ed v oblasti um\u011bl\u00e9 inteligence. Ne u modelu, ale u va\u0161\u00ed spole\u010dnosti.<\/p>","protected":false},"excerpt":{"rendered":"<p>Erst pr\u00fcfen, ob Ihre Daten und Prozesse \u00fcberhaupt bereit sind. Dann entscheiden, was sich rechnet. Viele mittelst\u00e4ndische Unternehmen befinden sich beim Thema KI derzeit in einem schwierigen Zwischenstadium: Mitarbeiter nutzen ChatGPT und andere Dienste l\u00e4ngst im Arbeitsalltag, aber niemand wei\u00df genau, welche Unternehmens- oder Kundendaten dabei eingegeben werden. Gleichzeitig liegen nicht selten Angebote \u00fcber f\u00fcnfstellige &#8230; <a title=\"Poradenstv\u00ed v oblasti um\u011bl\u00e9 inteligence pro st\u0159edn\u00ed podniky\" class=\"read-more\" href=\"https:\/\/www.markus-schall.de\/cs\/ki-beratung\/\" aria-label=\"\u010c\u00edst v\u00edce o KI-Beratung f\u00fcr mittelst\u00e4ndische Unternehmen\">\u010c\u00edst d\u00e1l<\/a><\/p>","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"iawp_total_views":11,"footnotes":""},"class_list":["post-6401","page","type-page","status-publish"],"_links":{"self":[{"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/pages\/6401","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/comments?post=6401"}],"version-history":[{"count":20,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/pages\/6401\/revisions"}],"predecessor-version":[{"id":6445,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/pages\/6401\/revisions\/6445"}],"wp:attachment":[{"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/media?parent=6401"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}