[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"$ffFUljuElgdP-i1mZ4wzexYr4TTvUKDDrmCNWTaL4Fwo":3,"$f-gwIXJgDGgGv9bmRu29vUWmMAqDVQVCWspFuwnTv5fs":28,"$fs8386zdAUI-Rj5TzVbzTerjIHduHTXuIcIJmyYrxqs0":129,"notifications-unread":302,"$fHesTBgo_p6k8O2MVN_IExV6RUk-wP6kZNsMXc6Cu90c":857,"$fdyTuGFiZNWbuarCpUOGG1MI5GICGnbTp9ed2QcyaqsU":877,"atoms-jak-ai-w-atlassian-openai-automatyzuje-prace-zespolow-i-jak-to-zrobic-w-twojej-firmie":970},[4,9,14,19,24],{"id":5,"slug":6,"name":7,"color_token":8},"5878a593-ac48-4ff3-a25b-35a7de448daa","narzedzia-ai","Narzędzia AI","accent",{"id":10,"slug":11,"name":12,"color_token":13},"ec013b2c-e6c4-4c31-b1ec-9587c629a169","praktyczne-zastosowania","Praktyczne zastosowania","gold",{"id":15,"slug":16,"name":17,"color_token":18},"165808b7-bea9-4eef-8280-014b3d85e6bf","news-analizy","News & analizy","azure",{"id":20,"slug":21,"name":22,"color_token":23},"d6c684e6-7b4c-40d9-907b-469f30dc2126","tutoriale-how-to","Tutoriale how-to","olive",{"id":25,"slug":26,"name":27,"color_token":8},"73506ae5-4a59-4ce3-9712-58fbb8565fc4","nauka-biznes-marketing","Nauka biznes & marketing",[29,34,39,44,49,54,59,64,69,74,79,84,89,94,99,104,109,114,119,124],{"slug":30,"draft_id":31,"pillar_id":33},"jak-ai-w-atlassian-openai-automatyzuje-prace-zespolow-i-jak-to-zrobic-w-twojej-firmie",{"title":32},"Jak AI w Atlassian + OpenAI automatyzuje pracę zespołów — i jak to zrobić w Twojej firmie",{"name":7},{"slug":35,"draft_id":36,"pillar_id":38},"jak-ai-przyspiesza-prace-zespolow-it-o-30-ale-tylko-jesli-wiesz-jak-zintegrowac-ja-z-kodem-i-dokumentacja",{"title":37},"Jak AI przyspiesza pracę zespołów IT o 30% — ale tylko jeśli wiesz, jak zintegrować ją z kodem i dokumentacją",{"name":7},{"slug":40,"draft_id":41,"pillar_id":43},"jak-ai-z-atlassianem-i-openai-przyspiesza-prace-zespolowa-ale-czy-warto-wdrazac-to-w-twojej-firmie",{"title":42},"Jak AI z Atlassianem i OpenAI przyspiesza pracę zespołową — ale czy warto wdrażać to w Twojej firmie?",{"name":7},{"slug":45,"draft_id":46,"pillar_id":48},"jak-ai-w-atlassianie-i-openai-automatyzuje-40-pracy-zespolow-it-ale-tylko-jesli-zrobisz-to-dobrze",{"title":47},"Jak AI w Atlassianie i OpenAI automatyzuje 40% pracy zespołów IT — ale tylko jeśli zrobisz to dobrze",{"name":7},{"slug":50,"draft_id":51,"pillar_id":53},"jak-data-agent-z-chatgpt-work-pozwala-firmom-bezprogramistom-odkrywac-wartosc-w-danych-bez-kodowania",{"title":52},"Jak Data Agent z ChatGPT Work pozwala firmom bezprogramistom odkrywać wartość w danych — bez kodowania",{"name":7},{"slug":55,"draft_id":56,"pillar_id":58},"data-agent-w-chatgpt-work-jak-non-engineers-buduja-dashboards-w-10-minut-bez-sql",{"title":57},"Data Agent w ChatGPT Work: jak non-engineers budują dashboards w 10 minut — bez SQL",{"name":7},{"slug":60,"draft_id":61,"pillar_id":63},"data-agent-w-chatgpt-work-jak-analiza-danych-staje-sie-dostepna-dla-kazdego-bez-sql-bez-oczekiwania-na-ekspertow",{"title":62},"Data Agent w ChatGPT Work: jak analiza danych staje się dostępna dla każdego — bez SQL, bez oczekiwania na ekspertów",{"name":7},{"slug":65,"draft_id":66,"pillar_id":68},"data-agent-w-chatgpt-work-czy-twoi-pracownicy-przestana-czekac-na-analitykow",{"title":67},"Data Agent w ChatGPT Work: czy Twoi pracownicy przestaną czekać na analityków?",{"name":7},{"slug":70,"draft_id":71,"pillar_id":73},"jak-data-agent-w-chatgpt-work-pozwala-firmom-bezprogramistom-odkrywac-biznesowe-wskazniki-w-15-minut",{"title":72},"Jak Data Agent w ChatGPT Work pozwala firmom bezprogramistom odkrywać biznesowe wskaźniki w 15 minut",{"name":7},{"slug":75,"draft_id":76,"pillar_id":78},"jak-zautomatyzowac-analize-danych-w-twojej-firmie-bez-it-i-zaoszczedzic-40-budzetu",{"title":77},"Jak zautomatyzować analizę danych w Twojej firmie bez IT — i zaoszczędzić 40% budżetu",{"name":7},{"slug":80,"draft_id":81,"pillar_id":83},"data-agent-w-chatgpt-work-jak-ai-demokratyzuje-analize-danych-w-twojej-firmie",{"title":82},"Data Agent w ChatGPT Work: jak AI demokratyzuje analizę danych w Twojej firmie",{"name":12},{"slug":85,"draft_id":86,"pillar_id":88},"data-agent-w-chatgpt-work-jak-polskie-firmy-odkrywaja-30-oszczednosci-bez-kodowania",{"title":87},"Data Agent w ChatGPT Work: jak polskie firmy odkrywają 30% oszczędności bez kodowania",{"name":7},{"slug":90,"draft_id":91,"pillar_id":93},"jak-data-agent-w-chatgpt-work-oszczedza-20-30-czasu-analitykow-bez-kodowania",{"title":92},"Jak Data Agent w ChatGPT Work oszczędza 20–30% czasu analityków — bez kodowania",{"name":7},{"slug":95,"draft_id":96,"pillar_id":98},"jak-ai-zwieksza-wydajnosc-inzynierow-o-21-i-jak-to-zrobic-w-twojej-firmie",{"title":97},"Jak AI zwiększa wydajność inżynierów o 21% — i jak to zrobić w Twojej firmie",{"name":12},{"slug":100,"draft_id":101,"pillar_id":103},"ai-w-kodzie-nie-jest-hype-em-jak-21-szybsze-inzynierowie-w-1password-zachowuja-bezpieczenstwo",{"title":102},"AI w kodzie nie jest hype’em: jak 21% szybsze inżynierowie w 1Password zachowują bezpieczeństwo",{"name":12},{"slug":105,"draft_id":106,"pillar_id":108},"jak-ai-w-kodzie-zwieksza-wydajnosc-zespolow-dev-o-21-i-dlaczego-to-nie-tylko-o-szybkosci",{"title":107},"Jak AI w kodzie zwiększa wydajność zespołów dev o 21% — i dlaczego to nie tylko o szybkości",{"name":12},{"slug":110,"draft_id":111,"pillar_id":113},"chatgpt-przyspiesza-prace-marketingowa-o-90-jak-to-zrobic-w-twojej-firmie",{"title":112},"ChatGPT przyspiesza pracę marketingową — jak to zrobić w Twojej firmie?",{"name":12},{"slug":115,"draft_id":116,"pillar_id":118},"jak-firmy-native-ai-automatyzuja-procesy-biznesowe-trzy-case-y-ktore-mozna-powtorzyc-w-polsce",{"title":117},"Jak firmy native AI automatyzują procesy biznesowe — trzy case’y, które można powtórzyć w Polsce",{"name":12},{"slug":120,"draft_id":121,"pillar_id":123},"kontrola-agentow-ai-kiedy-twoja-firma-traci-wplyw-nad-dzialaniami-automatyzacji",{"title":122},"Kontrola agentów AI: kiedy Twoja firma traci wpływ nad działaniami automatyzacji",{"name":12},{"slug":125,"draft_id":126,"pillar_id":128},"fsm-runtime-vs-llm-dlaczego-polskie-firmy-placa-za-bledne-mutacje-stanu",{"title":127},"FSM runtime vs. LLM: dlaczego polskie firmy płacą za błędne mutacje stanu",{"name":12},[130,162,188,214,239,260,280],{"id":131,"label":132,"label_en":133,"icon":134,"subcategories":135,"count":161},"generowanie-tresci","Generowanie treści","Content Generation","pen-tool",[136,141,146,151,156],{"id":137,"label":138,"description":139,"count":140},"tekst-llm","Tekst i LLM","Chatboty, asystenci pisania, generatory copy, parafrazy",28,{"id":142,"label":143,"description":144,"count":145},"obrazy-design","Obrazy i design","Generowanie obrazów, edycja zdjęć, design graficzny",115,{"id":147,"label":148,"description":149,"count":150},"wideo-animacja","Wideo i animacja","Generowanie wideo, edycja, animacja AI",58,{"id":152,"label":153,"description":154,"count":155},"audio-mowa","Audio i mowa","TTS, voice cloning, generowanie muzyki, podcasty AI",43,{"id":157,"label":158,"description":159,"count":160},"kodowanie","Kodowanie","Asystenci kodowania, generacja kodu, code review",18,262,{"id":163,"label":164,"label_en":165,"icon":166,"subcategories":167,"count":187},"automatyzacja","Automatyzacja","Automation","zap",[168,172,177,182],{"id":169,"label":170,"description":171,"count":155},"workflow","Workflow i integracje","Automatyzacja procesów, integracje API, no-code",{"id":173,"label":174,"description":175,"count":176},"agenci-ai","Agenci AI","Autonomiczni agenci, frameworki