{"id":905899,"date":"2024-10-10T03:59:59","date_gmt":"2024-10-10T03:59:59","guid":{"rendered":"https:\/\/www.capgemini.com\/pl-pl\/?p=905899&#038;preview=true&#038;preview_id=905899"},"modified":"2024-10-21T08:02:21","modified_gmt":"2024-10-21T08:02:21","slug":"insights-expert-perspetives-navigating-knowledge-bases-efficiently-the-power-of-gen-ai-and-snowflake-cortex-ai","status":"publish","type":"post","link":"https:\/\/www.capgemini.com\/pl-pl\/insights\/blogi-eksperckie\/insights-expert-perspetives-navigating-knowledge-bases-efficiently-the-power-of-gen-ai-and-snowflake-cortex-ai\/","title":{"rendered":"Efektywne poruszanie si\u0119 po bazach wiedzy: Pot\u0119ga Gen AI i Snowflake Cortex AI"},"content":{"rendered":"\n<header class=\"wp-block-cg-blocks-hero-blogs header-hero-blogs\"><div class=\"container\"><div class=\"hero-blogs\"><div class=\"hero-blogs-content-wrapper\"><div class=\"row\"><div class=\"col-12\"><div class=\"header-title\"><h1>Efektywne poruszanie si\u0119 po bazach wiedzy: Pot\u0119ga Gen AI i Snowflake Cortex AI<\/h1><\/div><\/div><\/div><\/div><div class=\"hero-blogs-bottom\"><div class=\"header-author\"><div class=\"author-img\"><img decoding=\"async\" src=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/09\/Dawid-Benski.jpg?w=200&amp;quality=10\" alt=\"\" loading=\"lazy\"\/><\/div><div class=\"author-name-date\"><h5 class=\"author-name\">Dawid Benski<\/h5><h5 class=\"blog-date\">7th October 2024<\/h5><\/div><\/div><div class=\"brand-image\"> <\/div><\/div><\/div><\/div><\/header>\n\n\n\n<section class=\"wp-block-cg-blocks-group undefined section section--article-content\" id=\"quoteWrapper\"><div class=\"article-main-content\"><div class=\"container\"><div class=\"row\"><div class=\"col-12 col-md-1\"><nav class=\"article-social\"><ul class=\"social-nav\"><li class=\"ip-order-fb\"><a href=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https:\/\/www.capgemini.com\/pl-pl\/insights\/blogi-eksperckie\/insights-expert-perspetives-navigating-knowledge-bases-efficiently-the-power-of-gen-ai-and-snowflake-cortex-ai\/\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"otwiera si\u0119 w nowym oknie\"><i aria-hidden=\"true\" class=\"icon-fb\"><\/i><span class=\"sr-only\">Facebook<\/span><\/a><\/li><li class=\"ip-order-li\"><a href=\"https:\/\/www.linkedin.com\/sharing\/share-offsite\/?url=https:\/\/www.capgemini.com\/pl-pl\/insights\/blogi-eksperckie\/insights-expert-perspetives-navigating-knowledge-bases-efficiently-the-power-of-gen-ai-and-snowflake-cortex-ai\/\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"otwiera si\u0119 w nowym oknie\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><span class=\"sr-only\">Linkedin<\/span><\/a><\/li><\/ul><\/nav><\/div><div class=\"col-12 col-md-11 col-lg-10\"><div class=\"article-text article-quote-text\">\n<p><em><a href=\"#ENG-VER\">Click here for English version<\/a><\/em><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-wiekszosc-firm-przechowuje-tysiace-stron-dokumentow-ktore-sa-niezbedne-w-pracy-zespolowej-bazy-danych-szybko-sie-rozrastaja-i-ciagle-ewoluuja-co-stwarza-wyzwanie-jakim-jest-odnalezienie-w-nich-odpowiednich-informacji\">Wi\u0119kszo\u015b\u0107 firm, przechowuje tysi\u0105ce stron dokument\u00f3w kt\u00f3re s\u0105 niezb\u0119dne w pracy zespo\u0142owej. Bazy danych szybko si\u0119 rozrastaj\u0105 i ci\u0105gle ewoluuj\u0105, co stwarza wyzwanie, jakim jest odnalezienie w nich odpowiednich informacji.