{"id":425,"date":"2024-10-16T18:21:59","date_gmt":"2024-10-16T22:21:59","guid":{"rendered":"https:\/\/businessagility.education\/blog\/?p=425"},"modified":"2024-10-16T18:22:03","modified_gmt":"2024-10-16T22:22:03","slug":"agile-sales-ai-selling-book-chapter-12","status":"publish","type":"post","link":"https:\/\/businessagility.education\/blog\/cs\/agile-sales-ai-selling-book-chapter-12\/","title":{"rendered":"Kniha Agile AI Sales Kapitola 12"},"content":{"rendered":"<h3 class=\"wp-block-heading\"><strong>\u00davod: N\u00e1stroje AI v prodeji a z\u00e1kaznick\u00e9m servisu - sou\u010dasnost a budoucnost<\/strong><\/h3>\n\n\n\n<p>Um\u011bl\u00e1 inteligence (AI) m\u011bn\u00ed prodejn\u00ed a z\u00e1kaznick\u00e9 slu\u017eby t\u00edm, \u017ee automatizuje rutinn\u00ed \u00fakoly, generuje prediktivn\u00ed poznatky a zlep\u0161uje zapojen\u00ed z\u00e1kazn\u00edk\u016f. N\u00e1stroje AI, jako jsou chatboti, prediktivn\u00ed analytika a syst\u00e9my pro \u0159\u00edzen\u00ed vztah\u016f se z\u00e1kazn\u00edky (CRM), pom\u00e1haj\u00ed prodejn\u00edm t\u00fdm\u016fm pracovat efektivn\u011bji a z\u00e1rove\u0148 z\u00e1kazn\u00edk\u016fm poskytuj\u00ed vysoce personalizovan\u00e9 slu\u017eby. Tyto technologie se staly nezbytn\u00fdmi sou\u010d\u00e1stmi modern\u00edch prodejn\u00edch strategi\u00ed, kter\u00e9 firm\u00e1m umo\u017e\u0148uj\u00ed plnit o\u010dek\u00e1v\u00e1n\u00ed z\u00e1kazn\u00edk\u016f a dr\u017eet krok s rychle se vyv\u00edjej\u00edc\u00edmi tr\u017en\u00edmi trendy.<\/p>\n\n\n\n<p>S dal\u0161\u00edm rozvojem um\u011bl\u00e9 inteligence budou budouc\u00ed inovace, jako je roz\u0161\u00ed\u0159en\u00e1 realita (AR), virtu\u00e1ln\u00ed realita (VR) a hlasov\u00ed asistenti, vn\u00e1\u0161et do prodejn\u00edho procesu v\u00edce pohlcuj\u00edc\u00edch a lidem podobn\u00fdch z\u00e1\u017eitk\u016f. AI ji\u017e nen\u00ed okrajov\u00fdm n\u00e1strojem, ale z\u00e1kladn\u00ed sou\u010d\u00e1st\u00ed optimalizace prodeje, kter\u00e1 nab\u00edz\u00ed prediktivn\u00ed modely, poznatky zalo\u017een\u00e9 na datech a automatizovan\u00e9 procesy, kter\u00e9 zefektiv\u0148uj\u00ed interakce se z\u00e1kazn\u00edky. V tomto blogu se pono\u0159\u00edme do \u0161esti kl\u00ed\u010dov\u00fdch oblast\u00ed, kter\u00e9 pomohou mana\u017eer\u016fm prodeje pochopit sou\u010dasn\u00e9 aplikace a budouc\u00ed trendy AI v prodeji a z\u00e1kaznick\u00fdch slu\u017eb\u00e1ch, a z\u00e1rove\u0148 vysv\u011btl\u00edme, jak tyto technologie integrovat do agiln\u00edch obchodn\u00edch postup\u016f pro pru\u017en\u011bj\u0161\u00ed a efektivn\u011bj\u0161\u00ed prodejn\u00ed strategie.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u010c\u00c1ST <strong>1. Taxonomie um\u011bl\u00e9 inteligence: Co pot\u0159ebuj\u00ed v\u011bd\u011bt obchodn\u00ed mana\u017ee\u0159i<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Co je um\u011bl\u00e1 inteligence?<\/strong><\/h4>\n\n\n\n<p>Um\u011bl\u00e1 inteligence je \u0161irok\u00fd obor informatiky zam\u011b\u0159en\u00fd na vytv\u00e1\u0159en\u00ed stroj\u016f schopn\u00fdch vykon\u00e1vat \u00fakoly, kter\u00e9 obvykle vy\u017eaduj\u00ed lidskou inteligenci. Um\u011bl\u00e1 inteligence m\u00e1 \u0161irokou \u0161k\u00e1lu aplikac\u00ed, od jednoduch\u00e9 automatizace a\u017e po slo\u017eit\u00e9 rozhodovac\u00ed syst\u00e9my. Mana\u017eer\u016fm prodeje m\u016f\u017ee pochopen\u00ed taxonomie AI - jej\u00edch kategori\u00ed a schopnost\u00ed - pomoci p\u0159i informovan\u00e9m rozhodov\u00e1n\u00ed o zp\u016fsobu vyu\u017eit\u00ed n\u00e1stroj\u016f AI.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Taxonomie AI pro mana\u017eery prodeje: Kapitola 12, \u010d\u00e1st 1\" width=\"580\" height=\"326\" src=\"https:\/\/www.youtube.com\/embed\/BPQqRqsgNCg?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>1.1 P\u0159ehled typ\u016f um\u011bl\u00e9 inteligence<\/strong><\/h4>\n\n\n\n<p>Um\u011bl\u00e1 inteligence se obvykle d\u011bl\u00ed do dvou kategori\u00ed:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u00dazk\u00e1 um\u011bl\u00e1 inteligence (slab\u00e1 um\u011bl\u00e1 inteligence):<\/strong> Tato forma um\u011bl\u00e9 inteligence je ur\u010dena pro specifick\u00e9 \u00fakoly, jako je automatizace odpov\u011bd\u00ed prost\u0159ednictv\u00edm chatbota nebo zpracov\u00e1n\u00ed prodejn\u00edch dat pro z\u00edsk\u00e1n\u00ed informac\u00ed. \u00dazk\u00e1 AI je vysoce zam\u011b\u0159en\u00e1 a vynik\u00e1 v konkr\u00e9tn\u00edch aplikac\u00edch, jako je generov\u00e1n\u00ed lead\u016f nebo segmentace z\u00e1kazn\u00edk\u016f.<\/li>\n\n\n\n<li><strong>Obecn\u00e1 um\u011bl\u00e1 inteligence (siln\u00e1 um\u011bl\u00e1 inteligence):<\/strong> Obecn\u00e1 um\u011bl\u00e1 inteligence, kter\u00e1 je zat\u00edm jen teoretick\u00fdm konceptem, by byla schopna vykon\u00e1vat v\u0161echny kognitivn\u00ed \u00fakoly, kter\u00e9 m\u016f\u017ee vykon\u00e1vat \u010dlov\u011bk. A\u010dkoli k dosa\u017een\u00ed obecn\u00e9 um\u011bl\u00e9 inteligence m\u00e1me je\u0161t\u011b daleko, budouc\u00ed pokrok m\u016f\u017ee vytvo\u0159it syst\u00e9my um\u011bl\u00e9 inteligence, kter\u00e9 budou zvl\u00e1dat \u0161irokou \u0161k\u00e1lu prodejn\u00edch \u00fakol\u016f s flexibilitou a p\u0159izp\u016fsobivost\u00ed podobnou lidsk\u00fdm.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>1.2 Strojov\u00e9 u\u010den\u00ed (ML)<\/strong><\/h4>\n\n\n\n<p>Strojov\u00e9 u\u010den\u00ed, podmno\u017eina um\u011bl\u00e9 inteligence, zahrnuje tr\u00e9nov\u00e1n\u00ed stroj\u016f, kter\u00e9 se u\u010d\u00ed z dat a postupem \u010dasu se zlep\u0161uj\u00ed. B\u011b\u017en\u011b se pou\u017e\u00edv\u00e1 v prodeji pro \u00falohy, jako je nap\u0159\u00edklad lead scoring, predikce odchodu z\u00e1kazn\u00edk\u016f a doporu\u010dovac\u00ed stroje.