{"id":1407,"date":"2026-02-27T14:20:00","date_gmt":"2026-02-27T13:20:00","guid":{"rendered":"https:\/\/jsoncrew.com\/?p=1407"},"modified":"2026-05-07T17:54:14","modified_gmt":"2026-05-07T15:54:14","slug":"architektury-ai-w-firmie-od-czatu-do-rag","status":"publish","type":"post","link":"https:\/\/jsoncrew.com\/de\/2026\/02\/27\/architektury-ai-w-firmie-od-czatu-do-rag\/","title":{"rendered":"KI-Architekturen im Unternehmen \u2013 Vom Chat zu RAG und Agenten"},"content":{"rendered":"<p><em>Ten tekst odpowiada na pytania, kt\u00f3re i tak zadasz przy rozmowie z IT lub dostawc\u0105: czym si\u0119 r\u00f3\u017cni \u201ezwyk\u0142y ChatGPT\u201d od systemu na dokumentach firmy, ile to kosztuje i po co w og\u00f3le rozr\u00f3\u017cnia\u0107 architektury.<\/em><\/p>\n<p>Zanim podpiszesz bud\u017cet na \u201ewdro\u017cenie AI\u201d, warto wiedzie\u0107 jedno: <strong>\u201eAI\u201d to nie jeden produkt<\/strong>. Das sind ein paar <strong>Architekturen<\/strong> &#8211; od prostego czatu po system z ca\u0142ym archiwum i automatyzacj\u0119. Poni\u017cej: <strong>co daje ka\u017cda, czego nie daje, ile kosztuje<\/strong> &#8211; bez skr\u00f3t\u00f3w typu \u201ezaufaj nam, zrobimy AI\u201d.<\/p>\n<hr>\n<h2>Po co Ci to wiedzie\u0107 przed decyzj\u0105?<\/h2>\n<p><!-- jsoncrew-inline-cta --><\/p>\n<div class=\"jsoncrew-inline-cta\" style=\"margin:2.5rem 0;padding:1.75rem 1.5rem;background:linear-gradient(135deg,#020C08,#0a3a28);border:1px solid rgba(1,108,71,.4);border-left:4px solid #016C47;border-radius:10px;color:#e7ebe9;\">\n<div style=\"font-size:11px;text-transform:uppercase;letter-spacing:.14em;color:#0a9b68;font-weight:700;margin-bottom:.5rem;\">NEWSLETTER<\/div>\n<h3 style=\"font-size:1.3rem;margin:0 0 .75rem;color:#fff;line-height:1.35;\">Co tydzie\u0144 1 mail z konkretem<\/h3>\n<p style=\"margin:0 0 1.25rem;color:#a8b1ad;font-size:.95rem;line-height:1.5;\">O AI, sprzeda\u017cy B2B i wdro\u017ceniach. Bez spamu, wypisujesz si\u0119 jednym klikiem.<\/p>\n<p>  <a href=\"\/kontakt\/?utm_source=blog&#038;utm_medium=inline_cta&#038;utm_campaign=architektury-ai-w-firmie-od-czatu-do-rag\" style=\"display:inline-block;padding:.85rem 1.5rem;background:linear-gradient(135deg,#016C47,#0a9b68);color:#fff;text-decoration:none;border-radius:8px;font-weight:600;font-size:.95rem;box-shadow:0 4px 12px rgba(1,108,71,.3);\">Zapisz si\u0119 \u2192<\/a>\n<\/div>\n<p>Bo wyb\u00f3r architektury ustala:<\/p>\n<ul>\n<li><strong>Was das System tatsächlich macht<\/strong> &#8211; tylko odpowiada, czy te\u017c korzysta z Twoich dokument\u00f3w i pokazuje \u017ar\u00f3d\u0142a?<\/li>\n<li><strong>Kostenskala<\/strong> &#8211; rz\u0105d wielko\u015bci od kilkudziesi\u0119ciu euro miesi\u0119cznie po dziesi\u0105tki tysi\u0119cy euro rocznie.<\/li>\n<li><strong>Bezpiecze\u0144stwo danych<\/strong> &#8211; czy tre\u015b\u0107 opuszcza firm\u0119 w kontrolowany spos\u00f3b, czy zostaje w wybranym regionie.<\/li>\n<li><strong>Startzeit<\/strong> &#8211; od jednego dnia po kilka miesi\u0119cy.<\/li>\n<\/ul>\n<p>Nie musisz zna\u0107 sieci neuronowych. Musisz umie\u0107 powiedzie\u0107: <strong>\u201ePotrzebujemy architektury X, bo mamy problem Y\u201d<\/strong> &#8211; albo zada\u0107 dostawcy trudne pytanie. W tym pomo\u017ce te\u017c <a href=\"https:\/\/jsoncrew.com\/?p=1402\">szerszy przewodnik po narz\u0119dziach i kosztach<\/a>.<\/p>\n<hr>\n<h2>1. Prosty chat AI (pytanie \u2192 odpowied\u017a)<\/h2>\n<p><strong>Jak to dzia\u0142a:<\/strong> Wpisujesz pytanie. Model odpowiada na podstawie treningu &#8211; bez sta\u0142ego dost\u0119pu do Twoich plik\u00f3w.<\/p>\n<pre><code>Twoje pytanie \u2192 [model] \u2192 odpowied\u017a\n<\/code><\/pre>\n<p><strong>Przyk\u0142ady:<\/strong> ChatGPT, Claude, Gemini im Basismodus.<\/p>\n<p><strong>Was es kann:<\/strong> pisa\u0107, t\u0142umaczy\u0107, streszcza\u0107, pomaga\u0107 przy kodzie, liczbach, formatowaniu; przeanalizowa\u0107 <strong>Fragment<\/strong>, kt\u00f3ry wkleisz w oknie.<\/p>\n<p><strong>Czego nie potrafi (m\u00f3wimy wprost):<\/strong> nie zna ca\u0142ego archiwum firmy; nie przeszukuje dysku; pami\u0119\u0107 mi\u0119dzy sesjami bywa ograniczona lub \u017cadna; <strong>mo\u017ce halucynowa\u0107<\/strong> &#8211; brzmi m\u0105drze, a bywa nieprawd\u0105.