<\/h3>\n\n\n\n<p>Pomimo starannej dokumentacji, czy te\u017c stosowaniu rozwi\u0105z\u0144 polegaj\u0105cych na indeksowaniu tre\u015bci, dotarcie do tego, czego szukamy, staje si\u0119 \u017cmudn\u0105 operacj\u0105 \u2013 musimy albo zna\u0107 lokalizacj\u0119 danego dokumentu, albo szuka\u0107 po dok\u0142adnych s\u0142owach kluczowych.<\/p>\n\n\n\n<p><strong>&nbsp;Case study jednego z naszych klient\u00f3w<\/strong><strong><\/strong><\/p>\n\n\n\n<p>U jednego z klient\u00f3w Capgemini, zesp\u00f3\u0142 buduj\u0105cy i obs\u0142uguj\u0105cy now\u0105 platform\u0119 &nbsp;danych by\u0142 zasypywany mas\u0105 pyta\u0144 ze strony niedo\u015bwiadczonych u\u017cytkownik\u00f3w i u\u017cytkowniczek, co powa\u017cnie zmniejsza\u0142o jego zdolno\u015bci do dalszego rowijania tej platformy i dotrzymania ustalonych termin\u00f3w na wprowadznie nowych funkcjonalno\u015bci.<\/p>\n\n\n\n<p><strong>Pokr\u00f3tce wyja\u015bni\u0119, na czym polega\u0142a obs\u0142uga typowego zapytania, pochodz\u0105cego od os\u00f3b korzystaj\u0105cych z &nbsp;platformy:<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"1\">\n<li>Klient kieruje pytanie do zespo\u0142u obs\u0142uguj\u0105cego platform\u0119.<\/li>\n\n\n\n<li>Dedykowana osoba z zespo\u0142u platformy przegl\u0105da dost\u0119pne dokumenty Wiki i szuka odpowiednich informacji.<\/li>\n\n\n\n<li>Kilka minut lub nawet kilka godzin p\u00f3\u017aniej, osoba z obs\u0142ugi przekazuje informacje (link) do osoby pytaj\u0105cej.<\/li>\n\n\n\n<li>Odpowied\u017a mo\u017ce by\u0107 niejasna, co powoduje zadanie kolejnego pytania.<\/li>\n<\/ol>\n\n\n\n<p>Dodam, \u017ce wiele pyta\u0144 by\u0142o podobnych lub wr\u0119cz powtarza\u0142o si\u0119.<\/p>\n\n\n\n<p>Wraz ze wzrostem ilo\u015bci os\u00f3b korzystaj\u0105cych z platformy, ro\u015bnie tygodniowy nak\u0142ad pracy po\u015bwi\u0119cony wsparciu klient\u00f3w i przewiduje si\u0119, \u017ce do ko\u0144ca 2024 roku osi\u0105gnie on 2,5 &#8220;FTE&#8221; (etat\u00f3w) stale zajmuj\u0105cych si\u0119 tym zadaniem. Ponadto czas odpowiedzi na pro\u015bby dotycz\u0105ce wsparcia jest zbyt d\u0142ugi, co dodatkowo prowadzi do spadku zadowolenia klient\u00f3w z obs\u0142ugi.<\/p>\n\n\n\n<p><strong>Rozmawiaj ze swoimi danymi za pomoc\u0105 Gen AI<\/strong><strong><\/strong><\/p>\n\n\n\n<p>Klient wykorzystywa\u0142 kilka technologii chmurowych, w tym Snowflake, jako g\u0142\u00f3wne rozwi\u0105zanie w zakresie baz danych i hurtowni danych. Eksperci Capgemini szybko dostrzegli technologi\u0119 Snowflake Cortex AI jako klucz do stworzenia nowoczesnego rozwi\u0105zania, kt\u00f3re w przysz\u0142o\u015bci rozwi\u0105\u017ce problemy klienta zwi\u0105zane z kosztami operacyjnymi obs\u0142ugi zapyta\u0144 na jego platformie.<\/p>\n\n\n\n<p>Jak zmniejszy\u0107 koszty operacyjne i jednocze\u015bnie przenie\u015b\u0107 interakcje z klientami na nowy poziom?<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Przejd\u017a bezpo\u015brednio do chatbota i zadaj pytanie.<\/li>\n\n\n\n<li>Nadal masz pytanie? Zadaj kolejne.<\/li>\n\n\n\n<li>Chatbot nie potrafi odpowiedzie\u0107 na twoje pytanie? Skontaktuj si\u0119 z odpowiedni\u0105 osob\u0105 z zespo\u0142u platformy.