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>U\u010den\u00ed pod dohledem<\/strong>: P\u0159i tomto p\u0159\u00edstupu je um\u011bl\u00e1 inteligence vy\u0161kolena pomoc\u00ed ozna\u010den\u00fdch dat, aby mohla prov\u00e1d\u011bt p\u0159edpov\u011bdi. V oblasti prodeje ji lze pou\u017e\u00edt k p\u0159edpov\u00edd\u00e1n\u00ed chov\u00e1n\u00ed z\u00e1kazn\u00edk\u016f na z\u00e1klad\u011b historick\u00fdch dat, nap\u0159\u00edklad pravd\u011bpodobnosti, \u017ee z\u00e1kazn\u00edk nakoup\u00ed.<\/li>\n\n\n\n<li><strong>U\u010den\u00ed bez dohledu<\/strong>: Um\u011bl\u00e1 inteligence se u\u010d\u00ed z nestrukturovan\u00fdch dat bez lidsk\u00e9ho dohledu, tak\u017ee je ide\u00e1ln\u00ed pro segmentaci z\u00e1kazn\u00edk\u016f na z\u00e1klad\u011b vzorc\u016f chov\u00e1n\u00ed, demografick\u00fdch \u00fadaj\u016f nebo n\u00e1kupn\u00edch zvyklost\u00ed.<\/li>\n\n\n\n<li><strong>U\u010den\u00ed posilov\u00e1n\u00edm<\/strong>: Tato metoda spo\u010d\u00edv\u00e1 v tom, \u017ee syst\u00e9m um\u011bl\u00e9 inteligence zlep\u0161uje sv\u00e9 rozhodov\u00e1n\u00ed u\u010den\u00edm se z \u00fasp\u011bch\u016f a ne\u00fasp\u011bch\u016f. Je to u\u017eite\u010dn\u00e9 pro optimalizaci dynamick\u00e9 tvorby cen nebo zlep\u0161ov\u00e1n\u00ed marketingov\u00fdch strategi\u00ed v reakci na zp\u011btnou vazbu od z\u00e1kazn\u00edk\u016f.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>1.3 Hlubok\u00e9 u\u010den\u00ed (DL)<\/strong><\/h4>\n\n\n\n<p>Hlubok\u00e9 u\u010den\u00ed, pokro\u010dilej\u0161\u00ed podmno\u017eina ML, zahrnuje neuronov\u00e9 s\u00edt\u011b, kter\u00e9 napodobuj\u00ed strukturu lidsk\u00e9ho mozku a zpracov\u00e1vaj\u00ed slo\u017eit\u00e1 data. Modely hlubok\u00e9ho u\u010den\u00ed dok\u00e1\u017e\u00ed rozpozn\u00e1vat vzory ve velk\u00fdch souborech dat, co\u017e je velmi u\u017eite\u010dn\u00e9 v oblasti prodeje pro \u00falohy, jako je anal\u00fdza n\u00e1lad z\u00e1kazn\u00edk\u016f a p\u0159edpov\u00edd\u00e1n\u00ed budouc\u00edch prodejn\u00edch trend\u016f.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Konvolu\u010dn\u00ed neuronov\u00e9 s\u00edt\u011b (CNN)<\/strong>: Ide\u00e1ln\u00ed pro anal\u00fdzu vizu\u00e1ln\u00edch dat, jako je interakce z\u00e1kazn\u00edk\u016f s reklamami nebo obr\u00e1zky produkt\u016f.<\/li>\n\n\n\n<li><strong>Rekurentn\u00ed neuronov\u00e9 s\u00edt\u011b (RNN)<\/strong>: RNN se pou\u017e\u00edvaj\u00ed ke zpracov\u00e1n\u00ed sekven\u010dn\u00edch dat a jsou zvl\u00e1\u0161t\u011b \u00fa\u010dinn\u00e9 p\u0159i anal\u00fdze zp\u011btn\u00e9 vazby od z\u00e1kazn\u00edk\u016f nebo p\u0159i identifikaci trend\u016f v n\u00e1kupn\u00edm chov\u00e1n\u00ed.<\/li>\n\n\n\n<li><strong>Modely transform\u00e1tor\u016f<\/strong>: Tyto modely, jako je GPT (Generative Pre-trained Transformer), p\u0159in\u00e1\u0161ej\u00ed revoluci ve zp\u016fsobu, jak\u00fdm stroje pracuj\u00ed s jazykem, a umo\u017e\u0148uj\u00ed syst\u00e9m\u016fm AI v\u00e9st p\u0159irozen\u011bj\u0161\u00ed konverzaci se z\u00e1kazn\u00edky.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>1.4 Zpracov\u00e1n\u00ed p\u0159irozen\u00e9ho jazyka (NLP)<\/strong><\/h4>\n\n\n\n<p>Zpracov\u00e1n\u00ed p\u0159irozen\u00e9ho jazyka umo\u017e\u0148uje stroj\u016fm porozum\u011bt lidsk\u00e9mu jazyku a reagovat na n\u011bj. NLP je v prodeji kl\u00ed\u010dov\u00e9 pro automatizaci interakc\u00ed se z\u00e1kazn\u00edky, anal\u00fdzu n\u00e1lad ze zp\u011btn\u00e9 vazby z\u00e1kazn\u00edk\u016f a generov\u00e1n\u00ed odpov\u011bd\u00ed, kter\u00e9 jsou p\u0159irozen\u00e9 a podobn\u00e9 lidsk\u00fdm.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Ran\u00e9 syst\u00e9my NLP<\/strong>: Spol\u00e9haly se na rigidn\u00ed p\u0159\u00edstupy zalo\u017een\u00e9 na pravidlech, kter\u00e9 byly \u010dasto ne\u00fa\u010dinn\u00e9 p\u0159i zpracov\u00e1n\u00ed slo\u017eit\u00e9ho lidsk\u00e9ho jazyka.<\/li>\n\n\n\n<li><strong>Modern\u00ed syst\u00e9my NLP<\/strong>: Ke zpracov\u00e1n\u00ed velk\u00fdch soubor\u016f dat nyn\u00ed vyu\u017e\u00edv\u00e1 strojov\u00e9 u\u010den\u00ed, kter\u00e9 umo\u017e\u0148uje mnohem p\u0159esn\u011bj\u0161\u00ed a flexibiln\u011bj\u0161\u00ed porozum\u011bn\u00ed jazyku.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>1.5 Transform\u00e1tory v NLP<\/strong><\/h4>\n\n\n\n<p>Transform\u00e1tory, zejm\u00e9na modely jako BERT a GPT, zm\u011bnily oblast NLP t\u00edm, \u017ee umo\u017enily stroj\u016fm porozum\u011bt kontextu konverzace a generovat text podobn\u00fd lidsk\u00e9mu.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>BERT<\/strong>: Pom\u00e1h\u00e1 syst\u00e9m\u016fm AI porozum\u011bt jemnostem interakce se z\u00e1kazn\u00edky t\u00edm, \u017ee zpracov\u00e1v\u00e1 kontext cel\u00fdch v\u011bt, nejen jednotliv\u00fdch slov.<\/li>\n\n\n\n<li><strong>GPT<\/strong>: Tento model se zam\u011b\u0159uje na generov\u00e1n\u00ed textu, tak\u017ee je u\u017eite\u010dn\u00fd pro vytv\u00e1\u0159en\u00ed personalizovan\u00e9ho marketingov\u00e9ho obsahu nebo pro odpov\u00edd\u00e1n\u00ed na dotazy z\u00e1kazn\u00edk\u016f v re\u00e1ln\u00e9m \u010dase.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u010c\u00c1ST <strong>2. N\u00e1stroje um\u011bl\u00e9 inteligence v prodeji a z\u00e1kaznick\u00e9m servisu: Komplexn\u00ed pr\u016fvodce pro mana\u017eery prodeje<\/strong><\/h3>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"N\u00e1stroje AI v prodeji a z\u00e1kaznick\u00e9m servisu: Kapitola 12, \u010d\u00e1st 2: Komplexn\u00ed pr\u016fvodce pro mana\u017eery prodeje.\" width=\"580\" height=\"326\" src=\"https:\/\/www.youtube.com\/embed\/VuSjUnRTfk4?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>2.1 Chatboti a virtu\u00e1ln\u00ed asistenti<\/strong><\/h4>\n\n\n\n<p>Chatboti a virtu\u00e1ln\u00ed asistenti s um\u011blou inteligenc\u00ed, jako je ChatGPT, Dialogflow od Googlu a IBM Watson Assistant, p\u0159in\u00e1\u0161ej\u00ed revoluci do z\u00e1kaznick\u00e9ho servisu t\u00edm, \u017ee poskytuj\u00ed nep\u0159etr\u017eitou podporu, odpov\u00eddaj\u00ed na b\u011b\u017en\u00e9 dotazy a prov\u00e1zej\u00ed z\u00e1kazn\u00edky prodejn\u00edmi procesy.