<\/p>\n<p><strong>Analogie:<\/strong> Rozmowa z bardzo og\u00f3lnie \u201em\u0105dr\u0105\u201d osob\u0105, kt\u00f3ra <strong>nigdy nie widzia\u0142a Twoich um\u00f3w<\/strong>.<\/p>\n<p><strong>Koszt (rz\u0105d wielko\u015bci):<\/strong> ok. 0\u201330 EUR\/osob\u0119\/miesi\u0105c.<\/p>\n<p><strong>Wenn genug genug ist:<\/strong> pisanie, t\u0142umaczenia, burza m\u00f3zg\u00f3w &#8211; <strong>bez<\/strong> potrzeby przeszukiwania setek dokument\u00f3w firmy.<\/p>\n<hr>\n<h2>2. Chat z kontekstem (wgrywanie plik\u00f3w)<\/h2>\n<p><strong>Jak to dzia\u0142a:<\/strong> Do rozmowy do\u0142\u0105czasz plik (PDF, DOCX). Model odpowiada <strong>o tre\u015bci tego pliku<\/strong> innerhalb der Sitzung.<\/p>\n<pre><code>Pytanie + wgrany plik \u2192 [model] \u2192 odpowied\u017a o tym pliku\n<\/code><\/pre>\n<p><strong>Przyk\u0142ady:<\/strong> ChatGPT z za\u0142\u0105cznikiem, Claude z dokumentami, Copilot w Wordzie.<\/p>\n<p><strong>Co potrafi wi\u0119cej ni\u017c prosty chat:<\/strong> analiza konkretnej umowy, por\u00f3wnanie kilku wgranych plik\u00f3w, streszczenia.<\/p>\n<p><strong>Was es nicht kann:<\/strong> indiziert nicht <strong>ca\u0142ej<\/strong> Unternehmensdatenbank – nur das, was Sie hochladen <strong>Jetzt<\/strong>; limity rozmiaru i liczby plik\u00f3w; <strong>brak trwa\u0142ej \u201epami\u0119ci firmy\u201d<\/strong> per dokument; s\u0142aba kontrola dost\u0119pu (kto mo\u017ce widzie\u0107 czyje dane).<\/p>\n<p><strong>Analogie:<\/strong> Kto\u015b dostaje <strong>jedn\u0105 teczk\u0119<\/strong> &#8211; przeczyta i odpowie, ale nie ma klucza do ca\u0142ego archiwum.<\/p>\n<p><strong>Kosten:<\/strong> ok. 20\u201350 EUR\/osob\u0119\/miesi\u0105c.<\/p>\n<p><strong>Wenn genug genug ist:<\/strong> praca na pojedynczych dokumentach, bez potrzeby przeszukiwania setek plik\u00f3w.<\/p>\n<hr>\n<h2>3. RAG &#8211; dost\u0119p do bazy wiedzy firmy<\/h2>\n<p><strong>Jak to dzia\u0142a:<\/strong> Dokumenty trafiaj\u0105 do bazy. Na pytanie system <strong>sucht zuerst<\/strong> relevante Fragmente, dann das Modell <strong>buduje odpowied\u017a na ich podstawie<\/strong>, cz\u0119sto z przypisami do \u017ar\u00f3de\u0142.<\/p>\n<pre><code>Pytanie \u2192 wyszukiwanie w dokumentach \u2192 fragmenty \u2192 [model] \u2192 odpowied\u017a + przypisy\n<\/code><\/pre>\n<p><strong>Kluczowa r\u00f3\u017cnica:<\/strong> model nie \u201ezgaduje z g\u0142owy\u201d w kwestiach Twojej firmy &#8211; ma <strong>konkretne cytaty z Twoich plik\u00f3w<\/strong>.<\/p>\n<p><strong>Was es kann:<\/strong> przeszukiwanie du\u017cej liczby dokument\u00f3w; <strong>Fußnoten<\/strong> (dokument, strona); baza ro\u015bnie wraz z nowymi plikami; \u0142\u0105czenie informacji z wielu \u017ar\u00f3de\u0142 w jednej odpowiedzi.<\/p>\n<p><strong>Was RAG selbst normalerweise nicht tut:<\/strong> nie wykonuje automatycznie krok\u00f3w w zewn\u0119trznych systemach (mail, CRM) bez rozszerze\u0144; jako\u015b\u0107 = jako\u015b\u0107 dokument\u00f3w i konfiguracji; <strong>b\u0142\u0119dy nadal mo\u017cliwe<\/strong> – Die Überprüfung bleibt bestehen.<\/p>\n<p><strong>Analogie:<\/strong> Asystent, kt\u00f3ry <strong>przerobi\u0142 archiwum<\/strong> i przy ka\u017cdej odpowiedzi wskazuje: \u201eto jest z pliku X\u201d.<\/p>\n<p><strong>Kosten:<\/strong> infrastruktura i utrzymanie cz\u0119sto <strong>setki\u2013tysi\u0105ce EUR miesi\u0119cznie<\/strong> plus wdro\u017cenie (od kilku do kilkudziesi\u0119ciu tysi\u0119cy EUR) &#8211; zale\u017cnie od skali.<\/p>\n<p><strong>Wenn es Sinn macht:<\/strong> du\u017co dokument\u00f3w, wiele os\u00f3b, bran\u017ce, gdzie licz\u0105 si\u0119 <strong>\u017ar\u00f3d\u0142a i audyt<\/strong> (Recht, Finanzen, Medizin, HR, Beratung).<\/p>\n<p>Je\u015bli dopiero testujesz hipotez\u0119 \u201eczy nam si\u0119 to op\u0142aca\u201d, sensowna jest logika <a href=\"https:\/\/jsoncrew.com\/2026\/02\/13\/co-to-jest-mvp\/\">MVP<\/a> &#8211; ma\u0142y zakres, potem skalowanie.<\/p>\n<hr>\n<h2>4. Agenci AI &#8211; wykonanie wielu krok\u00f3w<\/h2>\n<p><strong>Jak to dzia\u0142a:<\/strong> Ein Befehl wird ausgeführt <strong>planen<\/strong>: Suche in der Datenbank, Überprüfung des Kalenders, Erstellung des Dokuments, Vorbereitung zur Genehmigung usw.