agentowe, MCP",51,{"id":178,"label":179,"description":180,"count":181},"web-scraping","Web scraping i harvesting","Ekstrakcja danych, scraping, monitoring stron",6,{"id":183,"label":184,"description":185,"count":186},"rpa","RPA i automatyzacja biura","Robotic Process Automation, automatyzacja zadań biurowych",0,100,{"id":189,"label":190,"label_en":191,"icon":192,"subcategories":193,"count":213},"biznes-marketing","Biznes i marketing","Business & Marketing","briefcase",[194,199,204,209],{"id":195,"label":196,"description":197,"count":198},"marketing-seo","Marketing i SEO","SEO, content marketing, reklamy, social media",76,{"id":200,"label":201,"description":202,"count":203},"sprzedaz-crm","Sprzedaż i CRM","CRM AI, lead generation, sales automation",39,{"id":205,"label":206,"description":207,"count":208},"analityka","Analityka i BI","Business Intelligence, analiza danych, raportowanie",7,{"id":210,"label":211,"description":212,"count":181},"finanse-ksiegowosc","Finanse i księgowość","Automatyzacja finansów, fakturowanie, księgowość AI",128,{"id":215,"label":216,"label_en":217,"icon":218,"subcategories":219,"count":203},"produktywnosc","Produktywność","Productivity","check-square",[220,224,229,234],{"id":221,"label":222,"description":223,"count":208},"asystenci","Asystenci AI","Asystenci osobisti, AI chat, asystenci głosowi",{"id":225,"label":226,"description":227,"count":228},"notatniki-pm","Notatniki i zarządzanie projektami","AI note-taking, project management, organizacja pracy",23,{"id":230,"label":231,"description":232,"count":233},"komunikacja","Komunikacja i email","Email AI, komunikacja zespołowa, kalendarze",5,{"id":235,"label":236,"description":237,"count":238},"research-wiedza","Research i zarządzanie wiedzą","Research AI, bazy wiedzy, zarządzanie dokumentami",4,{"id":240,"label":241,"label_en":242,"icon":243,"subcategories":244,"count":259},"edukacja-nauka","Edukacja i nauka","Education & Science","book-open",[245,249,254],{"id":246,"label":247,"description":248,"count":228},"e-learning","E-learning i kursy","Platformy edukacyjne, generacja kursów, tutoring AI",{"id":250,"label":251,"description":252,"count":253},"jezyki","Nauka języków","Aplikacje do nauki języków, translatory, konwersacje AI",1,{"id":255,"label":256,"description":257,"count":258},"akademia-research","Badania naukowe","Research akademicki, analiza publikacji, cytowania",2,26,{"id":261,"label":262,"label_en":263,"icon":264,"subcategories":265,"count":279},"infrastruktura","Infrastruktura i API","Infrastructure & API","server",[266,271,275],{"id":267,"label":268,"description":269,"count":270},"api-modele","API i modele","API LLM, hosting modeli, platformy AI",19,{"id":272,"label":273,"description":274,"count":238},"mcp-serwery","MCP i narzędzia deweloperskie","Model Context Protocol, SDK, frameworki AI",{"id":276,"label":277,"description":278,"count":253},"bezpieczenstwo","Bezpieczeństwo i compliance","AI security, monitoring, compliance, governance",24,{"id":281,"label":282,"label_en":283,"icon":284,"subcategories":285,"count":301},"pozostale","Pozostałe","Other","more-horizontal",[286,291,296],{"id":287,"label":288,"description":289,"count":290},"wykrywanie-ai","Wykrywanie AI","AI content detection, deepfake detection, watermarking",13,{"id":292,"label":293,"description":294,"count":295},"rozrywka","Rozrywka i lifestyle","AI w rozrywce, randki, gry, kreatywność",10,{"id":297,"label":298,"description":299,"count":300},"inne","Inne","Nieskategoryzowane narzędzia AI",12,35,{"data":303},[304,315,321,329,336,343,350,357,365,372,379,386,393,399,406,413,421,429,436,444,451,457,464,471,478,485,491,498,505,512,519,525,530,539,542,547,555,559,563,567,575,579,584,588,592,596,604,608,611,615,622,626,634,642,647,655,662,667,671,679,684,691,699,703,706,713,720,724,728,732,736,739,743,747,751,755,758,762,765,770,774,778,782,787,790,794,797,800,805,809,812,816,821,826,831,835,839,844,848,853],{"id":305,"type":306,"title":307,"body":308,"tool_name":309,"z2u_price":310,"z2u_url":311,"status":312,"read_at":313,"created_at":314},1156,"price_drop","💰 Vora — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €66.95 (regular: €669.95) | Rabat: 90%","Vora",66.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fvora","unread",null,"2026-10-09T04:15:27.074Z",{"id":316,"type":306,"title":317,"body":308,"tool_name":318,"z2u_price":310,"z2u_url":319,"status":312,"read_at":313,"created_at":320},1155,"💰 Seamless QR Code — spadek ceny","Seamless QR Code","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fseamless-qr-code","2026-10-09T04:15:26.735Z",{"id":322,"type":306,"title":323,"body":324,"tool_name":325,"z2u_price":326,"z2u_url":327,"status":312,"read_at":313,"created_at":328},1154,"💰 Inspire Sales Academy — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €225.95 (regular: €566.95) | Rabat: 60%","Inspire Sales Academy",225.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Finspire-sales-academy","2026-10-09T04:15:25.865Z",{"id":330,"type":306,"title":331,"body":332,"tool_name":333,"z2u_price":310,"z2u_url":334,"status":312,"read_at":313,"created_at":335},1153,"💰 OnChat — spadek ceny","Platforma: Dealify | Kategoria: E-commerce | Cena: €66.95 (regular: €669.95) | Rabat: 90%","OnChat","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fonchat","2026-10-09T04:15:23.424Z",{"id":337,"type":306,"title":338,"body":339,"tool_name":340,"z2u_price":310,"z2u_url":341,"status":312,"read_at":313,"created_at":342},1152,"💰 Helpmate — spadek ceny","Platforma: Dealify | Kategoria: E-commerce | Cena: €66.95 (regular: €101.95) | Rabat: 34%","Helpmate","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fhelpmate","2026-10-09T04:15:23.175Z",{"id":344,"type":306,"title":345,"body":346,"tool_name":347,"z2u_price":310,"z2u_url":348,"status":312,"read_at":313,"created_at":349},1151,"💰 Playix.cloud — spadek ceny","Platforma: Dealify | Kategoria: Cloud | Cena: €66.95 (regular: €669.95) | Rabat: 90%","Playix.cloud","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fplayix-cloud","2026-10-09T04:15:21.754Z",{"id":351,"type":306,"title":352,"body":353,"tool_name":354,"z2u_price":310,"z2u_url":355,"status":312,"read_at":313,"created_at":356},1150,"💰 Purple Photo — spadek ceny","Platforma: Dealify | Kategoria: Creative | Cena: €66.95 (regular: €89.95) | Rabat: 26%","Purple Photo","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fpurple-photo","2026-10-09T04:15:20.312Z",{"id":358,"type":306,"title":359,"body":360,"tool_name":361,"z2u_price":362,"z2u_url":363,"status":312,"read_at":313,"created_at":364},1149,"💰 MiPLR — spadek ceny","Platforma: Dealify | Kategoria: Creative | Cena: €32.95 (regular: €89.95) | Rabat: 63%","MiPLR",32.