<\/li>\n<\/ol>\n\n\n\n<p>Z takim pomys\u0142em Capgemini przyst\u0105pi\u0142o do wdro\u017cenia chatbota opartego o Gen AI, kt\u00f3ry m\u00f3g\u0142by efektywnie odpowiada\u0107 na pytania klient\u00f3w. Chatbot, wspierany przez obszerne repozytoria wiedzy firmy, zapewnia\u0142, \u017ce dostarczane odpowiedzi by\u0142y dok\u0142adne i jasne. Dodatkowo, chatbot odnosi\u0142 si\u0119 do \u017ar\u00f3d\u0142owego linku dokumentacji Wiki jako cz\u0119\u015bci swoich odpowiedzi, u\u0142atwiaj\u0105c znalezienie potrzebnych informacji oraz niejako potwierdzaj\u0105c ich poprawno\u015b\u0107.<\/p>\n\n\n\n<p>Takie rozwi\u0105zanie dost\u0119pne 24 godziny na dob\u0119 sprawi\u0142o, &nbsp;\u017ce klienci mogli uzyska\u0107 pomoc o ka\u017cdej porze dnia i nocy.<\/p>\n\n\n\n<p>Wykorzystuj\u0105c moc Cortex AI i Gen AI opieraj\u0105cych si\u0119 na Retrieval-Augmented Generation (RAG), Capgemini zrewolucjonizowa\u0142o spos\u00f3b obs\u0142ugi wsparcia klienta.<\/p>\n\n\n\n<p><strong>Rzut oka na architektur\u0119<\/strong><\/p>\n\n\n\n<p>Architektura RAG zaproponowana przez Capgemini dla chatbota Cortex AI sk\u0142ada\u0142a si\u0119 z trzech typ\u00f3w us\u0142ug:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Cortex AI<\/strong> <strong>Functions<\/strong> dla wsparcia large language model (LLM): EMBED_TEXT_768, VECTOR_L2_DISTANCE, oraz COMPLETE).<\/li>\n\n\n\n<li><strong>Snowpark Container Services<\/strong> dla interfejsu u\u017cytkownika.<\/li>\n\n\n\n<li><strong>Tabele Snowflake <\/strong>jako tzw. \u201cvector store\u201d (z natywnym wsparciem typu \u201cvector\u201d).<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"540\" src=\"https:\/\/www.capgemini.com\/pl-pl\/wp-content\/uploads\/sites\/27\/2024\/10\/image.png\" alt=\"\" class=\"wp-image-906029\" srcset=\"https:\/\/www.capgemini.com\/pl-pl\/wp-content\/uploads\/sites\/27\/2024\/10\/image.png 960w, https:\/\/www.capgemini.com\/pl-pl\/wp-content\/uploads\/sites\/27\/2024\/10\/image.png?resize=300,169 300w, https:\/\/www.capgemini.com\/pl-pl\/wp-content\/uploads\/sites\/27\/2024\/10\/image.png?resize=768,432 768w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/figure>\n\n\n\n<p>Wyja\u015bnienie podstawowych termin\u00f3w:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>RAG <\/strong>to podej\u015bcie architektoniczne, kt\u00f3re zwi\u0119ksza mo\u017cliwo\u015bci du\u017cych modeli j\u0119zykowych (LLM) poprzez w\u0142\u0105czenie systemu wyszukiwania informacji. System ten wyszukuje odpowiednie dane takie jak np. &nbsp;dokumenty i dostarcza je jako kontekst dla LLM, poprawiaj\u0105c dok\u0142adno\u015b\u0107 i trafno\u015b\u0107 generowanych odpowiedzi.<\/li>\n\n\n\n<li><strong>Snowflake Cortex AI<\/strong> to inteligentna, w pe\u0142ni zarz\u0105dzana us\u0142uga w ramach Snowflake, kt\u00f3ra pozwala firmom wykorzysta\u0107 moc sztucznej inteligencji (AI), umo\u017cliwiaj\u0105c u\u017cytkownikom i u\u017cytkowniczkom szybkie analizowanie danych i budowanie aplikacji AI bez potrzeby posiadania rozleg\u0142ej wiedzy technicznej.<\/li>\n\n\n\n<li><strong>Funkcje Snowflake Cortex AI<\/strong> to zestaw wst\u0119pnie przygotowanych funkcji LLM, kt\u00f3re pozwalaj\u0105 na wykonywanie zaawansowanej analizy danych i zada\u0144 AI bezpo\u015brednio na platformie Snowflake. Te funkcje obejmuj\u0105 mo\u017cliwo\u015bci takie jak uzupe\u0142nianie tekstu, analiza sentymentu i podsumowywanie tekstu.<\/li>\n\n\n\n<li><strong>Us\u0142ugi kontenerowe Snowflake<\/strong> to w pe\u0142ni zarz\u0105dzana oferta kontenerowa, kt\u00f3ra pozwala na wdra\u017canie, zarz\u0105dzanie i skalowanie aplikacji kontenerowych w ramach platformy danych Snowflake.