<\/p>\n<p><strong>Co potrafi wi\u0119cej ni\u017c sam RAG:<\/strong> scenariusze wieloetapowe, integracje (mail, kalendarz, CRM &#8211; w granicach projektu), automatyzacja powtarzalnych proces\u00f3w.<\/p>\n<p><strong>Risiken:<\/strong> b\u0142\u0105d agenta mo\u017ce mie\u0107 <strong>wi\u0119ksze skutki<\/strong> ni\u017c b\u0142\u0105d samego czatu; trzeba jasno okre\u015bli\u0107 <strong>was ist erlaubt, was nicht<\/strong>; wdro\u017cenie i testy trwaj\u0105 d\u0142u\u017cej.<\/p>\n<p><strong>Analogie:<\/strong> RAG wie ein Bibliothekar mit einem Katalog; <strong>Agent<\/strong> jak asystent, kt\u00f3ry co\u015b <strong>za\u0142atwia<\/strong> &#8211; pod Twoim nadzorem i regu\u0142ami.<\/p>\n<p><strong>Kosten:<\/strong> cz\u0119sto <strong>tysi\u0105ce EUR miesi\u0119cznie<\/strong> + wdro\u017cenie <strong>dziesi\u0105tki tysi\u0119cy EUR<\/strong> w zale\u017cno\u015bci od z\u0142o\u017cono\u015bci.<\/p>\n<p><strong>Wann:<\/strong> normalerweise <strong>po<\/strong> stabilnym RAG lub jasno zdefiniowanej bazie wiedzy; cz\u0119sto \u0142\u0105czy si\u0119 z porz\u0105dkiem w <a href=\"https:\/\/jsoncrew.com\/2026\/01\/31\/sprzedaz-b2b-nie-jest-wolna-przez-ludzi-jest-wolna-przez-proces\/\">procesie sprzeda\u017cy i operacji<\/a>.<\/p>\n<hr>\n<h2>5. Fine-tuning &#8211; model \u201edouczony\u201d na Twoich danych<\/h2>\n<p><strong>Jak to dzia\u0142a:<\/strong> Das Basismodell ist <strong>abgestimmt<\/strong> na wybranych danych firmy (styl, typowe sformu\u0142owania, domena).<\/p>\n<p><strong>R\u00f3\u017cnica wzgl\u0119dem RAG:<\/strong> wiedza jest w \u201ewagach\u201d modelu, a nie tylko w wyszukiwanej bazie; odpowiedzi mog\u0105 by\u0107 szybsze; <strong>nie zast\u0119puje<\/strong> przypis\u00f3w do konkretnych aktualnych dokument\u00f3w.<\/p>\n<p><strong>Risiken und Kosten:<\/strong> Ausbildung ist da <strong>Liebling<\/strong>; Die Aktualisierung des Wissens erfordert nachfolgende Zyklen. ohne RAG <strong>trudniej pokaza\u0107 \u017ar\u00f3d\u0142o<\/strong> jak w przypadku cytatu z PDF; potrzeba du\u017cej ilo\u015bci <strong>jako\u015bciowych<\/strong> Trainingsdaten.<\/p>\n<p><strong>Wann:<\/strong> rzadko jako jedyne rozwi\u0105zanie; cz\u0119\u015bciej <strong>RAG + optional<\/strong> Anpassung des Modells dort, wo es wirtschaftlich sinnvoll ist.<\/p>\n<hr>\n<h2>Übersichtstabelle<\/h2>\n<table>\n<thead>\n<tr>\n<th>Merkmal<\/th>\n<th align=\"center\">Einfacher Chat<\/th>\n<th align=\"center\">Chat + Datei<\/th>\n<th align=\"center\">RAG<\/th>\n<th align=\"center\">Agenten<\/th>\n<th align=\"center\">Feinabstimmung<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Er kennt die Firmenunterlagen<\/td>\n<td align=\"center\">Nie<\/td>\n<td align=\"center\">Nur hochgeladen<\/td>\n<td align=\"center\">Ja (Basis)<\/td>\n<td align=\"center\">Tak<\/td>\n<td align=\"center\">\u201eWewn\u0105trz modelu\u201d<\/td>\n<\/tr>\n<tr>\n<td>Wskazuje \u017ar\u00f3d\u0142a<\/td>\n<td align=\"center\">Nie<\/td>\n<td align=\"center\">Cz\u0119\u015bciowo<\/td>\n<td align=\"center\">Tak<\/td>\n<td align=\"center\">Tak<\/td>\n<td align=\"center\">Nie<\/td>\n<\/tr>\n<tr>\n<td>Pami\u0119\u0107 bazy mi\u0119dzy sesjami<\/td>\n<td align=\"center\">Nie<\/td>\n<td align=\"center\">Nie<\/td>\n<td align=\"center\">Tak<\/td>\n<td align=\"center\">Tak<\/td>\n<td align=\"center\">Tak<\/td>\n<\/tr>\n<tr>\n<td>Wykonuje dzia\u0142ania w systemach<\/td>\n<td align=\"center\">Nie<\/td>\n<td align=\"center\">Nie<\/td>\n<td align=\"center\">Normalerweise nicht*<\/td>\n<td align=\"center\">Tak<\/td>\n<td align=\"center\">Nie<\/td>\n<\/tr>\n<tr>\n<td>Pr\u00f3g wej\u015bcia kosztem<\/td>\n<td align=\"center\">Kurz<\/td>\n<td align=\"center\">Kurz<\/td>\n<td align=\"center\">\u015aredni\/wysoki<\/td>\n<td align=\"center\">Groß<\/td>\n<td align=\"center\">Groß<\/td>\n<\/tr>\n<tr>\n<td>Z\u0142o\u017cono\u015b\u0107 wdro\u017cenia<\/td>\n<td align=\"center\">Niedrig<\/td>\n<td align=\"center\">Niedrig<\/td>\n<td align=\"center\">\u015arednia<\/td>\n<td align=\"center\">Hoch<\/td>\n<td align=\"center\">Hoch<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>*Mo\u017cliwe rozszerzenia poza czystym RAG.<\/p>\n<hr>\n<h2>Kt\u00f3r\u0105 architektur\u0119 wybra\u0107?