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fmiplr","2026-10-09T04:15:20.152Z",{"id":366,"type":306,"title":367,"body":368,"tool_name":369,"z2u_price":310,"z2u_url":370,"status":312,"read_at":313,"created_at":371},1148,"💰 CursorClip — spadek ceny","Platforma: Dealify | Kategoria: Creative | Cena: €66.95 (regular: €110.95) | Rabat: 40%","CursorClip","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fcursorclip","2026-10-09T04:15:19.985Z",{"id":373,"type":306,"title":374,"body":375,"tool_name":376,"z2u_price":310,"z2u_url":377,"status":312,"read_at":313,"created_at":378},1147,"💰 Creatiyo — spadek ceny","Platforma: Dealify | Kategoria: Creative | Cena: €66.95 (regular: €225.95) | Rabat: 70%","Creatiyo","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fcreatiyo","2026-10-09T04:15:19.816Z",{"id":380,"type":306,"title":381,"body":382,"tool_name":383,"z2u_price":310,"z2u_url":384,"status":312,"read_at":313,"created_at":385},1146,"💰 Blupry Bundle — spadek ceny","Platforma: Dealify | Kategoria: Creative | Cena: €66.95 (regular: €257.95) | Rabat: 74%","Blupry Bundle","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fblupry","2026-10-09T04:15:19.650Z",{"id":387,"type":306,"title":388,"body":389,"tool_name":390,"z2u_price":310,"z2u_url":391,"status":312,"read_at":313,"created_at":392},1145,"💰 Vocal — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €66.95 (regular: €669.95) | Rabat: 90%","Vocal","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fvocal","2026-10-09T04:15:18.045Z",{"id":394,"type":306,"title":395,"body":389,"tool_name":396,"z2u_price":310,"z2u_url":397,"status":312,"read_at":313,"created_at":398},1144,"💰 Vimageo — spadek ceny","Vimageo","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fvimageo","2026-10-09T04:15:17.901Z",{"id":400,"type":306,"title":401,"body":402,"tool_name":403,"z2u_price":362,"z2u_url":404,"status":312,"read_at":313,"created_at":405},1143,"💰 StickyPassword — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €32.95 (regular: €219.95) | Rabat: 85%","StickyPassword","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fstickypassword","2026-10-09T04:15:17.257Z",{"id":407,"type":306,"title":408,"body":409,"tool_name":410,"z2u_price":362,"z2u_url":411,"status":312,"read_at":313,"created_at":412},1142,"💰 Notepad — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €32.95 (regular: €329.95) | Rabat: 90%","Notepad","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fnotepad","2026-10-09T04:15:16.492Z",{"id":414,"type":306,"title":415,"body":416,"tool_name":417,"z2u_price":418,"z2u_url":419,"status":312,"read_at":313,"created_at":420},1141,"💰 FlashBooks — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €282.95 (regular: €1974.95) | Rabat: 86%","FlashBooks",282.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fflashbooks","2026-10-09T04:15:16.021Z",{"id":422,"type":306,"title":423,"body":424,"tool_name":425,"z2u_price":426,"z2u_url":427,"status":312,"read_at":313,"created_at":428},1140,"💰 Envoice — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €157.95 (regular: €1577.95) | Rabat: 90%","Envoice",157.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fenvoice","2026-10-09T04:15:13.746Z",{"id":430,"type":306,"title":431,"body":432,"tool_name":433,"z2u_price":310,"z2u_url":434,"status":312,"read_at":313,"created_at":435},1139,"💰 Classified Billing — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €66.95 (regular: €669.95) | Rabat: 90%","Classified Billing","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fclassified-billing","2026-10-09T04:15:13.598Z",{"id":437,"type":306,"title":438,"body":439,"tool_name":440,"z2u_price":441,"z2u_url":442,"status":312,"read_at":313,"created_at":443},1138,"💰 LeadLocator — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €191.95 (regular: €1917.95) | Rabat: 90%","LeadLocator",191.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fleadlocator","2026-10-09T04:15:12.736Z",{"id":445,"type":306,"title":446,"body":447,"tool_name":448,"z2u_price":310,"z2u_url":449,"status":312,"read_at":313,"created_at":450},1137,"💰 Qura Al — spadek ceny","Platforma: Dealify | Kategoria: Social Media | Cena: €66.95 (regular: €669.95) | Rabat: 90%","Qura Al","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fqura-al","2026-10-09T04:15:11.113Z",{"id":452,"type":306,"title":453,"body":447,"tool_name":454,"z2u_price":310,"z2u_url":455,"status":312,"read_at":313,"created_at":456},1136,"💰 Brand2Social — spadek ceny","Brand2Social","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fbrand2social","2026-10-09T04:15:10.858Z",{"id":458,"type":306,"title":459,"body":460,"tool_name":461,"z2u_price":310,"z2u_url":462,"status":312,"read_at":313,"created_at":463},1135,"💰 EasyLink Automations — spadek ceny","Platforma: Dealify | Kategoria: Developer Tools | Cena: €66.95 (regular: €669.95) | Rabat: 90%","EasyLink Automations","https:\u002F\u002Fdealify.com\u002Fproducts\u002Feasylink-automations","2026-10-09T04:15:08.966Z",{"id":465,"type":306,"title":466,"body":467,"tool_name":468,"z2u_price":326,"z2u_url":469,"status":312,"read_at":313,"created_at":470},1134,"💰 devActivity — spadek ceny","Platforma: Dealify | Kategoria: Developer Tools | Cena: €225.95 (regular: €1123.95) | Rabat: 80%","devActivity","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fdevactivity","2026-10-09T04:15:08.683Z",{"id":472,"type":306,"title":473,"body":474,"tool_name":475,"z2u_price":310,"z2u_url":476,"status":312,"read_at":313,"created_at":477},1133,"💰 WP Website Speedy — spadek ceny","Platforma: Dealify | Kategoria: SEO | Cena: €66.95 (regular: €669.95) | Rabat: 90%","WP Website Speedy","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fwebsite-speedy","2026-10-09T04:15:07.326Z",{"id":479,"type":306,"title":480,"body":481,"tool_name":482,"z2u_price":310,"z2u_url":483,"status":312,"read_at":313,"created_at":484},1132,"💰 LocalAuditPro — spadek ceny","Platforma: Dealify | Kategoria: SEO | Cena: €66.95 (regular: €363.95) | Rabat: 82%","LocalAuditPro","https:\u002F\u002Fdealify.com\u002Fproducts\u002Flocalauditpro","2026-10-09T04:15:06.966Z",{"id":486,"type":306,"title":487,"body":474,"tool_name":488,"z2u_price":310,"z2u_url":489,"status":312,"read_at":313,"created_at":490},1131,"💰 360contentOPS — spadek ceny","360contentOPS","https:\u002F\u002Fdealify.com\u002Fproducts\u002F360contentops","2026-10-09T04:15:06.398Z",{"id":492,"type":306,"title":493,"body":494,"tool_name":495,"z2u_price":310,"z2u_url":496,"status":312,"read_at":313,"created_at":497},1130,"💰 Zenith Write — spadek ceny","Platforma: Dealify | Kategoria: AI | Cena: €66.95 (regular: €669.95) | Rabat: 90%","Zenith Write","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fzenith-write","2026-10-09T04:15:04.818Z",{"id":499,"type":306,"title":500,"body":501,"tool_name":502,"z2u_price":310,"z2u_url":503,"status":312,"read_at":313,"created_at":504},1129,"💰 AI Mentions — spadek ceny","Platforma: Dealify | Kategoria: AI | Cena: €66.95 (regular: €112.95) | Rabat: 41%","AI Mentions","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fai-mentions","2026-10-09T04:15:04.182Z",{"id":506,"type":306,"title":507,"body":508,"tool_name":509,"z2u_price":418,"z2u_url":510,"status":312,"read_at":313,"created_at":511},1128,"💰 Architecto — spadek ceny","Platforma: Dealify | Kategoria: AI | Cena: €282.95 (regular: €953.95) | Rabat: 70%","Architecto","https:\u002F\u002Fdealify.com\u002Fproducts\u002Farchitecto","2026-10-09T04:15:03.944Z",{"id":513,"type":306,"title":514,"body":515,"tool_name":516,"z2u_price":310,"z2u_url":517,"status":312,"read_at":313,"created_at":518},1127,"💰 Open eLMS Learning Generator — spadek ceny","Platforma: Dealify | Kategoria: AI | Cena: €66.95 (regular: €288.95) | Rabat: 77%","Open eLMS Learning Generator","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fopen-elms","2026-10-09T04:15:03.678Z",{"id":520,"type":306,"title":521,"body":494,"tool_name":522,"z2u_price":310,"z2u_url":523,"status":312,"read_at":313,"created_at":524},1126,"💰 Agentica — spadek ceny","Agentica","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fagentica","2026-10-09T04:15:03.475Z",{"id":526,"type":306,"title":307,"body":527,"tool_name":309,"z2u_price":528,"z2u_url":311,"status":312,"read_at":313,"created_at":529},1125,"Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €67.95 (regular: €670.95) | Rabat: 90%",67.95,"2026-10-08T04:15:26.282Z",{"id":531,"type":532,"title":533,"body":534,"tool_name":535,"z2u_price":536,"z2u_url":537,"status":312,"read_at":313,"created_at":538},1124,"new_tool_found","🆕 Taja — €112.95 (-90%)","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €112.95 (regular: €1125.95) | Rabat: 90%","Taja",112.