<\/li>\n<\/ul>\n\n\n\n<p>Wdro\u017cenie chatbota Gen AI opartego na technologii Snowflake Cortex AI, pozwoli\u0142o klientowi na usprawnienie proces\u00f3w wsparcia swojego klienta oraz na zmniejszenie koszt\u00f3w operacyjnych. To innowacyjne rozwi\u0105zanie wykorzystuj\u0105ce moc Generatywnej Sztucznej Inteligencji (GenAI) sprawi\u0142o, \u017ce u\u017cytkownicy i u\u017cytkowniczki mog\u0105 \u0142atwo nawigowa\u0107 po rozleg\u0142ych bazach wiedzy i bardzo \u0142atwo znajdowa\u0107 potrzebne informacje.<\/p>\n\n\n\n<p><strong>Cortex Search<\/strong><\/p>\n\n\n\n<p>Opisa\u0142em spos\u00f3b, w jaki Capgemini zbudowa\u0142o narz\u0119dzie wyszukiwania dla podanego <em>use case <\/em>klienta. Niedawno wprowadzony serwis Cortex Search sprawi\u0142, \u017ce budowa takich rozwi\u0105za\u0144 sta\u0142a si\u0119 znacznie \u0142atwiejsza. Cortex Search sam zarz\u0105dza procesami embeddingu oraz wektoryzacji, st\u0105d nie trzeba ju\u017c samodzielnie oprogramowywa\u0107 tych kluczowych element\u00f3w rozwi\u0105za\u0144 typu RAG a zamiast tego mozna korzysta\u0107 z pe\u0142nego rozwi\u0105zania SaaS. &nbsp;Dodatkowo, serwis ten podni\u00f3s\u0142 jako\u015b\u0107 generowanych wynik\u00f3w dzi\u0119ki zaawansowanemu rozwi\u0105zaniu wyszukiwania, \u0142\u0105cz\u0105cemu wyszukiwanie semantyczne i leksykalne. To skuteczne podej\u015bcie jest niew\u0105tpliwie prze\u0142omem w budowaniu rozwi\u0105za\u0144 opartych na Gen AI RAG.<\/p>\n\n\n\n<p><strong>Capgemini and Snowflake<\/strong><\/p>\n\n\n\n<p>Wsp\u00f3\u0142praca mi\u0119dzy Capgemini a Snowflake pozwala na budow\u0119 zaawansowanych ekosystem\u00f3w, w kt\u00f3rych firmy mog\u0105 bez wysi\u0142ku udost\u0119pnia\u0107 i korzysta\u0107 z udost\u0119pnionych danych. Capgemini i Snowflake wsp\u00f3\u0142pracuj\u0105 nad opracowywaniem rozwi\u0105za\u0144 Generatywnej Sztucznej Inteligencji, kt\u00f3re wykorzystuj\u0105 zaawansowan\u0105 technologi\u0119 Snowflake Cortex do implementacji innowacyjnych rozwi\u0105za\u0144 kluczowych w nowoczesnym biznesie.<\/p>\n\n\n\n<p>Ta strategiczna wsp\u00f3\u0142praca doprowadzi\u0142a do tego, \u017ce Snowflake nada\u0142o firmie&nbsp; Capgemini tytu\u0142 \u201c2023 EMEA Global SI Partner of the Year\u201d.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/section>\n\n\n\n<section class=\"wp-block-cg-blocks-group undefined section section--article-content\" id=\"quoteWrapper\"><div class=\"article-main-content\"><div class=\"container\"><div class=\"row\"><div class=\"col-12 col-md-1\"><nav class=\"article-social\"><ul class=\"social-nav\"><li class=\"ip-order-fb\"><a href=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https:\/\/www.capgemini.com\/insights\/expert-perspectives\/how-to-safeguard-and-protect-our-global-forest-ecosystems\/\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"otwiera si\u0119 w nowym oknie\"><i aria-hidden=\"true\" class=\"icon-fb\"><\/i><span class=\"sr-only\">Facebook<\/span><\/a><\/li><li class=\"ip-order-tw\"><a href=\"https:\/\/twitter.com\/intent\/tweet?url=https:\/\/www.capgemini.com\/insights\/expert-perspectives\/how-to-safeguard-and-protect-our-global-forest-ecosystems\/&amp;text=How%20to%20safeguard%20and%20protect%20our%20global%20forest%20ecosystems%3F%C2%A0\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"otwiera si\u0119 w nowym oknie\"><i aria-hidden=\"true\" class=\"icon-tw\"><\/i><span class=\"sr-only\">Twitter<\/span><\/a><\/li><li class=\"ip-order-li\"><a