<\/h2>\n<p>Typowa \u015bcie\u017cka:<\/p>\n<ol>\n<li><strong>Dzi\u015b:<\/strong> prosty chat \/ Copilot &#8211; zesp\u00f3\u0142 uczy si\u0119 pracy z modelami.<\/li>\n<li><strong>Gdy brakuje dost\u0119pu do archiwum:<\/strong> <strong>RAG<\/strong> (cz\u0119sto najwi\u0119kszy skok warto\u015bci w firmach dokumentowych).<\/li>\n<li><strong>Opcjonalnie p\u00f3\u017aniej:<\/strong> agenci &#8211; automatyzacja proces\u00f3w.<\/li>\n<\/ol>\n<p>Nie musisz startowa\u0107 od najdro\u017cszego wariantu. <strong>Beginnen Sie mit dem Problem:<\/strong> je\u015bli g\u0142\u00f3wny b\u00f3l to \u201eszukanie w setkach plik\u00f3w\u201d, przewodnik po narz\u0119dziach <a href=\"https:\/\/jsoncrew.com\/?p=1402\">im ersten Artikel der Serie<\/a> i architektura RAG s\u0105 wa\u017cniejsze ni\u017c fine-tuning od pierwszego dnia.<\/p>\n<p>Gdy klient ko\u0144cowy ma <strong>sich wiederholende Fragen<\/strong> zanim trafi do handlowca, podobn\u0105 logik\u0119 \u201eodpowiedzi z g\u00f3ry\u201d realizuje dobrze zaprojektowane <a href=\"https:\/\/jsoncrew.com\/oferta\/cyfrowe-ofertowanie-i-kalkulacje\/\">digitales Angebot und Kalkulation<\/a> – andere Schicht, gleiche Richtung: <strong>mniej chaosu, wi\u0119cej jasnych odpowiedzi<\/strong>.<\/p>\n<hr>\n<p><em>Chcesz dopasowa\u0107 architektur\u0119 do skali dokument\u00f3w i wymaga\u0144 zgodno\u015b\u0107? Napisz &#8211; przejdziemy przez Tw\u00f3j przypadek bez technicznego \u017cargonu.<\/em><\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-left kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;left&quot;,&quot;id&quot;:&quot;1407&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;1&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;5&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;Oce\u0144 ten artyku\u0142&quot;,&quot;legend&quot;:&quot;5 na 5 (1 g\u0142os\u00f3w)&quot;,&quot;size&quot;:&quot;24&quot;,&quot;title&quot;:&quot;Architektury AI w firmie - od czatu do RAG i agent\u00f3w&quot;,&quot;width&quot;:&quot;142.5&quot;,&quot;_legend&quot;:&quot;{score} na {best} ({count} g\u0142os\u00f3w)&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 142.5px;\">\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 19.2px;\">\n            5 na 5 (1 g\u0142os\u00f3w)    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p>Bevor Sie ein Budget f\u00fcr die \u201eKI-Implementierung\u201c unterzeichnen, sollten Sie wissen: Es handelt sich nicht um ein einzelnes Produkt. F\u00fcnf Architekturen \u2013 vom einfachen Chat bis hin zu RAG und Agenten \u2013 mit Kosten und Einschr\u00e4nkungen.<\/p>","protected":false},"author":4,"featured_media":1408,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_jc_seo_i18n":"","jc_lang":"","jc_translation_group":"","footnotes":""},"categories":[353],"tags":[],"brevo_track":[423],"class_list":["post-1407","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-dla-firm"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v23.8 (Yoast SEO v28.6) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Architektury AI w firmie: chat, RAG, agenci \u2014 por\u00f3wnanie<\/title>\n<meta name=\"description\" content=\"Five AI architectures explained in simple terms: chatbots, files, RAG, agents, and fine-tuning. Costs, capabilities, and what to choose for your business.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/jsoncrew.com\/de\/2026\/02\/27\/architektury-ai-w-firmie-od-czatu-do-rag\/\" \/>\n<meta property=\"og:locale\" content=\"de_DE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Architektury AI w firmie - od czatu do RAG i agent\u00f3w\" \/>\n<meta property=\"og:description\" content=\"Five AI architectures explained in simple terms: chatbots, files, RAG, agents, and fine-tuning. Costs, capabilities, and what to choose for your business.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/jsoncrew.com\/de\/2026\/02\/27\/architektury-ai-w-firmie-od-czatu-do-rag\/\" \/>\n<meta property=\"og:site_name\" content=\"JSON Crew\" \/>\n<meta property=\"article:published_time\" content=\"2026-02-27T13:20:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-05-07T15:54:14+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/jsoncrew.com\/wp-content\/uploads\/2026\/03\/featured-architektury-ai-1200x630.