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Sou\u010dasn\u00e9 schopnosti<\/strong>: Chatboti mohou vy\u0159izovat z\u00e1kladn\u00ed dotazy z\u00e1kazn\u00edk\u016f, pom\u00e1hat jim orientovat se v mo\u017enostech produkt\u016f a dokonce i dokon\u010dit transakce.<\/li>\n\n\n\n<li><strong>Budouc\u00ed trendy<\/strong>: S rozvojem technologie um\u011bl\u00e9 inteligence budou chatboti je\u0161t\u011b v\u00edce konverzovat a personalizovat se, budou rozum\u011bt emoc\u00edm z\u00e1kazn\u00edk\u016f a podle toho p\u0159izp\u016fsobovat sv\u00e9 reakce.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>2.2 Prediktivn\u00ed anal\u00fdza<\/strong><\/h4>\n\n\n\n<p>N\u00e1stroje prediktivn\u00ed anal\u00fdzy, jako je Salesforce Einstein, Microsoft Azure ML a IBM Watson Analytics, analyzuj\u00ed historick\u00e1 data s c\u00edlem p\u0159edpov\u011bd\u011bt budouc\u00ed chov\u00e1n\u00ed a trendy z\u00e1kazn\u00edk\u016f. Tyto n\u00e1stroje jsou neoceniteln\u00e9 pro prodejn\u00ed t\u00fdmy, kter\u00e9 se sna\u017e\u00ed p\u0159edv\u00eddat pot\u0159eby z\u00e1kazn\u00edk\u016f a \u010dinit proaktivn\u00ed rozhodnut\u00ed.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Sou\u010dasn\u00e9 schopnosti<\/strong>: Prediktivn\u00ed anal\u00fdza pom\u00e1h\u00e1 prodejn\u00edm t\u00fdm\u016fm zjistit, kter\u00e9 potenci\u00e1ln\u00ed z\u00e1kazn\u00edky lze s nejv\u011bt\u0161\u00ed pravd\u011bpodobnost\u00ed konvertovat, u kter\u00fdch z\u00e1kazn\u00edk\u016f hroz\u00ed riziko odchodu a kter\u00e9 marketingov\u00e9 strategie jsou nej\u00fa\u010dinn\u011bj\u0161\u00ed.<\/li>\n\n\n\n<li><strong>Budouc\u00ed trendy<\/strong>: Budouc\u00ed verze t\u011bchto n\u00e1stroj\u016f budou schopny l\u00e9pe analyzovat nestrukturovan\u00e1 data, jako jsou e-maily z\u00e1kazn\u00edk\u016f a p\u0159\u00edsp\u011bvky na soci\u00e1ln\u00edch s\u00edt\u00edch, a poskytovat tak je\u0161t\u011b hlub\u0161\u00ed informace.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>2.3 Automatizace prodeje<\/strong><\/h4>\n\n\n\n<p>N\u00e1stroje pro automatizaci prodeje, jako jsou HubSpot CRM a Zoho CRM, automatizuj\u00ed opakuj\u00edc\u00ed se \u00fakoly a umo\u017e\u0148uj\u00ed prodejn\u00edm t\u00fdm\u016fm soust\u0159edit se na strategi\u010dt\u011bj\u0161\u00ed \u010dinnosti.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Sou\u010dasn\u00e9 schopnosti<\/strong>: Automatizace \u00fakol\u016f, jako je kvalifikace potenci\u00e1ln\u00edch z\u00e1kazn\u00edk\u016f, n\u00e1sledn\u00e1 kontrola a zad\u00e1v\u00e1n\u00ed dat, m\u016f\u017ee v\u00fdrazn\u011b zv\u00fd\u0161it efektivitu prodejn\u00edho t\u00fdmu.<\/li>\n\n\n\n<li><strong>Budouc\u00ed trendy<\/strong>: Integrace um\u011bl\u00e9 inteligence s technologiemi AR\/VR umo\u017en\u00ed prodejn\u00edm t\u00fdm\u016fm vytv\u00e1\u0159et pro z\u00e1kazn\u00edky pohlcuj\u00edc\u00ed z\u00e1\u017eitky bez pou\u017eit\u00ed rukou, co\u017e d\u00e1le zefektivn\u00ed prodejn\u00ed proces.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>2.4 Syst\u00e9my \u0159\u00edzen\u00ed vztah\u016f se z\u00e1kazn\u00edky (CRM)<\/strong><\/h4>\n\n\n\n<p>Platformy CRM, jako jsou Salesforce a Zoho, slou\u017e\u00ed jako centr\u00e1ln\u00ed centra pro sledov\u00e1n\u00ed interakc\u00ed se z\u00e1kazn\u00edky a spr\u00e1vu vztah\u016f. Integrace um\u011bl\u00e9 inteligence umo\u017e\u0148uje, aby se tyto syst\u00e9my staly chyt\u0159ej\u0161\u00edmi a poskytovaly prodejn\u00edm t\u00fdm\u016fm u\u017eite\u010dn\u00e9 informace.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Sou\u010dasn\u00e9 schopnosti<\/strong>: CRM pom\u00e1h\u00e1 prodejn\u00edm t\u00fdm\u016fm \u0159\u00eddit vztahy se z\u00e1kazn\u00edky, sledovat interakce a automatizovat n\u00e1sledn\u00e1 opat\u0159en\u00ed.<\/li>\n\n\n\n<li><strong>Budouc\u00ed trendy<\/strong>: CRM \u0159\u00edzen\u00e9 um\u011blou inteligenc\u00ed bude poskytovat doporu\u010den\u00ed pro dal\u0161\u00ed nejlep\u0161\u00ed akce a automatizovat personalizovanou komunikaci se z\u00e1kazn\u00edky na z\u00e1klad\u011b prediktivn\u00edch model\u016f.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>2.5 Generativn\u00ed um\u011bl\u00e1 inteligence<\/strong><\/h4>\n\n\n\n<p>Generativn\u00ed n\u00e1stroje um\u011bl\u00e9 inteligence, jako je GPT-X, mohou vytv\u00e1\u0159et personalizovan\u00fd marketingov\u00fd obsah, prodejn\u00ed skripty a reakce z\u00e1kazn\u00edk\u016f ve velk\u00e9m m\u011b\u0159\u00edtku.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Sou\u010dasn\u00e9 schopnosti<\/strong>: Tyto n\u00e1stroje vytv\u00e1\u0159ej\u00ed vysoce kvalitn\u00ed obsah pro e-maily, reklamy a interakce se z\u00e1kazn\u00edky.<\/li>\n\n\n\n<li><strong>Budouc\u00ed trendy<\/strong>: Generativn\u00ed um\u011bl\u00e1 inteligence bude \u010dasem vytv\u00e1\u0159et je\u0161t\u011b dynami\u010dt\u011bj\u0161\u00ed obsah, nap\u0159\u00edklad videa a virtu\u00e1ln\u00ed uk\u00e1zky produkt\u016f, na z\u00e1klad\u011b dat z\u00e1kazn\u00edk\u016f v re\u00e1ln\u00e9m \u010dase.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u010c\u00c1ST <strong>3. \u00daloha komunit a r\u00e1mc\u016f um\u011bl\u00e9 inteligence v oblasti prodeje a z\u00e1kaznick\u00e9ho servisu<\/strong><\/h3>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"AI Communities &amp; Agile Frameworks in Sales by Professor Thomas Hormaza Dow Kapitola 12 \u010c\u00e1st 3\" width=\"580\" height=\"326\" src=\"https:\/\/www.youtube.com\/embed\/4SVeiWR7kYA?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>3.1 Porozum\u011bn\u00ed komunit\u00e1m um\u011bl\u00e9 inteligence<\/strong><\/h4>\n\n\n\n<p>Komunity AI, jako jsou Hugging Face a OpenAI, jsou kl\u00ed\u010dov\u00e9 pro rozvoj technologi\u00ed AI t\u00edm, \u017ee poskytuj\u00ed dostupn\u00e9 zdroje a podporuj\u00ed spolupr\u00e1ci mezi v\u00fdvoj\u00e1\u0159i, datov\u00fdmi v\u011bdci a podniky. Tyto komunity umo\u017e\u0148uj\u00ed obchodn\u00edm t\u00fdm\u016fm vyu\u017e\u00edvat \u0161pi\u010dkov\u00e9 n\u00e1stroje AI, ani\u017e by pot\u0159ebovaly hlubok\u00e9 technick\u00e9 znalosti.