href=\"https:\/\/www.linkedin.com\/shareArticle?url=https:\/\/www.capgemini.com\/insights\/expert-perspectives\/how-to-safeguard-and-protect-our-global-forest-ecosystems\/&amp;text=How%20to%20safeguard%20and%20protect%20our%20global%20forest%20ecosystems%3F%C2%A0\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"otwiera si\u0119 w nowym oknie\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><span class=\"sr-only\">Linkedin<\/span><\/a><\/li><\/ul><\/nav><\/div><div class=\"col-12 col-md-11 col-lg-10\"><div class=\"article-text article-quote-text\">\n<section id=\"ENG-VER\"><\/section>\n\n\n\n<p><em>English version<\/em><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-navigating-knowledge-bases-efficiently-the-power-of-gen-ai-and-snowflake-cortex-ai\">Navigating knowledge bases efficiently: The power of Gen AI and Snowflake Cortex AI<\/h3>\n\n\n\n<h3 class=\"wp-block-heading has-black-color has-text-color\" id=\"h-most-companies-that-rely-heavily-on-document-stores-for-knowledge-sharing-and-team-collaboration-often-end-up-with-many-pages-created-by-users\">Most companies that rely heavily on document stores for knowledge sharing and team collaboration often end up with many pages created by users.<\/h3>\n\n\n\n<p>The rapid growth and constant evolution of these knowledge bases pose significant challenges in finding relevant content. Despite diligent documentation, navigating to the pertinent information remains difficult \u2013 one either knows where the document is or the exact keywords to find it.<\/p>\n\n\n\n<p><strong>Real customer scenario<\/strong><\/p>\n\n\n\n<p>At one of Capgemini\u2019s clients, a team operating and building a new data platform was entangled in customer support, reducing its ability to create new functionalities.<\/p>\n\n\n\n<p>Allow me to briefly explain what a typical support request entailed:<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"1\">\n<li>The customer raises a question to the platform team.<\/li>\n\n\n\n<li>A dedicated person from the platform team browses available Wiki documentation and searches for relevant information.<\/li>\n\n\n\n<li>Several minutes or even hours later, the person passes the information (a link) to the requestor.<\/li>\n\n\n\n<li>The answer may not be clear, prompting the need for another question to be asked.<\/li>\n<\/ol>\n\n\n\n<p>The weekly effort spent on customer support is increasing, and it is projected to reach 2.5 \u201cFTE\u201d permanently occupied with customer support activity by the end of 2024, as the number of platform users grows. Moreover, the response time for support requests is too long, leading to a poor customer experience.<\/p>\n\n\n\n<p><strong>Talk to your data with Gen AI<\/strong><\/p>\n\n\n\n<p>The client uses several cloud technologies, including Snowflake, as the core database and data warehouse solution. Capgemini experts were quick to consider Snowflake Cortex AI technology as the key to creating a cutting-edge solution for tomorrow, addressing the client\u2019s issues with operational costs.<\/p>\n\n\n\n<p>Why not ramp down on operational costs and ramp up customer interactions to a new level like this?<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"1\">\n<li>Go straight to the chatbot and ask the question.<\/li>\n\n\n\n<li>Still have a question? Ask another question.<\/li>\n\n\n\n<li>Is the chatbot not able to answer your question? Contact a relevant person from the platform team.