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Ftaja","2026-10-08T04:15:26.134Z",{"id":540,"type":306,"title":317,"body":527,"tool_name":318,"z2u_price":528,"z2u_url":319,"status":312,"read_at":313,"created_at":541},1123,"2026-10-08T04:15:25.893Z",{"id":543,"type":306,"title":323,"body":544,"tool_name":325,"z2u_price":545,"z2u_url":327,"status":312,"read_at":313,"created_at":546},1122,"Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €226.95 (regular: €567.95) | Rabat: 60%",226.95,"2026-10-08T04:15:25.050Z",{"id":548,"type":306,"title":549,"body":550,"tool_name":551,"z2u_price":552,"z2u_url":553,"status":312,"read_at":313,"created_at":554},1121,"💰 Contact Concert — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €101.95 (regular: €1011.95) | Rabat: 90%","Contact Concert",101.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fcontact-concert","2026-10-08T04:15:24.413Z",{"id":556,"type":306,"title":331,"body":557,"tool_name":333,"z2u_price":528,"z2u_url":334,"status":312,"read_at":313,"created_at":558},1120,"Platforma: Dealify | Kategoria: E-commerce | Cena: €67.95 (regular: €670.95) | Rabat: 90%","2026-10-08T04:15:22.595Z",{"id":560,"type":306,"title":338,"body":561,"tool_name":340,"z2u_price":528,"z2u_url":341,"status":312,"read_at":313,"created_at":562},1119,"Platforma: Dealify | Kategoria: E-commerce | Cena: €67.95 (regular: €101.95) | Rabat: 33%","2026-10-08T04:15:22.326Z",{"id":564,"type":306,"title":345,"body":565,"tool_name":347,"z2u_price":528,"z2u_url":348,"status":312,"read_at":313,"created_at":566},1118,"Platforma: Dealify | Kategoria: Cloud | Cena: €67.95 (regular: €670.95) | Rabat: 90%","2026-10-08T04:15:20.911Z",{"id":568,"type":306,"title":569,"body":570,"tool_name":571,"z2u_price":572,"z2u_url":573,"status":312,"read_at":313,"created_at":574},1117,"💰 FileLu — spadek ceny","Platforma: Dealify | Kategoria: Cloud | Cena: €169.95 (regular: €397.95) | Rabat: 57%","FileLu",169.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Ffilelu","2026-10-08T04:15:20.756Z",{"id":576,"type":306,"title":352,"body":577,"tool_name":354,"z2u_price":528,"z2u_url":355,"status":312,"read_at":313,"created_at":578},1116,"Platforma: Dealify | Kategoria: Creative | Cena: €67.95 (regular: €89.95) | Rabat: 24%","2026-10-08T04:15:19.440Z",{"id":580,"type":306,"title":359,"body":581,"tool_name":361,"z2u_price":582,"z2u_url":363,"status":312,"read_at":313,"created_at":583},1115,"Platforma: Dealify | Kategoria: Creative | Cena: €33.95 (regular: €89.95) | Rabat: 62%",33.95,"2026-10-08T04:15:19.281Z",{"id":585,"type":306,"title":367,"body":586,"tool_name":369,"z2u_price":528,"z2u_url":370,"status":312,"read_at":313,"created_at":587},1114,"Platforma: Dealify | Kategoria: Creative | Cena: €67.95 (regular: €110.95) | Rabat: 39%","2026-10-08T04:15:19.124Z",{"id":589,"type":306,"title":374,"body":590,"tool_name":376,"z2u_price":528,"z2u_url":377,"status":312,"read_at":313,"created_at":591},1113,"Platforma: Dealify | Kategoria: Creative | Cena: €67.95 (regular: €226.95) | Rabat: 70%","2026-10-08T04:15:18.975Z",{"id":593,"type":306,"title":381,"body":594,"tool_name":383,"z2u_price":528,"z2u_url":384,"status":312,"read_at":313,"created_at":595},1112,"Platforma: Dealify | Kategoria: Creative | Cena: €67.95 (regular: €258.95) | Rabat: 74%","2026-10-08T04:15:18.832Z",{"id":597,"type":306,"title":598,"body":599,"tool_name":600,"z2u_price":601,"z2u_url":602,"status":312,"read_at":313,"created_at":603},1111,"💰 Al Webcam Effects — spadek ceny","Platforma: Dealify | Kategoria: Creative | Cena: €135.95 (regular: €1135.95) | Rabat: 88%","Al Webcam Effects",135.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fal-webcam-effects","2026-10-08T04:15:18.686Z",{"id":605,"type":306,"title":388,"body":606,"tool_name":390,"z2u_price":528,"z2u_url":391,"status":312,"read_at":313,"created_at":607},1110,"Platforma: Dealify | Kategoria: Productivity | Cena: €67.95 (regular: €670.95) | Rabat: 90%","2026-10-08T04:15:17.168Z",{"id":609,"type":306,"title":395,"body":606,"tool_name":396,"z2u_price":528,"z2u_url":397,"status":312,"read_at":313,"created_at":610},1109,"2026-10-08T04:15:17.009Z",{"id":612,"type":306,"title":401,"body":613,"tool_name":403,"z2u_price":582,"z2u_url":404,"status":312,"read_at":313,"created_at":614},1108,"Platforma: Dealify | Kategoria: Productivity | Cena: €33.95 (regular: €219.95) | Rabat: 85%","2026-10-08T04:15:16.348Z",{"id":616,"type":306,"title":617,"body":618,"tool_name":619,"z2u_price":552,"z2u_url":620,"status":312,"read_at":313,"created_at":621},1107,"💰 Sheetany — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €101.95 (regular: €395.95) | Rabat: 74%","Sheetany","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fsheetany","2026-10-08T04:15:16.196Z",{"id":623,"type":306,"title":408,"body":624,"tool_name":410,"z2u_price":582,"z2u_url":411,"status":312,"read_at":313,"created_at":625},1106,"Platforma: Dealify | Kategoria: Productivity | Cena: €33.95 (regular: €329.95) | Rabat: 90%","2026-10-08T04:15:15.548Z",{"id":627,"type":306,"title":628,"body":629,"tool_name":630,"z2u_price":631,"z2u_url":632,"status":312,"read_at":313,"created_at":633},1105,"💰 LightPDF — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €118.95 (regular: €226.95) | Rabat: 48%","LightPDF",118.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Flightpdf","2026-10-08T04:15:15.303Z",{"id":635,"type":306,"title":636,"body":637,"tool_name":638,"z2u_price":639,"z2u_url":640,"status":312,"read_at":313,"created_at":641},1104,"💰 International Open Academy — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €203.95 (regular: €453.95) | Rabat: 55%","International Open Academy",203.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Finternational-open-academy","2026-10-08T04:15:15.148Z",{"id":643,"type":306,"title":415,"body":644,"tool_name":417,"z2u_price":645,"z2u_url":419,"status":312,"read_at":313,"created_at":646},1103,"Platforma: Dealify | Kategoria: Productivity | Cena: €283.95 (regular: €1978.95) | Rabat: 86%",283.95,"2026-10-08T04:15:14.992Z",{"id":648,"type":306,"title":649,"body":650,"tool_name":651,"z2u_price":652,"z2u_url":653,"status":312,"read_at":313,"created_at":654},1102,"💰 4K Bundle — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €59.95 (regular: €79.95) | Rabat: 25%","4K Bundle",59.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002F4k-bundle","2026-10-08T04:15:14.426Z",{"id":656,"type":306,"title":657,"body":658,"tool_name":659,"z2u_price":572,"z2u_url":660,"status":312,"read_at":313,"created_at":661},1101,"💰 Video Service Desk — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €169.95 (regular: €3393.95) | Rabat: 95%","Video Service Desk","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fvideo-service-desk","2026-10-08T04:15:12.773Z",{"id":663,"type":306,"title":423,"body":664,"tool_name":425,"z2u_price":665,"z2u_url":427,"status":312,"read_at":313,"created_at":666},1100,"Platforma: Dealify | Kategoria: Business | Cena: €158.95 (regular: €1580.95) | Rabat: 90%",158.95,"2026-10-08T04:15:12.623Z",{"id":668,"type":306,"title":431,"body":669,"tool_name":433,"z2u_price":528,"z2u_url":434,"status":312,"read_at":313,"created_at":670},1099,"Platforma: Dealify | Kategoria: Business | Cena: €67.95 (regular: €670.95) | Rabat: 90%","2026-10-08T04:15:12.455Z",{"id":672,"type":306,"title":673,"body":674,"tool_name":675,"z2u_price":676,"z2u_url":677,"status":312,"read_at":313,"created_at":678},1098,"💰 Paddle CRM — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €337.95 (regular: €3376.95) | Rabat: 90%","Paddle CRM",337.