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Obj\u00edm\u00e1n\u00ed obli\u010deje<\/strong>: Specializuje se na modely NLP a poskytuje p\u0159edtr\u00e9novan\u00e9 modely, kter\u00e9 lze vyladit pro konkr\u00e9tn\u00ed \u00falohy z\u00e1kaznick\u00fdch slu\u017eeb, jako je anal\u00fdza sentimentu a personalizovan\u00e9 odpov\u011bdi.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>3.2 Kl\u00ed\u010dov\u00e9 r\u00e1mce um\u011bl\u00e9 inteligence<\/strong><\/h4>\n\n\n\n<p>R\u00e1mce AI, jako jsou PyTorch a TensorFlow, jsou motory mnoha model\u016f AI, kter\u00e9 se dnes pou\u017e\u00edvaj\u00ed v prodeji. Umo\u017e\u0148uj\u00ed firm\u00e1m vytv\u00e1\u0159et a nasazovat \u0159e\u0161en\u00ed AI, kter\u00e1 zvl\u00e1daj\u00ed v\u0161e od segmentace z\u00e1kazn\u00edk\u016f a\u017e po p\u0159edpov\u011bdi prodeje.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>PyTorch<\/strong>: Je zn\u00e1m\u00fd svou flexibilitou, tak\u017ee je ide\u00e1ln\u00ed pro v\u00fdzkum a v\u00fdvoj v oblasti slu\u017eeb z\u00e1kazn\u00edk\u016fm.<\/li>\n\n\n\n<li><strong>TensorFlow<\/strong>: \u0160k\u00e1lovateln\u011bj\u0161\u00ed mo\u017enost pro podniky, kter\u00e9 cht\u011bj\u00ed integrovat um\u011blou inteligenci do rozs\u00e1hl\u00fdch prodejn\u00edch operac\u00ed.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>3.3 Hodnota open-source r\u00e1mc\u016f um\u011bl\u00e9 inteligence<\/strong><\/h4>\n\n\n\n<p>Open-source frameworky, jako je nap\u0159\u00edklad knihovna Transformers od spole\u010dnosti Hugging Face, nab\u00edzej\u00ed firm\u00e1m p\u0159\u00edstup k v\u00fdkonn\u00fdm n\u00e1stroj\u016fm um\u011bl\u00e9 inteligence, ani\u017e by vy\u017eadovaly rozs\u00e1hl\u00e9 investice do vlastn\u00edho v\u00fdvoje. Tyto r\u00e1mce lze snadno p\u0159izp\u016fsobit konkr\u00e9tn\u00edm prodejn\u00edm proces\u016fm, co\u017e urychluje nasazen\u00ed \u0159e\u0161en\u00ed AI.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u010c\u00c1ST <strong>4. Praktick\u00e9 aplikace model\u016f AI v prodeji<\/strong><\/h3>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Modely um\u011bl\u00e9 inteligence v prodeji: Praktick\u00e9 aplikace vysv\u011btleny: Kapitola 12, \u010d\u00e1st 4\" width=\"580\" height=\"326\" src=\"https:\/\/www.youtube.com\/embed\/u6aCh-uabIw?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>4.1 Line\u00e1rn\u00ed regrese pro p\u0159edpov\u011b\u010f prodeje<\/strong><\/h4>\n\n\n\n<p>Line\u00e1rn\u00ed regresn\u00ed modely se v prodeji hojn\u011b pou\u017e\u00edvaj\u00ed k p\u0159edpov\u00edd\u00e1n\u00ed budouc\u00edch trend\u016f na z\u00e1klad\u011b historick\u00fdch dat. To umo\u017e\u0148uje mana\u017eer\u016fm prodeje pl\u00e1novat nadch\u00e1zej\u00edc\u00ed obdob\u00ed, rozd\u011blovat zdroje a stanovovat realistick\u00e9 c\u00edle.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Jak to funguje<\/strong>: Anal\u00fdzou prom\u011bnn\u00fdch, jako jsou v\u00fddaje na propagaci, sez\u00f3nn\u00ed popt\u00e1vka a minul\u00e9 prodeje, poskytuj\u00ed line\u00e1rn\u00ed regresn\u00ed modely jasnou p\u0159edstavu o tom, co lze o\u010dek\u00e1vat z hlediska budouc\u00edch prodej\u016f.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>4.2 Logistick\u00e1 regrese pro predikci odchodu klient\u016f<\/strong><\/h4>\n\n\n\n<p>Logistick\u00e9 regresn\u00ed modely se pou\u017e\u00edvaj\u00ed k p\u0159edpov\u011bdi odchodu z\u00e1kazn\u00edk\u016f na z\u00e1klad\u011b anal\u00fdzy faktor\u016f, jako je \u010detnost n\u00e1kup\u016f, interakce se z\u00e1kazn\u00edky a \u00farove\u0148 spokojenosti. To umo\u017e\u0148uje prodejn\u00edm t\u00fdm\u016fm zam\u011b\u0159it \u00fasil\u00ed o udr\u017een\u00ed z\u00e1kazn\u00edk\u016f na rizikov\u00e9 z\u00e1kazn\u00edky.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Jak to funguje<\/strong>: P\u0159i\u0159azen\u00edm sk\u00f3re pravd\u011bpodobnosti ka\u017ed\u00e9mu z\u00e1kazn\u00edkovi mohou prodejn\u00ed t\u00fdmy identifikovat ty, u nich\u017e je nejv\u011bt\u0161\u00ed pravd\u011bpodobnost, \u017ee p\u0159estanou nakupovat, a proaktivn\u011b je oslovit s personalizovan\u00fdmi strategiemi udr\u017een\u00ed.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>4.3 Rozhodovac\u00ed stromy pro anal\u00fdzu rozhodov\u00e1n\u00ed z\u00e1kazn\u00edk\u016f<\/strong><\/h4>\n\n\n\n<p>Modely rozhodovac\u00edch strom\u016f pom\u00e1haj\u00ed prodejn\u00edm t\u00fdm\u016fm pochopit faktory, kter\u00e9 ovliv\u0148uj\u00ed n\u00e1kupn\u00ed rozhodnut\u00ed z\u00e1kazn\u00edk\u016f. Zmapov\u00e1n\u00edm mo\u017en\u00fdch rozhodovac\u00edch cest mohou prodejn\u00ed t\u00fdmy p\u0159izp\u016fsobit sv\u00e9 strategie tak, aby l\u00e9pe vyhovovaly pot\u0159eb\u00e1m z\u00e1kazn\u00edk\u016f.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Jak to funguje<\/strong>: Ka\u017ed\u00e1 v\u011btev rozhodovac\u00edho stromu p\u0159edstavuje jinou cestu rozhodov\u00e1n\u00ed z\u00e1kazn\u00edka, co\u017e umo\u017e\u0148uje obchodn\u00edm z\u00e1stupc\u016fm upravit sv\u016fj p\u0159\u00edstup na z\u00e1klad\u011b nejpravd\u011bpodobn\u011bj\u0161\u00edho v\u00fdsledku.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>4.4 N\u00e1hodn\u00fd les pro segmentaci z\u00e1kazn\u00edk\u016f<\/strong><\/h4>\n\n\n\n<p>Modely n\u00e1hodn\u00e9ho lesa se pou\u017e\u00edvaj\u00ed ke zlep\u0161en\u00ed segmentace z\u00e1kazn\u00edk\u016f anal\u00fdzou velk\u00fdch soubor\u016f dat s c\u00edlem identifikovat vzory a seskupit z\u00e1kazn\u00edky na z\u00e1klad\u011b podobn\u00e9ho chov\u00e1n\u00ed. To umo\u017e\u0148uje c\u00edlen\u011bj\u0161\u00ed marketingov\u00e9 a prodejn\u00ed \u00fasil\u00ed.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Jak to funguje<\/strong>: Vytvo\u0159en\u00edm v\u00edce rozhodovac\u00edch strom\u016f a agregac\u00ed jejich v\u00fdsledk\u016f poskytuj\u00ed modely n\u00e1hodn\u00e9ho lesa p\u0159esn\u011bj\u0161\u00ed segmentaci, co\u017e umo\u017e\u0148uje prodejn\u00edm t\u00fdm\u016fm zam\u011b\u0159it se na nejcenn\u011bj\u0161\u00ed skupiny z\u00e1kazn\u00edk\u016f.