<\/li>\n<\/ol>\n\n\n\n<p>With this vision in mind, Capgemini set out to implement a Gen AI-based chatbot that could answer customer questions efficiently. The chatbot, powered by the company\u2019s extensive knowledge repositories, ensured that the provided answers were accurate and relevant. Additionally, the chatbot referenced the source Wiki documentation link as part of its responses, making it easier for users to find the information they needed.<\/p>\n\n\n\n<p>The solution worked 24\/7, ensuring that customers could get help at any time of the day or night. This innovative approach aimed to reduce the burden on the customer support team and enhance the overall customer experience. By leveraging the power of Cortex AI and Retrieval-augmented generation \u201cRAG\u201d-based Gen AI, Capgemini was poised to revolutionize how customer support was handled, paving the way for a more efficient future.<\/p>\n\n\n\n<p><strong>High-level architecture<\/strong><\/p>\n\n\n\n<p>The RAG architecture Capgemini proposed for the Cortex AI chatbot consisted of three service types:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Cortex AI<\/strong> <strong>Functions<\/strong> for large language model (LLM) support: EMBED_TEXT_768, VECTOR_L2_DISTANCE, and COMPLETE)<\/li>\n\n\n\n<li><strong>Snowpark Container Services<\/strong> for retrieval front-end.<\/li>\n\n\n\n<li><strong>Snowflake tables<\/strong> as a vector store (native support of vectors as data types in Snowflake).<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" src=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/10\/Snowflake_312b10.jpg?w=960\" alt=\"\" class=\"wp-image-1064396\" style=\"width:700px\"\/><\/figure>\n\n\n\n<p>Let me explain some basic terms:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>RAG<\/strong> is an architectural approach that enhances the capabilities of large language models by incorporating an information retrieval system. This system retrieves relevant data or documents and provides them as context for the LLM, improving the accuracy and relevance of the generated responses.<\/li>\n\n\n\n<li><strong>Snowflake<\/strong><strong> <\/strong><strong>Cortex<\/strong><strong> AI<\/strong> is an intelligent, fully managed service within Snowflake that allows businesses to leverage the power of artificial intelligence (AI) that enables users to quickly analyze data and build AI applications without the need for extensive technical expertise.<\/li>\n\n\n\n<li><strong>Snowflake <\/strong><strong>Cortex AI Functions<\/strong> are a set of pre-built LLM functions that allow users to perform advanced data analysis and AI tasks directly within the Snowflake platform. These functions include capabilities such as text completion, sentiment analysis, and text summarization.<\/li>\n\n\n\n<li><strong>Snowflake Container Services<\/strong> is a fully managed container offering that allows users to deploy, manage, and scale containerized applications within the Snowflake data platform.<\/li>\n<\/ul>\n\n\n\n<p>By implementing a Gen AI chatbot based on Snowflake Cortex AI technology, evaluated by Capgemini, the client can streamline the customer support processes, reduce operational costs, and enhance customer interactions. This innovative solution leverages the power of AI to provide accurate and timely answers, ensuring that users can easily navigate through vast knowledge bases and find the information they need.