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1542\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"J\u0119drzej Siewierski\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Verfasst von\" \/>\n\t<meta name=\"twitter:data1\" content=\"J\u0119drzej Siewierski\" \/>\n\t<meta name=\"twitter:label2\" content=\"Gesch\u00e4tzte Lesezeit\" \/>\n\t<meta name=\"twitter:data2\" content=\"6\u00a0Minuten\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/jsoncrew.com\\\/2026\\\/02\\\/27\\\/architektury-ai-w-firmie-od-czatu-do-rag\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/jsoncrew.com\\\/2026\\\/02\\\/27\\\/architektury-ai-w-firmie-od-czatu-do-rag\\\/\"},\"author\":{\"@id\":\"https:\\\/\\\/jsoncrew.com\\\/#\\\/schema\\\/person\\\/jedrzej-siewierski\"},\"headline\":\"Architektury AI w firmie &#8211; od czatu do RAG i agent\u00f3w\",\"datePublished\":\"2026-02-27T13:20:00+00:00\",\"dateModified\":\"2026-05-07T15:54:14+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/jsoncrew.com\\\/2026\\\/02\\\/27\\\/architektury-ai-w-firmie-od-czatu-do-rag\\\/\"},\"wordCount\":1156,\"commentCount\":0,\"image\":{\"@id\":\"https:\\\/\\\/jsoncrew.com\\\/2026\\\/02\\\/27\\\/architektury-ai-w-firmie-od-czatu-do-rag\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/jsoncrew.com\\\/wp-content\\\/uploads\\\/2026\\\/03\\\/featured-architektury-ai.jpg\",\"articleSection\":[\"AI dla firm\"],\"inLanguage\":\"de\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/jsoncrew.com\\\/2026\\\/02\\\/27\\\/architektury-ai-w-firmie-od-czatu-do-rag\\\/#respond\"]}],\"publisher\":{\"@id\":\"https:\\\/\\\/jsoncrew.com\\\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/jsoncrew.com\\\/2026\\\/02\\\/27\\\/architektury-ai-w-firmie-od-czatu-do-rag\\\/\",\"url\":\"https:\\\/\\\/jsoncrew.com\\\/2026\\\/02\\\/27\\\/architektury-ai-w-firmie-od-czatu-do-rag\\\/\",\"name\":\"Architektury AI w firmie: chat, RAG, agenci \u2014 por\u00f3wnanie\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/jsoncrew.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/jsoncrew.com\\\/2026\\\/02\\\/27\\\/architektury-ai-w-firmie-od-czatu-do-rag\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/jsoncrew.com\\\/2026\\\/02\\\/27\\\/architektury-ai-w-firmie-od-czatu-do-rag\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/jsoncrew.com\\\/wp-content\\\/uploads\\\/2026\\\/03\\\/featured-architektury-ai.jpg\",\"datePublished\":\"2026-02-27T13:20:00+00:00\",\"dateModified\":\"2026-05-07T15:54:14+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/jsoncrew.com\\\/#\\\/schema\\\/person\\\/jedrzej-siewierski\"},\"description\":\"Pi\u0119\u0107 architektur AI prostym j\u0119zykiem: prosty chat, pliki, RAG, agenci, fine-tuning. Koszty, mo\u017cliwo\u015bci i co wybra\u0107 dla swojej firmy.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/jsoncrew.com\\\/2026\\\/02\\\/27\\\/architektury-ai-w-firmie-od-czatu-do-rag\\\/#breadcrumb\"},\"inLanguage\":\"de\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/jsoncrew.com\\\/2026\\\/02\\\/27\\\/architektury-ai-w-firmie-od-czatu-do-rag\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"de\",\"@id\":\"https:\\\/\\\/jsoncrew.com\\\/2026\\\/02\\\/27\\\/architektury-ai-w-firmie-od-czatu-do-rag\\\/#primaryimage\",\"url\":\"https:\\\/\\\/jsoncrew.com\\\/wp-content\\\/uploads\\\/2026\\\/03\\\/featured-architektury-ai.jpg\",\"contentUrl\":\"https:\\\/\\\/jsoncrew.com\\\/wp-content\\\/uploads\\\/2026\\\/03\\\/featured-architektury-ai.jpg\",\"width\":1920,\"height\":1542,\"caption\":\"Architektury system\u00f3w AI \u2013 por\u00f3wnanie podej\u015b\u0107 do wdro\u017cenia AI w firmie | jsoncrew.com\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/jsoncrew.com\\\/2026\\\/02\\\/27\\\/architektury-ai-w-firmie-od-czatu-do-rag\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Strona g\u0142\u00f3wna\",\"item\":\"https:\\\/\\\/jsoncrew.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Architektury AI w firmie &#8211; od czatu do RAG i agent\u00f3w\",\"item\":\"https:\\\/\\\/jsoncrew.com\\\/2026\\\/02\\\/27\\\/architektury-ai-w-firmie-od-czatu-do-rag\\\/\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/jsoncrew.com\\\/#website\",\"url\":\"https:\\\/\\\/jsoncrew.com\\\/\",\"name\":\"JSON Crew: Automatisierungen, Konfiguratoren, interaktive Konferenzräume, interaktive Kioske\",\"description\":\"Automatisierungen, Konfiguratoren, interaktive Konferenzräume, interaktive Kioske\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/jsoncrew.