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>4. 5 Gradient Boosting Machines pro optimalizaci prodeje<\/strong><\/h4>\n\n\n\n<p>Modely s gradientn\u00edm posilov\u00e1n\u00edm zp\u0159es\u0148uj\u00ed prediktivn\u00ed modely t\u00edm, \u017ee se zam\u011b\u0159uj\u00ed na oblasti, ve kter\u00fdch p\u0159edchoz\u00ed modely vykazovaly slab\u00e9 v\u00fdsledky. V oblasti prodeje to m\u016f\u017ee pomoci optimalizovat strategie pro zlep\u0161en\u00ed m\u00edry konverze a celkov\u00e9 v\u00fdkonnosti.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Jak to funguje<\/strong>: Postupn\u00fdm zlep\u0161ov\u00e1n\u00edm p\u0159edpov\u011bd\u00ed modelu pom\u00e1h\u00e1 gradientn\u00ed posilov\u00e1n\u00ed prodejn\u00edm t\u00fdm\u016fm identifikovat jemn\u00e9 vzorce, kter\u00e9 vedou k v\u00fdrazn\u00e9mu zlep\u0161en\u00ed v\u00fdkonnosti.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u010c\u00c1ST <strong>5. 12 krok\u016f pro rychl\u00e9 v\u00fdhry s n\u00e1stroji AI v prodeji<\/strong><\/h3>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"12 krok\u016f pro rychl\u00e9 v\u00fdhry s n\u00e1stroji agility a um\u011bl\u00e9 inteligence v prodeji | Kapitola 12, \u010d\u00e1st 5\" width=\"580\" height=\"326\" src=\"https:\/\/www.youtube.com\/embed\/R90xgthFinY?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Krok 1: Z\u00e1vazek veden\u00ed<\/strong><\/h4>\n\n\n\n<p>Zapojte vedouc\u00ed pracovn\u00edky hned na za\u010d\u00e1tku t\u00edm, \u017ee jim p\u0159edvedete dopad AI na p\u0159edpov\u011bdi prodeje a poznatky o z\u00e1kazn\u00edc\u00edch, a zajist\u00edte si tak souhlas s budouc\u00edmi iniciativami v oblasti AI.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Krok 2: Diagnostika<\/strong><\/h4>\n\n\n\n<p>Pou\u017e\u00edvejte n\u00e1stroje s um\u011blou inteligenc\u00ed, jako je IBM Watson, k intern\u00ed diagnostice, rychl\u00e9 identifikaci \u00fazk\u00fdch m\u00edst a bolestiv\u00fdch m\u00edst z\u00e1kazn\u00edk\u016f.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Krok 3: Vzd\u011bl\u00e1v\u00e1n\u00ed z\u00fa\u010dastn\u011bn\u00fdch stran<\/strong><\/h4>\n\n\n\n<p>Po\u0159\u00e1dejte workshopy o um\u011bl\u00e9 inteligenci s interaktivn\u00edmi n\u00e1stroji pro zp\u011btnou vazbu, abyste zapojili z\u00fa\u010dastn\u011bn\u00e9 strany a urychlili p\u0159ijet\u00ed um\u011bl\u00e9 inteligence v prodejn\u00edch t\u00fdmech.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Krok 4: Agiln\u00ed prodejn\u00ed postupy<\/strong><\/h4>\n\n\n\n<p>Zaveden\u00ed platforem pro \u0161kolen\u00ed v oblasti prodeje s podporou um\u011bl\u00e9 inteligence, kter\u00e9 poskytuj\u00ed zp\u011btnou vazbu v re\u00e1ln\u00e9m \u010dase a zlep\u0161uj\u00ed schopnost t\u00fdmu pru\u017en\u011b reagovat na zm\u011bny na trhu.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Krok 5: Zaveden\u00ed agiln\u00edho prodejn\u00edho procesu<\/strong><\/h4>\n\n\n\n<p>Vyu\u017e\u00edvejte n\u00e1stroje um\u011bl\u00e9 inteligence pro hodnocen\u00ed a v\u00fdzkum potenci\u00e1ln\u00edch z\u00e1kazn\u00edk\u016f, abyste zlep\u0161ili ka\u017ed\u00fd krok prodejn\u00edho procesu, od vyhled\u00e1v\u00e1n\u00ed a\u017e po uzav\u0159en\u00ed.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Krok 6: Pos\u00edlen\u00ed postaven\u00ed vedouc\u00edch pracovn\u00edk\u016f v oblasti prodeje<\/strong><\/h4>\n\n\n\n<p>Poskytovat platformy pro kou\u010dov\u00e1n\u00ed zalo\u017een\u00e9 na um\u011bl\u00e9 inteligenci, kter\u00e9 pom\u00e1haj\u00ed vedouc\u00edm prodejc\u016f sledovat v\u00fdkonnost t\u00fdmu a zlep\u0161ovat metody kou\u010dov\u00e1n\u00ed na z\u00e1klad\u011b dat v re\u00e1ln\u00e9m \u010dase.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Krok 7: Agiln\u00ed prodejn\u00ed metriky<\/strong><\/h4>\n\n\n\n<p>Pomoc\u00ed panel\u016f s um\u011blou inteligenc\u00ed m\u016f\u017eete v re\u00e1ln\u00e9m \u010dase sledovat kl\u00ed\u010dov\u00e9 ukazatele v\u00fdkonnosti, jako je rychlost prodeje a konverze potenci\u00e1ln\u00edch z\u00e1kazn\u00edk\u016f, co\u017e umo\u017e\u0148uje rychl\u00e9 \u00fapravy.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Krok 8: \u0158\u00eddic\u00ed struktury<\/strong><\/h4>\n\n\n\n<p>Nastavte n\u00e1stroje pro spr\u00e1vu \u0159\u00edzenou um\u011blou inteligenc\u00ed, abyste zajistili etick\u00e9 pou\u017e\u00edv\u00e1n\u00ed um\u011bl\u00e9 inteligence a soulad s p\u0159edpisy o datech.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Krok 9: Pou\u017eit\u00ed v\u0161ech n\u00e1stroj\u016f AI<\/strong><\/h4>\n\n\n\n<p>Integrujte n\u00e1stroje AI do syst\u00e9m\u016f CRM a spr\u00e1vy potenci\u00e1ln\u00edch z\u00e1kazn\u00edk\u016f, abyste optimalizovali p\u0159id\u011blov\u00e1n\u00ed zdroj\u016f a zlep\u0161ili spr\u00e1vu prodejn\u00edch potrub\u00ed.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Krok 10: V\u00fdb\u011br agiln\u00edho r\u00e1mce<\/strong><\/h4>\n\n\n\n<p>Pou\u017e\u00edvejte n\u00e1stroje pro \u0159\u00edzen\u00ed projekt\u016f s um\u011blou inteligenc\u00ed k implementaci r\u00e1mc\u016f Scrum nebo Kanban a zvy\u0161te tak efektivitu a v\u00fdkonnost t\u00fdmu.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Krok 11: Smy\u010dky zp\u011btn\u00e9 vazby<\/strong><\/h4>\n\n\n\n<p>Zaveden\u00ed n\u00e1stroj\u016f pro zp\u011btnou vazbu zalo\u017een\u00fdch na um\u011bl\u00e9 inteligenci, kter\u00e9 umo\u017e\u0148uj\u00ed pr\u016fb\u011b\u017en\u00e9 z\u00edsk\u00e1v\u00e1n\u00ed informac\u00ed od z\u00e1kazn\u00edk\u016f a prodejn\u00edch t\u00fdm\u016f a podporuj\u00ed kulturu neust\u00e1l\u00e9ho zlep\u0161ov\u00e1n\u00ed.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Krok 12: Etick\u00e9 \u0159\u00edzen\u00ed um\u011bl\u00e9 inteligence<\/strong><\/h4>\n\n\n\n<p>Zajist\u011bte, aby v\u0161echny n\u00e1stroje a procesy um\u011bl\u00e9 inteligence byly v souladu s etick\u00fdmi normami, a pou\u017eijte monitorovac\u00ed n\u00e1stroje na b\u00e1zi um\u011bl\u00e9 inteligence, kter\u00e9 upozorn\u00ed na p\u0159\u00edpadn\u00e9 probl\u00e9my.