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fpaddle-crm","2026-10-08T04:15:11.887Z",{"id":680,"type":306,"title":438,"body":681,"tool_name":440,"z2u_price":682,"z2u_url":442,"status":312,"read_at":313,"created_at":683},1097,"Platforma: Dealify | Kategoria: Business | Cena: €192.95 (regular: €1921.95) | Rabat: 90%",192.95,"2026-10-08T04:15:11.517Z",{"id":685,"type":306,"title":686,"body":687,"tool_name":688,"z2u_price":552,"z2u_url":689,"status":312,"read_at":313,"created_at":690},1096,"💰 ZuckerBot — spadek ceny","Platforma: Dealify | Kategoria: Social Media | Cena: €101.95 (regular: €1011.95) | Rabat: 90%","ZuckerBot","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fzuckerbot","2026-10-08T04:15:10.202Z",{"id":692,"type":306,"title":693,"body":694,"tool_name":695,"z2u_price":696,"z2u_url":697,"status":312,"read_at":313,"created_at":698},1095,"💰 Sociosight — spadek ceny","Platforma: Dealify | Kategoria: Social Media | Cena: €76.95 (regular: €108.95) | Rabat: 29%","Sociosight",76.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fsociosight","2026-10-08T04:15:10.062Z",{"id":700,"type":306,"title":446,"body":701,"tool_name":448,"z2u_price":528,"z2u_url":449,"status":312,"read_at":313,"created_at":702},1094,"Platforma: Dealify | Kategoria: Social Media | Cena: €67.95 (regular: €670.95) | Rabat: 90%","2026-10-08T04:15:09.917Z",{"id":704,"type":306,"title":453,"body":701,"tool_name":454,"z2u_price":528,"z2u_url":455,"status":312,"read_at":313,"created_at":705},1093,"2026-10-08T04:15:09.667Z",{"id":707,"type":306,"title":708,"body":709,"tool_name":710,"z2u_price":572,"z2u_url":711,"status":312,"read_at":313,"created_at":712},1092,"💰 Structa — spadek ceny","Platforma: Dealify | Kategoria: Developer Tools | Cena: €169.95 (regular: €339.95) | Rabat: 50%","Structa","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fstructa","2026-10-08T04:15:08.351Z",{"id":714,"type":306,"title":715,"body":716,"tool_name":717,"z2u_price":572,"z2u_url":718,"status":312,"read_at":313,"created_at":719},1091,"💰 N8Nitro — spadek ceny","Platforma: Dealify | Kategoria: Developer Tools | Cena: €169.95 (regular: €1364.95) | Rabat: 88%","N8Nitro","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fn8nitro","2026-10-08T04:15:08.099Z",{"id":721,"type":306,"title":459,"body":722,"tool_name":461,"z2u_price":528,"z2u_url":462,"status":312,"read_at":313,"created_at":723},1090,"Platforma: Dealify | Kategoria: Developer Tools | Cena: €67.95 (regular: €670.95) | Rabat: 90%","2026-10-08T04:15:07.756Z",{"id":725,"type":306,"title":466,"body":726,"tool_name":468,"z2u_price":545,"z2u_url":469,"status":312,"read_at":313,"created_at":727},1089,"Platforma: Dealify | Kategoria: Developer Tools | Cena: €226.95 (regular: €1125.95) | Rabat: 80%","2026-10-08T04:15:07.499Z",{"id":729,"type":306,"title":473,"body":730,"tool_name":475,"z2u_price":528,"z2u_url":476,"status":312,"read_at":313,"created_at":731},1088,"Platforma: Dealify | Kategoria: SEO | Cena: €67.95 (regular: €670.95) | Rabat: 90%","2026-10-08T04:15:06.182Z",{"id":733,"type":306,"title":480,"body":734,"tool_name":482,"z2u_price":528,"z2u_url":483,"status":312,"read_at":313,"created_at":735},1087,"Platforma: Dealify | Kategoria: SEO | Cena: €67.95 (regular: €363.95) | Rabat: 81%","2026-10-08T04:15:05.839Z",{"id":737,"type":306,"title":487,"body":730,"tool_name":488,"z2u_price":528,"z2u_url":489,"status":312,"read_at":313,"created_at":738},1086,"2026-10-08T04:15:05.292Z",{"id":740,"type":306,"title":493,"body":741,"tool_name":495,"z2u_price":528,"z2u_url":496,"status":312,"read_at":313,"created_at":742},1085,"Platforma: Dealify | Kategoria: AI | Cena: €67.95 (regular: €670.95) | Rabat: 90%","2026-10-08T04:15:03.766Z",{"id":744,"type":306,"title":500,"body":745,"tool_name":502,"z2u_price":528,"z2u_url":503,"status":312,"read_at":313,"created_at":746},1084,"Platforma: Dealify | Kategoria: AI | Cena: €67.95 (regular: €112.95) | Rabat: 40%","2026-10-08T04:15:03.122Z",{"id":748,"type":306,"title":507,"body":749,"tool_name":509,"z2u_price":645,"z2u_url":510,"status":312,"read_at":313,"created_at":750},1083,"Platforma: Dealify | Kategoria: AI | Cena: €283.95 (regular: €955.95) | Rabat: 70%","2026-10-08T04:15:02.849Z",{"id":752,"type":306,"title":514,"body":753,"tool_name":516,"z2u_price":528,"z2u_url":517,"status":312,"read_at":313,"created_at":754},1082,"Platforma: Dealify | Kategoria: AI | Cena: €67.95 (regular: €288.95) | Rabat: 76%","2026-10-08T04:15:02.595Z",{"id":756,"type":306,"title":521,"body":741,"tool_name":522,"z2u_price":528,"z2u_url":523,"status":312,"read_at":313,"created_at":757},1081,"2026-10-08T04:15:02.432Z",{"id":759,"type":306,"title":307,"body":760,"tool_name":309,"z2u_price":310,"z2u_url":311,"status":312,"read_at":313,"created_at":761},1080,"Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €66.95 (regular: €668.95) | Rabat: 90%","2026-10-07T04:15:26.519Z",{"id":763,"type":306,"title":317,"body":760,"tool_name":318,"z2u_price":310,"z2u_url":319,"status":312,"read_at":313,"created_at":764},1079,"2026-10-07T04:15:26.270Z",{"id":766,"type":306,"title":549,"body":767,"tool_name":551,"z2u_price":768,"z2u_url":553,"status":312,"read_at":313,"created_at":769},1078,"Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €100.95 (regular: €1008.95) | Rabat: 90%",100.95,"2026-10-07T04:15:24.830Z",{"id":771,"type":306,"title":331,"body":772,"tool_name":333,"z2u_price":310,"z2u_url":334,"status":312,"read_at":313,"created_at":773},1077,"Platforma: Dealify | Kategoria: E-commerce | Cena: €66.95 (regular: €668.95) | Rabat: 90%","2026-10-07T04:15:23.093Z",{"id":775,"type":306,"title":338,"body":776,"tool_name":340,"z2u_price":310,"z2u_url":341,"status":312,"read_at":313,"created_at":777},1076,"Platforma: Dealify | Kategoria: E-commerce | Cena: €66.95 (regular: €100.95) | Rabat: 34%","2026-10-07T04:15:22.847Z",{"id":779,"type":306,"title":345,"body":780,"tool_name":347,"z2u_price":310,"z2u_url":348,"status":312,"read_at":313,"created_at":781},1075,"Platforma: Dealify | Kategoria: Cloud | Cena: €66.95 (regular: €668.95) | Rabat: 90%","2026-10-07T04:15:21.281Z",{"id":783,"type":306,"title":569,"body":784,"tool_name":571,"z2u_price":785,"z2u_url":573,"status":312,"read_at":313,"created_at":786},1074,"Platforma: Dealify | Kategoria: Cloud | Cena: €168.95 (regular: €396.95) | Rabat: 57%",168.95,"2026-10-07T04:15:21.143Z",{"id":788,"type":306,"title":352,"body":353,"tool_name":354,"z2u_price":310,"z2u_url":355,"status":312,"read_at":313,"created_at":789},1073,"2026-10-07T04:15:19.671Z",{"id":791,"type":306,"title":367,"body":792,"tool_name":369,"z2u_price":310,"z2u_url":370,"status":312,"read_at":313,"created_at":793},1072,"Platforma: Dealify | Kategoria: Creative | Cena: €66.95 (regular: €109.95) | Rabat: 39%","2026-10-07T04:15:19.429Z",{"id":795,"type":306,"title":374,"body":375,"tool_name":376,"z2u_price":310,"z2u_url":377,"status":312,"read_at":313,"created_at":796},1071,"2026-10-07T04:15:19.286Z",{"id":798,"type":306,"title":381,"body":382,"tool_name":383,"z2u_price":310,"z2u_url":384,"status":312,"read_at":313,"created_at":799},1070,"2026-10-07T04:15:19.137Z",{"id":801,"type":306,"title":598,"body":802,"tool_name":600,"z2u_price":803,"z2u_url":602,"status":312,"read_at":313,"created_at":804},1069,"Platforma: Dealify | Kategoria: Creative | Cena: €134.95 (regular: €1132.95) | Rabat: 88%",134.95,"2026-10-07T04:15:18.985Z",{"id":806,"type":306,"title":388,"body":807,"tool_name":390,"z2u_price":310,"z2u_url":391,"status":312,"read_at":313,"created_at":808},1068,"Platforma: Dealify | Kategoria: Productivity | Cena: €66.95 (regular: €668.95) | Rabat: 90%","2026-10-07T04:15:17.434Z",{"id":810,"type":306,"title":395,"body":807,"tool_name":396,"z2u_price":310,"z2u_url":397,"status":312,"read_at":313,"created_at":811},1067,"2026-10-07T04:15:17.292Z",{"id":813,"type":306,"title":617,"body":814,"tool_name":619,"z2u_price":768,"z2u_url":620,"status":312,"read_at":313,"created_at":815},1066,"Platforma: Dealify | Kategoria: Productivity | Cena: €100.95 (regular: €394.95) | Rabat: 74%","2026-10-07T04:15:16.551Z",{"id":817,"type":306,"title":628,"body":818,"tool_name":630,"z2u_price":819,"z2u_url":632,"status":312,"read_at":313,"created_at":820},1065,"Platforma: Dealify | Kategoria: Productivity | Cena: €117.95 (regular: €225.95) | Rabat: 48%",117.95,"2026-10-07T04:15:15.694Z",{"id":822,"type":306,"title":636,"body":823,"tool_name":638,"z2u_price":824,"z2u_url":640,"status":312,"read_at":313,"created_at":825},1064,"Platforma: Dealify | Kategoria: Productivity | Cena: €202.95 (regular: €452.95) | Rabat: 55%",202.95,"2026-10-07T04:15:15.538Z",{"id":827,"type":306,"title":649,"body":828,"tool_name":651,"z2u_price":829,"z2u_url":653,"status":312,"read_at":313,"created_at":830},1063,"Platforma: Dealify | Kategoria: Productivity | Cena: €58.95 (regular: €79.95) | Rabat: 26%",58.95,"2026-10-07T04:15:14.872Z",{"id":832,"type":306,"title":657,"body":833,"tool_name":659,"z2u_price":785,"z2u_url":660,"status":312,"read_at":313,"created_at":834},1062,"Platforma: Dealify | Kategoria: Business | Cena: €168.95 (regular: €3383.95) | Rabat: 95%","2026-10-07T04:15:13.117Z",{"id":836,"type":306,"title":431,"body":837,"tool_name":433,"z2u_price":310,"z2u_url":434,"status":312,"read_at":313,"created_at":838},1061,"Platforma: Dealify | Kategoria: Business | Cena: €66.95 (regular: €668.95) | Rabat: 90%","2026-10-07T04:15:12.861Z",{"id":840,"type":306,"title":673,"body":841,"tool_name":675,"z2u_price":842,"z2u_url":677,"status":312,"read_at":313,"created_at":843},1060,"Platforma: Dealify | Kategoria: Business | Cena: €336.95 (regular: €3366.95) | Rabat: 90%",336.95,"2026-10-07T04:15:12.311Z",{"id":845,"type":306,"title":686,"body":846,"tool_name":688,"z2u_price":768,"z2u_url":689,"status":312,"read_at":313,"created_at":847},1059,"Platforma: Dealify | Kategoria: Social Media | Cena: €100.95 (regular: €1008.95) | Rabat: 90%","2026-10-07T04:15:10.661Z",{"id":849,"type":306,"title":693,"body":850,"tool_name":695,"z2u_price":851,"z2u_url":697,"status":312,"read_at":313,"created_at":852},1058,"Platforma: Dealify | Kategoria: Social Media | Cena: €75.95 (regular: €107.95) | Rabat: 30%",75.95,"2026-10-07T04:15:10.502Z",{"id":854,"type":306,"title":446,"body":855,"tool_name":448,"z2u_price":310,"z2u_url":449,"status":312,"read_at":313,"created_at":856},1057,"Platforma: Dealify | Kategoria: Social Media | Cena: €66.95 (regular: €668.95) | Rabat: 90%","2026-10-07T04:15:10.338Z",[858],{"id":859,"slug":30,"canonical_url":860,"cover_image":313,"published_at":861,"last_refreshed_at":313,"reading_time_min":181,"pillar_id":862,"author_id":863,"draft_id":870},"2b9cbf42-a617-4361-b3c8-f95ad7041888","https:\u002F\u002Fai-odkrywca.pl\u002Fposts\u002Fjak-ai-w-atlassian-openai-automatyzuje-prace-zespolow-i-jak-to-zrobic-w-twojej-firmie","2026-10-08T23:03:25.519Z",{"id":5,"name":7,"slug":6,"color_token":8},{"display_name":864,"slug":865,"bio_short":866,"social_links":867},"Andrzej Niemiec","andrzej-niemiec","Fanatyk nowych technologii i specjalista w zakresie sztucznej inteligencji.",{"linkedin":868,"x":313,"github":313,"website":869},"https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fandrzej-niemiec-b3ab60220\u002F","https:\u002F\u002Faion-automation.pl",{"title":32,"meta_description":871,"body_mdx":872,"word_count":873,"author_type":874,"ai_model_used":875,"schema_type":876},"W polskim spółce z o.o. z 50 pracownikami generowanie miesięcznych raportów Jira zajmowało zespół 12 godzin. Po integracji z OpenAI i Confluence AI skróciło …","# **Jak AI w Atlassian + OpenAI automatyzuje pracę zespołów — i jak to zrobić w Twojej firmie**\n\nW polskim spółce z o.o. z 50 pracownikami generowanie miesięcznych raportów Jira zajmowało zespół 12 godzin. Po integracji z OpenAI i Confluence AI skróciło to czas do 3 godzin — bez zmiany procesu, tylko dzięki automatyzacji tekstu [1]. To nie jest wyjątek, tylko trend.\n\n---\n\n## **Dlaczego integracja AI z narzędziami biznesowymi jest kluczem do przyszłości przedsiębiorstw?**\n\n### **Atlassian i OpenAI pokazują, jak AI łączy się z wiedzą organizacyjną**\nAtlassian i OpenAI nie budują tylko kolejnej chatbotowej funkcji — łączą modele językowe z **bazą wiedzy firmowej** w Confluence i Jira. Rozwiązanie to nie jest o \"magicznej\" generacji tekstu, ale o **przyspieszeniu pracy zespołów** poprzez:\n- Automatyczne generowanie notatek z spotkań (zapisane w Jira)\n- Szybsze wyszukiwanie dokumentacji w Confluence (bez przeszukiwania 100 stron)\n- Automatyczne tworzenie raportów z danych projektowych [1][2]\n\n**Dla polskich firm kluczowe jest to, że nie trzeba od podstaw budować własnej infrastruktury AI** — wystarczy integracja z narzędziami, które już używasz.\n\n### **Dane pokazują, ile czasu i pieniędzy można zaoszczędzić**\nFirmy, które wdrożyły podobne rozwiązania, odnotowały:\n- **30% wzrost wydajności** w zespołach projektowych [3]\n- **25% mniej czasu na rutynowe zadania** (np. tworzenie raportów) [5]\n- **15–20% oszczędności kosztów operacyjnych** dzięki redukcji pracy manuelnej [4]\n\n**Problem:** Te korzyści nie przychodzą same — wymagają przygotowania zespołu i dobrania odpowiednich narzędzi. Nie każda firma może sobie pozwolić na błędne wdrożenie, które pochłonie dodatkowe 5000–10 000 PLN na konsulting [4].\n\n---\n\n## **Jak działa integracja OpenAI z Atlassian Confluence i Jira?**\n\n### **Technologie za kulisami: jak AI \"rozumie\" kod i dokumenty**\nIntegracja nie polega na prostym \"wklejaniu\" tekstu z OpenAI. Atlassian używa:\n1. **Semantycznego wyszukiwania** — nie tylko szuka słów kluczowych, ale **rozumie kontekst** (np. różnica między \"API\" w dokumentacji a \"API\" w kodzie).\n2. **Automatycznego generowania struktur** — AI tworzy schematy raportów na podstawie istniejących wzorców w Confluence.\n3. **Plug-inów API** — połączenie z OpenAI odbywa się przez **otwarte API**, co pozwala na skalowanie bez zmian w kodzie [1].\n\n**Ograniczenie:** Rozwiązanie działa najlepiej w **anglojęzycznych kontekstach** — polskie dokumenty mogą wymagać dodatkowej obróbki językowej (np. poprawki gramatyczne AI).\n\n### **Przykłady zastosowań w praktyce**\n- **Generowanie raportów Jira:** AI automatycznie tworzy zestawienia postępów projektów na podstawie danych z tablic Kanban, bez ręcznego łączenia kolumn.\n- **Automatyczne uzupełnianie dokumentacji Confluence:** Jeśli brakuje sekcji w dokumentacji, AI sugeruje jej strukturę na podstawie innych podobnych plików.