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"de\",\"publisher\":{\"@id\":\"https:\\\/\\\/jsoncrew.com\\\/#organization\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/jsoncrew.com\\\/#\\\/schema\\\/person\\\/jedrzej-siewierski\",\"name\":\"J\u0119drzej Siewierski\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"de\",\"@id\":\"https:\\\/\\\/jsoncrew.com\\\/wp-content\\\/uploads\\\/2026\\\/04\\\/jedrzej-avatar.png\",\"url\":\"https:\\\/\\\/jsoncrew.com\\\/wp-content\\\/uploads\\\/2026\\\/04\\\/jedrzej-avatar.png\",\"contentUrl\":\"https:\\\/\\\/jsoncrew.com\\\/wp-content\\\/uploads\\\/2026\\\/04\\\/jedrzej-avatar.png\",\"caption\":\"J\u0119drzej Siewierski\"},\"sameAs\":[\"https:\\\/\\\/www.linkedin.com\\\/in\\\/jedrzej-siewierski\\\/\"],\"url\":\"https:\\\/\\\/jsoncrew.com\\\/de\\\/author\\\/jedrzej-siewierskijsoncrew-com\\\/\",\"jobTitle\":\"CEO\",\"worksFor\":{\"@id\":\"https:\\\/\\\/jsoncrew.com\\\/#organization\"}},{\"@type\":[\"Organization\",\"ProfessionalService\"],\"@id\":\"https:\\\/\\\/jsoncrew.com\\\/#organization\",\"name\":\"JSON Crew\",\"legalName\":\"JSON Crew Sp. z o.o.\",\"url\":\"https:\\\/\\\/jsoncrew.com\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"@id\":\"https:\\\/\\\/jsoncrew.com\\\/#logo\",\"url\":\"https:\\\/\\\/jsoncrew.com\\\/wp-content\\\/themes\\\/blankslate\\\/assets\\\/logo.png\",\"contentUrl\":\"https:\\\/\\\/jsoncrew.com\\\/wp-content\\\/themes\\\/blankslate\\\/assets\\\/logo.png\",\"width\":558,\"height\":83,\"caption\":\"JSON Crew\"},\"image\":{\"@id\":\"https:\\\/\\\/jsoncrew.com\\\/#logo\"},\"description\":\"Software house specjalizuj\u0105cy si\u0119 w automatyzacji sprzeda\u017cy i operacji B2B. Konfiguratory 3D, CPQ, aplikacje webowe i mobilne, integracje ERP\\\/CRM, wdro\u017cenia AI. MVP w 8 tygodni.\",\"foundingDate\":\"2024\",\"email\":\"contact@jsoncrew.com\",\"telephone\":\"+48 886 864 199\",\"address\":{\"@type\":\"PostalAddress\",\"streetAddress\":\"Al. Gen. T. Bora-Komorowskiego 25\\\/U24\",\"addressLocality\":\"Krak\u00f3w\",\"postalCode\":\"31-476\",\"addressCountry\":\"PL\"},\"geo\":{\"@type\":\"GeoCoordinates\",\"latitude\":50.061399999999999,\"longitude\":19.947600000000001},\"openingHoursSpecification\":[{\"@type\":\"OpeningHoursSpecification\",\"dayOfWeek\":[\"Monday\",\"Tuesday\",\"Wednesday\",\"Thursday\",\"Friday\"],\"opens\":\"09:00\",\"closes\":\"17:00\"}],\"contactPoint\":{\"@type\":\"ContactPoint\",\"contactType\":\"sales\",\"email\":\"contact@jsoncrew.com\",\"telephone\":\"+48 886 864 199\",\"availableLanguage\":[\"pl\",\"en\"]},\"areaServed\":[{\"@type\":\"Country\",\"name\":\"Poland\"},{\"@type\":\"Country\",\"name\":\"Germany\"},{\"@type\":\"Country\",\"name\":\"Austria\"},{\"@type\":\"Country\",\"name\":\"Switzerland\"}],\"numberOfEmployees\":{\"@type\":\"QuantitativeValue\",\"minValue\":2,\"maxValue\":9},\"priceRange\":\"30000 PLN - 90000 PLN\",\"founder\":[{\"@id\":\"https:\\\/\\\/jsoncrew.com\\\/#\\\/schema\\\/person\\\/jedrzej-siewierski\"}],\"sameAs\":[\"https:\\\/\\\/www.linkedin.com\\\/company\\\/json-crew\\\/\",\"https:\\\/\\\/www.youtube.com\\\/@jsoncrew\",\"https:\\\/\\\/www.instagram.com\\\/jsoncrew\\\/\",\"https:\\\/\\\/www.tiktok.com\\\/@jsoncrew\",\"https:\\\/\\\/www.facebook.com\\\/people\\\/JSON-Crew\\\/61574481505036\\\/\",\"https:\\\/\\\/open.spotify.com\\\/user\\\/31whfap3jk4cpfabdmaivzd3lkgu\",\"https:\\\/\\\/clutch.co\\\/profile\\\/json-crew\"]}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"KI-Architekturen im Unternehmen: Chat, RAG, Agenten \u2013 Vergleich","description":"F\u00fcnf KI-Architekturen einfach erkl\u00e4rt: Chatbots, Dateien, RAG, Agenten und Feinabstimmung. Kosten, M\u00f6glichkeiten und was Sie f\u00fcr Ihr Unternehmen ausw\u00e4hlen sollten.","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:\/\/jsoncrew.com\/de\/2026\/02\/27\/architektury-ai-w-firmie-od-czatu-do-rag\/","og_locale":"de_DE","og_type":"article","og_title":"Architektury AI w firmie - od czatu do RAG i agent\u00f3w","og_description":"Fünf