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u010c\u00c1ST 6. N\u00e1stroje a zdroje AI pro prodej<\/strong><\/h3>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Nejlep\u0161\u00ed n\u00e1stroje AI pro prodej: Kapitola 12, \u010d\u00e1st 6\" width=\"580\" height=\"326\" src=\"https:\/\/www.youtube.com\/embed\/zEuYDVbXnvw?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>Zde je v\u00fdb\u011br n\u011bkter\u00fdch nejlep\u0161\u00edch n\u00e1stroj\u016f um\u011bl\u00e9 inteligence, kter\u00e9 jsou k dispozici pro prodejn\u00ed t\u00fdmy:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Chatboti<\/strong>: N\u00e1stroje jako Drift a Answer Bot spole\u010dnosti Zendesk automatizuj\u00ed interakce se z\u00e1kazn\u00edky, poskytuj\u00ed personalizovanou pomoc a uvol\u0148uj\u00ed prodejn\u00ed t\u00fdmy pro slo\u017eit\u011bj\u0161\u00ed \u00fakoly.<\/li>\n\n\n\n<li><strong>Prediktivn\u00ed anal\u00fdza<\/strong>: Salesforce Einstein, IBM Watson a Qlik nab\u00edzej\u00ed prediktivn\u00ed vhled do chov\u00e1n\u00ed z\u00e1kazn\u00edk\u016f, co\u017e umo\u017e\u0148uje proaktivn\u00ed prodejn\u00ed strategie.<\/li>\n\n\n\n<li><strong>Automatizace prodeje<\/strong>: HubSpot a Zoho CRM automatizuj\u00ed zad\u00e1v\u00e1n\u00ed dat, spr\u00e1vu potenci\u00e1ln\u00edch z\u00e1kazn\u00edk\u016f a n\u00e1sledn\u00e1 opat\u0159en\u00ed, \u010d\u00edm\u017e zvy\u0161uj\u00ed efektivitu a produktivitu.<\/li>\n\n\n\n<li><strong>Generativn\u00ed um\u011bl\u00e1 inteligence<\/strong>: N\u00e1stroje jako GPT-4 od spole\u010dnosti OpenAI a LaMDA od spole\u010dnosti Google pom\u00e1haj\u00ed vytv\u00e1\u0159et personalizovan\u00e9 prodejn\u00ed skripty a marketingov\u00fd obsah, \u010d\u00edm\u017e zlep\u0161uj\u00ed zapojen\u00ed z\u00e1kazn\u00edk\u016f.<\/li>\n\n\n\n<li><strong>\u0158\u00edzen\u00ed veden\u00ed<\/strong>: LeadIQ a InsideSales poskytuj\u00ed na z\u00e1klad\u011b um\u011bl\u00e9 inteligence p\u0159ehled o kvalifikaci a prioritizaci potenci\u00e1ln\u00edch z\u00e1kazn\u00edk\u016f a optimalizuj\u00ed tak prodejn\u00ed \u00fasil\u00ed.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>Pochopen\u00edm taxonomie AI, vyu\u017eit\u00edm spr\u00e1vn\u00fdch n\u00e1stroj\u016f a zapojen\u00edm do komunit zab\u00fdvaj\u00edc\u00edch se AI mohou mana\u017ee\u0159i prodeje v\u00fdrazn\u011b zv\u00fd\u0161it efektivitu a v\u00fdkonnost sv\u00fdch t\u00fdm\u016f. Praktick\u00e9 aplikace AI v prodeji, od prediktivn\u00ed anal\u00fdzy po segmentaci z\u00e1kazn\u00edk\u016f, umo\u017e\u0148uj\u00ed podnik\u016fm optimalizovat sv\u00e9 strategie, zlep\u0161ovat interakce se z\u00e1kazn\u00edky a dosahovat lep\u0161\u00edch v\u00fdsledk\u016f.<\/p>","protected":false},"excerpt":{"rendered":"<p>Introduction: AI Tools in Sales and Customer Service\u2014Current and Future Artificial Intelligence (AI) is transforming sales and customer service operations by automating routine tasks, generating predictive insights, and enhancing customer engagement. AI tools like chatbots, predictive analytics, and Customer Relationship Management (CRM) systems are helping sales teams work more efficiently while providing highly personalized experiences [&hellip;]<\/p>","protected":false},"author":1,"featured_media":426,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[72],"tags":[11,75,76,52,51,73],"class_list":["post-425","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-agile-ai-sales-book","tag-agile-sales","tag-agile-sales-book","tag-agile-sales-manifesto","tag-ai-business-agility","tag-ai-factory","tag-ai-assisted-selling"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.9 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Agile AI Sales Book Chapter 12 - Business Agility+AI<\/title>\n<meta name=\"description\" content=\"AI applications in sales, including predictive analytics and customer segmentation, to optimize strategies, enhance customer interactions, drive results\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/businessagility.education\/blog\/cs\/agile-sales-ai-selling-book-chapter-12\/\" \/>\n<meta property=\"og:locale\" content=\"cs_CZ\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Agile AI Sales Book Chapter 12 - Business Agility+AI\" \/>\n<meta property=\"og:description\" content=\"AI applications in sales, including predictive analytics and customer segmentation, to optimize strategies, enhance customer interactions, drive results\" \/>\n<meta property=\"og:url\" content=\"https:\/\/businessagility.education\/blog\/cs\/agile-sales-ai-selling-book-chapter-12\/\" \/>\n<meta property=\"og:site_name\" content=\"Business Agility+AI\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-16T22:21:59+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-10-16T22:22:03+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/businessagility.education\/blog\/wp-content\/uploads\/2024\/10\/ai-tools-for-sales-managers.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"846\" \/>\n\t<meta property=\"og:image:height\" content=\"717\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"BusinessAgility\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Napsal(a)\" \/>\n\t<meta name=\"twitter:data1\" content=\"BusinessAgility\" \/>\n\t<meta name=\"twitter:label2\" content=\"Odhadovan\u00e1 doba \u010dten\u00ed\" \/>\n\t<meta name=\"twitter:data2\" content=\"10 minut\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/businessagility.education\/blog\/agile-sales-ai-selling-book-chapter-12\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/businessagility.education\/blog\/agile-sales-ai-selling-book-chapter-12\/\"},\"author\":{\"name\":\"BusinessAgility\",\"@id\":\"https:\/\/businessagility.education\/blog\/#\/schema\/person\/2c7b586e669115ea9c5d743378328638\"},\"headline\":\"Agile AI Sales Book Chapter 