<br><\/p>\n\n\n\n<p><strong>Cortex Search<\/strong><\/p>\n\n\n\n<p>I described the way Capgemini built a search tool for the client\u2019s use case. The latest introduction of Cortex Search replaces the need for standalone vector tables and a self-managed embedding process with a fully managed RAG engine. This advancement not only streamlines development but also elevates the quality of outcomes with sophisticated retrieval and ranking techniques that merge semantic and lexical search. This effective approach is undoubtedly a game changer in building Gen AI RAG-based solutions.<\/p>\n\n\n\n<p><strong>Capgemini and Snowflake<\/strong><\/p>\n\n\n\n<p>The collaboration between Capgemini and Snowflake leverages Snowflake\u2019s AI data cloud to enable businesses to unify and connect to a single copy of all data with ease. This partnership allows for the creation of collaborative data ecosystems, where businesses can effortlessly share and consume shared data and data services.<\/p>\n\n\n\n<p>Capgemini and Snowflake are collaborating to develop generative AI solutions that leverage Snowflake&#8217;s advanced AI Data Cloud technology to drive innovation and enhance business outcomes across various industries.<\/p>\n\n\n\n<p>This strategic relationship has led to Snowflake naming Capgemini the 2023 EMEA Global SI Partner of the Year.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/section>\n\n\n\n<section class=\"wp-block-cg-blocks-wrapper-people-slider section section--expert-slider wrapper-people-slider undefined\"><div class=\"container\"><div class=\"content-title\"><h3 data-maxlength=\"34\">Autor<\/h3><\/div><\/div><div class=\"slider slider-boxed\"><div class=\"container\"><div class=\"slider-window\"><div class=\"slider-list\">\t\t<div class=\"slide\">\n\t\t\t<div class=\"box\">\n\t\t\t\t<div class=\"row\">\n\t\t\t\t\t<div class=\"col-md-6 col-lg-4 box-img-wrapper\">\n\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/09\/Dawid-Benski.jpg\" alt=\"Dawid Benski\"\/>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"col-md-6 col-lg-8 box-inner\">\n\t\t\t\t\t\t<div class=\"row title-social-media-header\">\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 mbl-social-icon\">\n\t\t\t\t\t\t\t\t<ul class=\"social-nav\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 box-container\">\n\t\t\t\t\t\t\t\t<div class=\"box-title\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"people-profile-title\">Dawid Benski<\/h3>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>Delivery Architect Director, Capgemini<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 social-box-container dkt-social-icon\">\n\t\t\t\t\t\t\t\t<ul class=\"social-nav\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"people-info\">Dawid jako Delivery Architect Director koncentruje si\u0119 na Big Data i chmurze, pracuj\u0105c g\u0142\u00f3wnie dla sektor\u00f3w takich jak telco i automotive. Ma do\u015bwiadczenie w bezpo\u015bredniej pracy z klientami, a tak\u017ce w zdalnym zarz\u0105dzaniu zespo\u0142em, zar\u00f3wno w Niemczech, jak i Indiach.<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div><\/div><\/div><div class=\"slider-nav\"><button class=\"slider-prev inactive\" aria-label=\"Poprzedni banner\" tabindex=\"-1\"><\/button><ul class=\"slider-paginator\"><\/ul><button class=\"slider-next\" aria-label=\"Nast\u0119pny 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