KI-Architekturen einfach erklärt: Chatbots, Dateien, RAG, Agenten und Feinabstimmung. Kosten, Möglichkeiten und was Sie für Ihr Unternehmen auswählen sollten.","og_url":"https:\/\/jsoncrew.com\/de\/2026\/02\/27\/architektury-ai-w-firmie-od-czatu-do-rag\/","og_site_name":"JSON Crew","article_published_time":"2026-02-27T13:20:00+00:00","article_modified_time":"2026-05-07T15:54:14+00:00","og_image":[{"width":1920,"height":1542,"url":"https:\/\/jsoncrew.com\/wp-content\/uploads\/2026\/03\/featured-architektury-ai-1200x630.jpg","type":"image\/jpeg"}],"author":"J\u0119drzej Siewierski","twitter_card":"summary_large_image","twitter_misc":{"Verfasst von":"J\u0119drzej Siewierski","Gesch\u00e4tzte Lesezeit":"6\u00a0Minuten"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/jsoncrew.com\/2026\/02\/27\/architektury-ai-w-firmie-od-czatu-do-rag\/#article","isPartOf":{"@id":"https:\/\/jsoncrew.com\/2026\/02\/27\/architektury-ai-w-firmie-od-czatu-do-rag\/"},"author":{"@id":"https:\/\/jsoncrew.com\/#\/schema\/person\/jedrzej-siewierski"},"headline":"Architektury AI w firmie &#8211; od czatu do RAG i agent\u00f3w","datePublished":"2026-02-27T13:20:00+00:00","dateModified":"2026-05-07T15:54:14+00:00","mainEntityOfPage":{"@id":"https:\/\/jsoncrew.com\/2026\/02\/27\/architektury-ai-w-firmie-od-czatu-do-rag\/"},"wordCount":1156,"commentCount":0,"image":{"@id":"https:\/\/jsoncrew.com\/2026\/02\/27\/architektury-ai-w-firmie-od-czatu-do-rag\/#primaryimage"},"thumbnailUrl":"https:\/\/jsoncrew.com\/wp-content\/uploads\/2026\/03\/featured-architektury-ai.jpg","articleSection":["AI dla firm"],"inLanguage":"de","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/jsoncrew.com\/2026\/02\/27\/architektury-ai-w-firmie-od-czatu-do-rag\/#respond"]}],"publisher":{"@id":"https:\/\/jsoncrew.com\/#organization"}},{"@type":"WebPage","@id":"https:\/\/jsoncrew.com\/2026\/02\/27\/architektury-ai-w-firmie-od-czatu-do-rag\/","url":"https:\/\/jsoncrew.com\/2026\/02\/27\/architektury-ai-w-firmie-od-czatu-do-rag\/","name":"KI-Architekturen im Unternehmen: Chat, RAG, Agenten \u2013 Vergleich","isPartOf":{"@id":"https:\/\/jsoncrew.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/jsoncrew.com\/2026\/02\/27\/architektury-ai-w-firmie-od-czatu-do-rag\/#primaryimage"},"image":{"@id":"https:\/\/jsoncrew.com\/2026\/02\/27\/architektury-ai-w-firmie-od-czatu-do-rag\/#primaryimage"},"thumbnailUrl":"https:\/\/jsoncrew.com\/wp-content\/uploads\/2026\/03\/featured-architektury-ai.jpg","datePublished":"2026-02-27T13:20:00+00:00","dateModified":"2026-05-07T15:54:14+00:00","author":{"@id":"https:\/\/jsoncrew.com\/#\/schema\/person\/jedrzej-siewierski"},"description":"F\u00fcnf KI-Architekturen im Klartext: einfacher Chat, Dateien, RAG, Agenten, Feinabstimmung. Kosten, M\u00f6glichkeiten und was Sie f\u00fcr Ihr Unternehmen w\u00e4hlen sollten.","breadcrumb":{"@id":"https:\/\/jsoncrew.com\/2026\/02\/27\/architektury-ai-w-firmie-od-czatu-do-rag\/#breadcrumb"},"inLanguage":"de","potentialAction":[{"@type":"ReadAction","target":["https:\/\/jsoncrew.com\/2026\/02\/27\/architektury-ai-w-firmie-od-czatu-do-rag\/"]}]},{"@type":"ImageObject","inLanguage":"de","@id":"https:\/\/jsoncrew.com\/2026\/02\/27\/architektury-ai-w-firmie-od-czatu-do-rag\/#primaryimage","url":"https:\/\/jsoncrew.com\/wp-content\/uploads\/2026\/03\/featured-architektury-ai.jpg","contentUrl":"https:\/\/jsoncrew.com\/wp-content\/uploads\/2026\/03\/featured-architektury-ai.jpg","width":1920,"height":1542,"caption":"Architektury system\u00f3w AI \u2013 por\u00f3wnanie podej\u015b\u0107 do wdro\u017cenia AI w firmie | jsoncrew.com"},{"@type":"BreadcrumbList","@id":"https:\/\/jsoncrew.com\/2026\/02\/27\/architektury-ai-w-firmie-od-czatu-do-rag\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Strona g\u0142\u00f3wna","item":"https:\/\/jsoncrew.com\/"},{"@type":"ListItem","position":2,"name":"Architektury AI w firmie &#8211; od czatu do RAG i agent\u00f3w","item":"https:\/\/jsoncrew.com\/2026\/02\/27\/architektury-ai-w-firmie-od-czatu-do-rag\/"}]},{"@type":"WebSite","@id":"https:\/\/jsoncrew.com\/#website","url":"https:\/\/jsoncrew.com\/","name":"JSON Crew: Automatisierungen, Konfiguratoren, interaktive Konferenzr\u00e4ume, interaktive Kioske","description":"Automatisierungen, Konfiguratoren, interaktive Konferenzr\u00e4ume, interaktive Kioske","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/jsoncrew.