12\",\"datePublished\":\"2024-10-16T22:21:59+00:00\",\"dateModified\":\"2024-10-16T22:22:03+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/businessagility.education\/blog\/agile-sales-ai-selling-book-chapter-12\/\"},\"wordCount\":2152,\"publisher\":{\"@id\":\"https:\/\/businessagility.education\/blog\/#organization\"},\"image\":{\"@id\":\"https:\/\/businessagility.education\/blog\/agile-sales-ai-selling-book-chapter-12\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/businessagility.education\/blog\/wp-content\/uploads\/2024\/10\/ai-tools-for-sales-managers.jpg\",\"keywords\":[\"Agile Sales\",\"Agile Sales Book\",\"Agile Sales manifesto\",\"AI Business Agility\",\"AI Factory\",\"AI-Assisted Selling\"],\"articleSection\":[\"Agile AI Sales Book\"],\"inLanguage\":\"cs\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/businessagility.education\/blog\/agile-sales-ai-selling-book-chapter-12\/\",\"url\":\"https:\/\/businessagility.education\/blog\/agile-sales-ai-selling-book-chapter-12\/\",\"name\":\"Agile AI Sales Book Chapter 12 - Business Agility+AI\",\"isPartOf\":{\"@id\":\"https:\/\/businessagility.education\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/businessagility.education\/blog\/agile-sales-ai-selling-book-chapter-12\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/businessagility.education\/blog\/agile-sales-ai-selling-book-chapter-12\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/businessagility.education\/blog\/wp-content\/uploads\/2024\/10\/ai-tools-for-sales-managers.jpg\",\"datePublished\":\"2024-10-16T22:21:59+00:00\",\"dateModified\":\"2024-10-16T22:22:03+00:00\",\"description\":\"AI applications in sales, including predictive analytics and customer segmentation, to optimize strategies, enhance customer interactions, drive results\",\"breadcrumb\":{\"@id\":\"https:\/\/businessagility.education\/blog\/agile-sales-ai-selling-book-chapter-12\/#breadcrumb\"},\"inLanguage\":\"cs\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/businessagility.education\/blog\/agile-sales-ai-selling-book-chapter-12\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"cs\",\"@id\":\"https:\/\/businessagility.education\/blog\/agile-sales-ai-selling-book-chapter-12\/#primaryimage\",\"url\":\"https:\/\/businessagility.education\/blog\/wp-content\/uploads\/2024\/10\/ai-tools-for-sales-managers.jpg\",\"contentUrl\":\"https:\/\/businessagility.education\/blog\/wp-content\/uploads\/2024\/10\/ai-tools-for-sales-managers.jpg\",\"width\":846,\"height\":717,\"caption\":\"ai tools for sales managers\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/businessagility.education\/blog\/agile-sales-ai-selling-book-chapter-12\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/businessagility.education\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Agile AI Sales Book Chapter 12\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/businessagility.education\/blog\/#website\",\"url\":\"https:\/\/businessagility.education\/blog\/\",\"name\":\"Business Agility+AI\",\"description\":\"The Business Agility + Artificial Intelligence Blog\",\"publisher\":{\"@id\":\"https:\/\/businessagility.education\/blog\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/businessagility.education\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"cs\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/businessagility.education\/blog\/#organization\",\"name\":\"Business Agility+AI\",\"url\":\"https:\/\/businessagility.education\/blog\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"cs\",\"@id\":\"https:\/\/businessagility.education\/blog\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/businessagility.education\/blog\/wp-content\/uploads\/2022\/06\/business-agility-blog-logo.png\",\"contentUrl\":\"https:\/\/businessagility.education\/blog\/wp-content\/uploads\/2022\/06\/business-agility-blog-logo.png\",\"width\":200,\"height\":100,\"caption\":\"Business Agility+AI\"},\"image\":{\"@id\":\"https:\/\/businessagility.education\/blog\/#\/schema\/logo\/image\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/businessagility.education\/blog\/#\/schema\/person\/2c7b586e669115ea9c5d743378328638\",\"name\":\"BusinessAgility\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"cs\",\"@id\":\"https:\/\/businessagility.education\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/59db27a8d75ba16c76e0af319b569ba08a4650f1e9bc9141e5d749a790c51e7f?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/59db27a8d75ba16c76e0af319b569ba08a4650f1e9bc9141e5d749a790c51e7f?s=96&d=mm&r=g\",\"caption\":\"BusinessAgility\"},\"sameAs\":[\"https:\/\/businessagility.education\/blog\"],\"url\":\"https:\/\/businessagility.education\/blog\/cs\/author\/businessagility\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Agile AI Sales Book Chapter 12 - Business Agility+AI","description":"AI applications in sales, including predictive analytics and customer segmentation, to optimize strategies, enhance customer interactions, drive results","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/businessagility.education\/blog\/cs\/agile-sales-ai-selling-book-chapter-12\/","og_locale":"cs_CZ","og_type":"article","og_title":"Agile AI Sales Book Chapter 12 - Business Agility+AI","og_description":"AI applications in sales, including predictive analytics and customer segmentation, to optimize strategies, enhance customer interactions, drive results","og_url":"https:\/\/businessagility.education\/blog\/cs\/agile-sales-ai-selling-book-chapter-12\/","og_site_name":"Business Agility+AI","article_published_time":"2024-10-16T22:21:59+00:00","article_modified_time":"2024-10-16T22:22:03+00:00","og_image":[{"width":846,"height":717,"url":"https:\/\/businessagility.education\/blog\/wp-content\/uploads\/2024\/10\/ai-tools-for-sales-managers.jpg","type":"image\/jpeg"}],"author":"BusinessAgility","twitter_card":"summary_large_image","twitter_misc":{"Napsal(a)":"BusinessAgility","Odhadovan\u00e1 doba \u010dten\u00ed":"10 