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"de","publisher":{"@id":"https:\/\/jsoncrew.com\/#organization"}},{"@type":"Person","@id":"https:\/\/jsoncrew.com\/#\/schema\/person\/jedrzej-siewierski","name":"J\u0119drzej Siewierski","image":{"@type":"ImageObject","inLanguage":"de","@id":"https:\/\/jsoncrew.com\/wp-content\/uploads\/2026\/04\/jedrzej-avatar.png","url":"https:\/\/jsoncrew.com\/wp-content\/uploads\/2026\/04\/jedrzej-avatar.png","contentUrl":"https:\/\/jsoncrew.com\/wp-content\/uploads\/2026\/04\/jedrzej-avatar.png","caption":"J\u0119drzej Siewierski"},"sameAs":["https:\/\/www.linkedin.com\/in\/jedrzej-siewierski\/"],"url":"https:\/\/jsoncrew.com\/de\/author\/jedrzej-siewierskijsoncrew-com\/","jobTitle":"CEO","worksFor":{"@id":"https:\/\/jsoncrew.com\/#organization"}},{"@type":["Organization","ProfessionalService"],"@id":"https:\/\/jsoncrew.com\/#organization","name":"JSON Crew","legalName":"JSON Crew Sp. z o.o.","url":"https:\/\/jsoncrew.com\/","logo":{"@type":"ImageObject","@id":"https:\/\/jsoncrew.com\/#logo","url":"https:\/\/jsoncrew.com\/wp-content\/themes\/blankslate\/assets\/logo.png","contentUrl":"https:\/\/jsoncrew.com\/wp-content\/themes\/blankslate\/assets\/logo.png","width":558,"height":83,"caption":"JSON Crew"},"image":{"@id":"https:\/\/jsoncrew.com\/#logo"},"description":"Softwarehaus, spezialisiert auf Vertriebsautomatisierung und B2B-Betrieb. 3D-Konfiguratoren, CPQ, Web- und mobile Anwendungen, ERP\/CRM-Integrationen, KI-Implementierungen. MVP in 8 Wochen.","foundingDate":"2024","email":"contact@jsoncrew.com","telephone":"+48 886 864 199","address":{"@type":"PostalAddress","streetAddress":"Al. Gen. T. Bora-Komorowskiego 25\/U24","addressLocality":"Krak\u00f3w","postalCode":"31-476","addressCountry":"PL"},"geo":{"@type":"GeoCoordinates","latitude":50.061399999999999,"longitude":19.947600000000001},"openingHoursSpecification":[{"@type":"OpeningHoursSpecification","dayOfWeek":["Monday","Tuesday","Wednesday","Thursday","Friday"],"opens":"09:00","closes":"17:00"}],"contactPoint":{"@type":"ContactPoint","contactType":"sales","email":"contact@jsoncrew.com","telephone":"+48 886 864 199","availableLanguage":["pl","en"]},"areaServed":[{"@type":"Country","name":"Poland"},{"@type":"Country","name":"Germany"},{"@type":"Country","name":"Austria"},{"@type":"Country","name":"Switzerland"}],"numberOfEmployees":{"@type":"QuantitativeValue","minValue":2,"maxValue":9},"priceRange":"30000 PLN - 90000 PLN","founder":[{"@id":"https:\/\/jsoncrew.com\/#\/schema\/person\/jedrzej-siewierski"}],"sameAs":["https:\/\/www.linkedin.com\/company\/json-crew\/","https:\/\/www.youtube.com\/@jsoncrew","https:\/\/www.instagram.com\/jsoncrew\/","https:\/\/www.tiktok.com\/@jsoncrew","https:\/\/www.facebook.com\/people\/JSON-Crew\/61574481505036\/","https:\/\/open.spotify.com\/user\/31whfap3jk4cpfabdmaivzd3lkgu","https:\/\/clutch.co\/profile\/json-crew"]}]}},"_links":{"self":[{"href":"https:\/\/jsoncrew.com\/de\/wp-json\/wp\/v2\/posts\/1407","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/jsoncrew.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/jsoncrew.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/jsoncrew.com\/de\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/jsoncrew.com\/de\/wp-json\/wp\/v2\/comments?post=1407"}],"version-history":[{"count":4,"href":"https:\/\/jsoncrew.com\/de\/wp-json\/wp\/v2\/posts\/1407\/revisions"}],"predecessor-version":[{"id":1883,"href":"https:\/\/jsoncrew.com\/de\/wp-json\/wp\/v2\/posts\/1407\/revisions\/1883"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/jsoncrew.com\/de\/wp-json\/wp\/v2\/media\/1408"}],"wp:attachment":[{"href":"https:\/\/jsoncrew.com\/de\/wp-json\/wp\/v2\/media?parent=1407"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/jsoncrew.com\/de\/wp-json\/wp\/v2\/categories?post=1407"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/jsoncrew.com\/de\/wp-json\/wp\/v2\/tags?post=1407"},{"taxonomy":"brevo_track","embeddable":true,"href":"https:\/\/jsoncrew.com\/de\/wp-json\/wp\/v2\/brevo_track?post=1407"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}