minut"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/businessagility.education\/blog\/agile-sales-ai-selling-book-chapter-12\/#article","isPartOf":{"@id":"https:\/\/businessagility.education\/blog\/agile-sales-ai-selling-book-chapter-12\/"},"author":{"name":"BusinessAgility","@id":"https:\/\/businessagility.education\/blog\/#\/schema\/person\/2c7b586e669115ea9c5d743378328638"},"headline":"Agile AI Sales Book Chapter 12","datePublished":"2024-10-16T22:21:59+00:00","dateModified":"2024-10-16T22:22:03+00:00","mainEntityOfPage":{"@id":"https:\/\/businessagility.education\/blog\/agile-sales-ai-selling-book-chapter-12\/"},"wordCount":2152,"publisher":{"@id":"https:\/\/businessagility.education\/blog\/#organization"},"image":{"@id":"https:\/\/businessagility.education\/blog\/agile-sales-ai-selling-book-chapter-12\/#primaryimage"},"thumbnailUrl":"https:\/\/businessagility.education\/blog\/wp-content\/uploads\/2024\/10\/ai-tools-for-sales-managers.jpg","keywords":["Agile Sales","Agile Sales Book","Agile Sales manifesto","AI Business Agility","AI Factory","AI-Assisted Selling"],"articleSection":["Agile AI Sales Book"],"inLanguage":"cs"},{"@type":"WebPage","@id":"https:\/\/businessagility.education\/blog\/agile-sales-ai-selling-book-chapter-12\/","url":"https:\/\/businessagility.education\/blog\/agile-sales-ai-selling-book-chapter-12\/","name":"Agile AI Sales Book Chapter 12 - Business Agility+AI","isPartOf":{"@id":"https:\/\/businessagility.education\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/businessagility.education\/blog\/agile-sales-ai-selling-book-chapter-12\/#primaryimage"},"image":{"@id":"https:\/\/businessagility.education\/blog\/agile-sales-ai-selling-book-chapter-12\/#primaryimage"},"thumbnailUrl":"https:\/\/businessagility.education\/blog\/wp-content\/uploads\/2024\/10\/ai-tools-for-sales-managers.jpg","datePublished":"2024-10-16T22:21:59+00:00","dateModified":"2024-10-16T22:22:03+00:00","description":"AI applications in sales, including predictive analytics and customer segmentation, to optimize strategies, enhance customer interactions, drive results","breadcrumb":{"@id":"https:\/\/businessagility.education\/blog\/agile-sales-ai-selling-book-chapter-12\/#breadcrumb"},"inLanguage":"cs","potentialAction":[{"@type":"ReadAction","target":["https:\/\/businessagility.education\/blog\/agile-sales-ai-selling-book-chapter-12\/"]}]},{"@type":"ImageObject","inLanguage":"cs","@id":"https:\/\/businessagility.education\/blog\/agile-sales-ai-selling-book-chapter-12\/#primaryimage","url":"https:\/\/businessagility.education\/blog\/wp-content\/uploads\/2024\/10\/ai-tools-for-sales-managers.jpg","contentUrl":"https:\/\/businessagility.education\/blog\/wp-content\/uploads\/2024\/10\/ai-tools-for-sales-managers.jpg","width":846,"height":717,"caption":"ai tools for sales managers"},{"@type":"BreadcrumbList","@id":"https:\/\/businessagility.education\/blog\/agile-sales-ai-selling-book-chapter-12\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/businessagility.education\/blog\/"},{"@type":"ListItem","position":2,"name":"Agile AI Sales Book Chapter 12"}]},{"@type":"WebSite","@id":"https:\/\/businessagility.education\/blog\/#website","url":"https:\/\/businessagility.education\/blog\/","name":"Business Agility+AI","description":"The Business Agility + Artificial Intelligence Blog","publisher":{"@id":"https:\/\/businessagility.education\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/businessagility.education\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"cs"},{"@type":"Organization","@id":"https:\/\/businessagility.education\/blog\/#organization","name":"Business Agility+AI","url":"https:\/\/businessagility.education\/blog\/","logo":{"@type":"ImageObject","inLanguage":"cs","@id":"https:\/\/businessagility.education\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/businessagility.education\/blog\/wp-content\/uploads\/2022\/06\/business-agility-blog-logo.png","contentUrl":"https:\/\/businessagility.education\/blog\/wp-content\/uploads\/2022\/06\/business-agility-blog-logo.png","width":200,"height":100,"caption":"Business Agility+AI"},"image":{"@id":"https:\/\/businessagility.education\/blog\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/businessagility.education\/blog\/#\/schema\/person\/2c7b586e669115ea9c5d743378328638","name":"BusinessAgility","image":{"@type":"ImageObject","inLanguage":"cs","@id":"https:\/\/businessagility.education\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/59db27a8d75ba16c76e0af319b569ba08a4650f1e9bc9141e5d749a790c51e7f?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/59db27a8d75ba16c76e0af319b569ba08a4650f1e9bc9141e5d749a790c51e7f?s=96&d=mm&r=g","caption":"BusinessAgility"},"sameAs":["https:\/\/businessagility.education\/blog"],"url":"https:\/\/businessagility.education\/blog\/cs\/author\/businessagility\/"}]}},"_links":{"self":[{"href":"https:\/\/businessagility.education\/blog\/cs\/wp-json\/wp\/v2\/posts\/425","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/businessagility.education\/blog\/cs\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/businessagility.education\/blog\/cs\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/businessagility.education\/blog\/cs\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/businessagility.education\/blog\/cs\/wp-json\/wp\/v2\/comments?post=425"}],"version-history":[{"count":1,"href":"https:\/\/businessagility.education\/blog\/cs\/wp-json\/wp\/v2\/posts\/425\/revisions"}],"predecessor-version":[{"id":427,"href":"https:\/\/businessagility.education\/blog\/cs\/wp-json\/wp\/v2\/posts\/425\/revisions\/427"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/businessagility.education\/blog\/cs\/wp-json\/wp\/v2\/media\/426"}],"wp:attachment":[{"href":"https:\/\/businessagility.education\/blog\/cs\/wp-json\/wp\/v2\/media?parent=425"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/businessagility.education\/blog\/cs\/wp-json\/wp\/v2\/categories?post=425"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/businessagility.education\/blog\/cs\/wp-json\/wp\/v2\/tags?post=425"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}