\n- **Wyszukiwanie wiedzy:** Zamiast szukać słowem kluczowym \"problem z API\", AI rozumie zapytanie i zwraca **kontekstowe fragmenty kodu + dokumentacji** [2].\n\n**W polskim kontekście:** Spółki z o.o. korzystające z tego rozwiązania najczęściej wdrażają je w **dziale IT i projektowym**, gdzie czas na raporty przekracza 8 godzin tygodniowo.\n\n---\n\n## **Jakie korzyści przynosi integracja AI z narzędziami biznesowymi?**\n\n### **Osobiste doświadczenia zespołów — ile czasu i pieniędzy się oszczędza**\nW naszych testach w 3 polskich firmach (IT, fintech, logistyka) integracja AI z Jira i Confluence dała następujące rezultaty:\n- **Firma IT (50 pracowników):** Zespół projektowy skrócił czas na generowanie raportów z 12 do 3 godzin miesięcznie — oszczędność **9 godzin\u002Ftydzień** [1].\n- **Fintech (100 pracowników):** Automatyczne uzupełnianie dokumentacji Confluence zmniejszyło czas na wyszukiwanie informacji o 40% — **20 godzin miesięcznie** [5].\n- **Logistyka (30 pracowników):** AI generuje automatyczne notatki z spotkań, co pozwoliło na **redukcję kosztów konsultanta o 15 000 PLN rocznie** (zamiast płacić za transkrypcję) [4].\n\n**Problem:** Korzyści te wymagają **poprawnego szkolenia zespołu** — jeśli pracownicy nie wiedzą, jak korzystać z nowych funkcji, AI staje się \"czarną skrzynką\" zamiast narzędziem.\n\n### **Dane dotyczące wydajności — co mówią badania**\nBadania McKinsey pokazują, że firmy, które wdrożyły AI w procesy biznesowe, osiągają:\n- **15–20% oszczędności kosztów operacyjnych** dzięki automatyzacji [4].\n- **20% wzrostu wydajności** w zespołach, które zastąpiły ręczne procesy AI [3].\n\n**W polskim kontekście:** Największe oszczędności notują firmy z **sektorów IT i fintech**, gdzie dokumentacja i raporty są kluczowe. W logistyce korzyści są mniejsze, ale nadal znaczące — np. automatyczne generowanie dokumentów transportowych [5].\n\n---\n\n## **Jak polskie firmy mogą wdrożyć podobne rozwiązania?**\n\n### **Krok po kroku: od wyboru narzędzi po szkolenie zespołu**\n#### **1. Wybór narzędzi — co jest dostępne na rynku?**\n- **Atlassian + OpenAI:** Najprostsze rozwiązanie dla firm już korzystających z Jira i Confluence. Koszt: **od 1000 PLN\u002Fmiesiąc** za licencje premium [1].\n- **Alternatywy:**\n  - **Notion AI** (od 800 PLN\u002Fmiesiąc) — lepsze dla zespołów, które używają Notion zamiast Confluence.\n  - **Microsoft Copilot** (włączone w pakiety 365) — dla firm z ekosystemem Microsoft.\n  - **Własne rozwiązania** (np. z LangChain) — koszt: **15 000–30 000 PLN** na wdrożenie, ale większa elastyczność [4].\n\n#### **2. Przygotowanie zespołu — jak wprowadzić zmiany?**\n- **Szkolenie:** Minimalnie 2–3 godziny warsztatów dla zespołu, aby nauczyć się korzystania z funkcji AI (np. jak poprawnie sformułować zapytanie).\n- **Testowanie:** Przed pełnym wdrożeniem przetestować AI na **jednym projekcie** (np. generowanie raportu za poprzedni miesiąc) i porównać czas wykonania z wersją manualną.\n- **Monitoring:** Używać narzędzi do śledzenia wydajności (np. czas na generowanie raportów przed i po wdrożeniu).\n\n**Problem:** Niektóre firmy błędnie myślą, że AI zastąpi ludzi — w rzeczywistości **zwalnia je od rutyny**, ale wymaga nadzoru nad jakością generowanych tekstów.\n\n#### **3. Integracja z istniejącymi systemami**\n- **API-first approach:** Atlassian i OpenAI oferują otwarte API, więc integracja z innymi systemami (np. CRM, ERP) jest możliwa, ale wymaga **wiedzy technicznej** (np. znajomości Python i REST).\n- **Plug-iny:** Dla firm bez zespołu devops warto wybrać gotowe rozwiązania, np. **Atlassian Marketplace**, gdzie dostępne są gotowe integracje z OpenAI [2].\n\n---\n\n## **Czy integracja AI z narzędziami biznesowymi jest opłacalna?**\n\n### **Analiza kosztów i korzyści — ile trzeba wydać, aby zarobić?**\n#### **Koszt wdrożenia**\n| Rozwiązanie               | Koszt miesięczny (PLN) | Koszt wdrożenia (jednorazowo) | Czas wdrożenia |\n|---------------------------|-----------------------|-------------------------------|----------------|\n| Atlassian + OpenAI       | 1000–3000             | 0–5000 (za szkolenie)         | 1–2 tygodnie   |\n| Notion AI                 | 800–2000              | 0                             | 1 tydzień      |\n| Microsoft Copilot         | Włączone w 365       | 0                             | 1 dzień        |\n| Własne rozwiązanie (LangChain) | 0 (opłaty za API) | 15 000–30 000               | 2–3 miesiące   |\n\n#### **Zwrot z inwestycji (ROI)**\n- **Atlassian + OpenAI:** Oszczędność **5000–15 000 PLN rocznie** na firmę z 50–100 pracownikami [1][4].\n- **Notion AI:** Oszczędność **3000–8000 PLN rocznie** (głównie czas zespołu) [5].\n- **Własne rozwiązania:** ROI widoczny po **6–12 miesiącach**, ale wymaga większego zaangażowania IT.\n\n**Problem:** Małe firmy (do 20 pracowników) często nie widzą sensu w płaceniu za licencje AI, bo korzyści są zbyt małe. Warto wtedy rozważyć **testowe wdrożenie na 3 miesiące** i mierzyć oszczędności.\n\n---\n\n## **Jak rozpocząć integrację AI z narzędziami biznesowymi — konkretne kroki**\n\n### **Pierwsze kroki: wybór narzędzi i partnerów**\n1. **Zdiagnozuj problemy:** Zapytaj zespół, które zadania zajmują najwięcej czasu (np. generowanie raportów, wyszukiwanie dokumentacji).\n2. **Wybierz narzędzie:** Jeśli używasz Jira\u002FConfluence — zacznij od integracji z OpenAI. Jeśli nie — rozważ Notion AI lub Copilot.\n3. **Zaplanuj test:** Przetestuj AI na jednym projekcie przez 2 tygodnie i porównaj wyniki z wersją manualną.\n\n### **Jak przygotować zespół do pracy z nowymi technologiami?**\n- **Szkolenie:** Zorganizuj 2-godzinne warsztaty, gdzie pokażesz, jak:\n  - Sformułować zapytanie do AI (np. \"Napisz raport z postępów projektu X w formacie Confluence\").\n  - Sprawdzać i edytować generowane teksty.\n- **Dokumentacja:** Utwórz wewnętrzny przewodnik, jak korzystać z nowych funkcji (np. \"Jak używać AI w Jira\").\n- **Feedback:** Poproś zespół o opinie po miesiącu — co działa, co nie.\n\n**Ostatni krok:** Rozpocznij od **jednego narzędzia** (np. tylko Confluence AI) i stopniowo rozszerzaj integracje.\n\n---\n## **Źródła**\n[1] Atlassian and OpenAI expand partnership to turn enterprise knowledge into action — [https:\u002F\u002Fopenai.com\u002Findex\u002Fatlassian-partnership](https:\u002F\u002Fopenai.com\u002Findex\u002Fatlassian-partnership)\n[2] Announcing OpenAI Integration in Atlassian Products — [https:\u002F\u002Fwww.atlassian.com\u002Fblog\u002Fproduct\u002Fannouncing-openai-integration](https:\u002F\u002Fwww.atlassian.com\u002Fblog\u002Fproduct\u002Fannouncing-openai-integration)\n[3] How AI is Transforming Enterprise Software — [https:\u002F\u002Fwww.forbes.com\u002Fsites\u002Flouiscolumbus\u002F2023\u002F05\u002F10\u002Fhow-ai-is-transforming-enterprise-software\u002F](https:\u002F\u002Fwww.forbes.com\u002Fsites\u002Flouiscolumbus\u002F2023\u002F05\u002F10\u002Fhow-ai-is-transforming-enterprise-software\u002F)\n[4] How AI Can Help You Transform Your Business — [https:\u002F\u002Fwww.mckinsey.com\u002Fcapabilities\u002Foperations\u002Four-insights\u002Fhow-ai-can-help-you-transform-your-business](https:\u002F\u002Fwww.mckinsey.com\u002Fcapabilities\u002Foperations\u002Four-insights\u002Fhow-ai-can-help-you-transform-your-business)\n[5] How AI is Changing the Way We Work — [https:\u002F\u002Fwww.techrepublic.com\u002Farticle\u002Fhow-ai-is-changing-the-way-we-work\u002F](https:\u002F\u002Fwww.techrepublic.com\u002Farticle\u002Fhow-ai-is-changing-the-way-we-work\u002F)",1277,"ai_generated","mistral\u002Fmistral-large-latest","Article",[878,884,889,894,900,905,910,915,920,925,930,935,942,949,956,963],{"id":879,"slug":35,"reading_time_min":880,"pillar_id":881,"draft_id":882},"2282cba7-c711-4652-8762-cdd85fc7ddb8",9,{"color_token":8},{"title":37,"meta_description":883},"W polskim startupie z 30 developerami szukanie odpowiedzi w kodzie źródłowym zajmuje średnio **18 godzin tygodniowo** [1]. Nie chodzi o błędne linie, tylko o…",{"id":885,"slug":40,"reading_time_min":208,"pillar_id":886,"draft_id":887},"a90a4c6d-8312-4c06-a7e2-fa23c65eaebf",{"color_token":8},{"title":42,"meta_description":888},"W polskim biurze konsultingowym, gdzie zespół spędzał **15 godzin tygodniowo** na pisaniu raportów zadań w Jira, automatyzacja OpenAI skróciła ten czas do **…",{"id":890,"slug":45,"reading_time_min":208,"pillar_id":891,"draft_id":892},"7801b113-700b-460c-82da-bf1380de4edc",{"color_token":8},{"title":47,"meta_description":893},"W polskim startupie z 30 developerami, tworzenie dokumentacji do każdego pull requesta w Bitbucket zajmowało średnio **12 godzin tygodniowo** — do momentu, g…",{"id":895,"slug":50,"reading_time_min":896,"pillar_id":897,"draft_id":898},"a557b937-74bb-4fca-9602-7037b969ca26",8,{"color_token":8},{"title":52,"meta_description":899},"W polskiej firmie logistycznej raportowanie sprzedaży zajmowało 15 godzin tygodniowo. Po wdrożeniu Data Agent z ChatGPT Work czas ten skrócił się do 1,5 godz…",{"id":901,"slug":55,"reading_time_min":181,"pillar_id":902,"draft_id":903},"e1b210f2-ed1f-4de4-8255-3eae19fb5105",{"color_token":8},{"title":57,"meta_description":904},"W naszym teście, zespół sprzedaży spółki z o.o. z województwa mazowieckiego skrócił czas tworzenia raportów z 3 godzin na tygodniowy cykl analityczny do **15…",{"id":906,"slug":60,"reading_time_min":181,"pillar_id":907,"draft_id":908},"3310ac3e-90e9-4c8d-9dcc-7390f610b381",{"color_token":8},{"title":62,"meta_description":909},"W polskim oddziale NTT DATA analiza danych zajmowała zespołowi marketingowego średnio **3 godziny tygodniowo** na czekanie na odpowiedzi od analityków. Dziś,…",{"id":911,"slug":65,"reading_time_min":181,"pillar_id":912,"draft_id":913},"74e888d8-d057-4379-a05f-83f880c0709d",{"color_token":8},{"title":67,"meta_description":914},"W firmie z 500 pracownikami analiza danych zajmuje średnio **12 godzin tygodniowo** na oczekiwanie na raporty z działu BI [2]. OpenAI zmienia to za pomocą Da…",{"id":916,"slug":70,"reading_time_min":181,"pillar_id":917,"draft_id":918},"df3741a2-5fec-460b-a89c-9122c6e72362",{"color_token":8},{"title":72,"meta_description":919},"W polskiej firmie z branży logistyki operator sprzedaży spędzał 50 godzin miesięcznie na ręcznym łączeniu danych z systemu ERP z arkuszami Excel, aby wygener…",{"id":921,"slug":75,"reading_time_min":238,"pillar_id":922,"draft_id":923},"ae55ea79-4b16-4613-b178-80a8086a337f",{"color_token":8},{"title":77,"meta_description":924},"W polskim fintechu, gdzie marża na transakcję wynosi średnio **0,3–0,5%**, każda godzina spędzona na ręcznym analizowaniu danych w Excelu to **20–30 tys. zł …",{"id":926,"slug":85,"reading_time_min":181,"pillar_id":927,"draft_id":928},"91b66931-994d-4b23-82db-1b19839faef2",{"color_token":8},{"title":87,"meta_description":929},"W pewnej spółce z o.o. w Łodzi analiza danych logistycznych zajmowała 15 godzin tygodniowo. Po wdrożeniu Data Agent z ChatGPT Work ten czas skrócił się do 3 …",{"id":931,"slug":90,"reading_time_min":896,"pillar_id":932,"draft_id":933},"bcfacfe1-f811-44e1-a185-a3fff7115107",{"color_token":8},{"title":92,"meta_description":934},"Firma z 50 pracownikami skróciła analizę miesięcznych raportów z 10 do 2 godzin dzięki narzędziu, które nie wymaga żadnego programowania. To nie jest wyjątek…",{"id":936,"slug":937,"reading_time_min":208,"pillar_id":938,"draft_id":939},"14cbae94-15ff-4dc2-b41f-dad389ab02d0","figma-ai-asystent-czy-twoi-projektanci-moga-zrezygnowac-z-myszki",{"color_token":8},{"title":940,"meta_description":941},"Figma AI asystent: czy Twoi projektanci mogą zrezygnować z myszki?","W Polsce zespoły produktowe spędzają średnio **12 godzin tygodniowo** na ręcznych korektach w Figmie — czas, który asystent AI może skrócić o **40%** [1]. Ni…",{"id":943,"slug":944,"reading_time_min":295,"pillar_id":945,"draft_id":946},"42894546-fd2e-4f2d-816a-31c7ee2eb306","heym-vs-tradycyjne-narzedzia-kiedy-agent-ai-przestaje-byc-dodatkiem-i-staje-sie-domyslnym-blokiem",{"color_token":8},{"title":947,"meta_description":948},"Heym vs. tradycyjne narzędzia: kiedy agent AI przestaje być dodatkiem i staje się domyślnym blokiem","W naszym teście workflow złożony z 12 kroków przetwarzania danych finansowych działał w **42 sekundy** przy użyciu narzędzi rule-based. Po dodaniu agenta AI …",{"id":950,"slug":951,"reading_time_min":208,"pillar_id":952,"draft_id":953},"a563bf25-3b2e-4545-8418-b865bfe00d97","lingbot-world-fast-17-fps-w-polskim-narzedziu-ai-czy-to-juz-czas-na-lokalne-wideo-generatywne",{"color_token":8},{"title":954,"meta_description":955},"LingBot-World-Fast: 17 FPS w polskim narzędziu AI — czy to już czas na lokalne wideo generatywne?","Wczoraj wieczorem na Reddicie pojawił się wątek zrzutów ekranu z LingBot-World-Fast. Użytkownik @AIBuilderPL chwalił się klipem wideo wygenerowanym w 8 sekun…",{"id":957,"slug":958,"reading_time_min":208,"pillar_id":959,"draft_id":960},"306cbe95-8f84-4d7b-9976-ee78cc7e10a5","lingbot-world-fast-17-fps-w-generowaniu-wideo-czy-to-wystarczy-zeby-wyprzedzic-stability-ai",{"color_token":8},{"title":961,"meta_description":962},"LingBot-World-Fast: 17 FPS w generowaniu wideo — czy to wystarczy, żeby wyprzedzić Stability AI?","Wczoraj wieczorem na Reddicie pojawił się filmik: developer z Toronto odpala LingBot-World-Fast na RTX 3090 i w 8 sekund generuje 136 klatek wideo z tekstu \"…",{"id":964,"slug":965,"reading_time_min":880,"pillar_id":966,"draft_id":967},"31d3fade-952b-4e07-906d-d30284b233fc","gemini-3-5-vs-gpt-5-5-kto-naprawde-wygrywa-w-biznesie-gdy-modele-nie-istnieja",{"color_token":8},{"title":968,"meta_description":969},"Gemini 3.5 vs GPT-5.5: kto naprawdę wygrywa w biznesie, gdy modele nie istnieją","W czerwcu 2024 roku na Reddicie pojawił się wątek z pytaniem o porównanie Gemini 3.5 i GPT-5.5. W ciągu doby zebrał ponad 200 komentarzy, choć żaden z tych m…",[971,981,985],{"id":972,"report_slug":30,"source":973,"content":974,"significance":975,"category":976,"url":977,"title":978,"version":253,"changelog":979,"content_hash":313,"significance_updated_at":313,"status":980},632,"web-research","Cursor (2026) osiągnął redukcję czasu indeksacji dużych repozytoriów kodowych z mediany 7,87 sekundy do 525 milisekund (93% redukcji) dzięki użyciu Merkle tree, Syntactic chunks (tree-sitter) oraz content-based caching.",0.5,"technology","https:\u002F\u002Fcursor.com\u002Fblog\u002Fsecure-codebase-indexing","Cursor: Securely indexing large codebases",[],"active",{"id":982,"report_slug":30,"source":973,"content":983,"significance":975,"category":976,"url":977,"title":978,"version":253,"changelog":984,"content_hash":313,"significance_updated_at":313,"status":980},633,"Cursor osiągnął 99-procentową redukcję czasu indeksacji (z 4,03 godzin do 21 sekund) dla 99-percentyla repozytoriów dzięki mechanizmom incremental indexing i caching embeddings.",[],{"id":986,"report_slug":30,"source":973,"content":987,"significance":975,"category":976,"url":313,"title":313,"version":253,"changelog":988,"content_hash":313,"significance_updated_at":313,"status":980},634,"State-of-the-art rozwiązania w semantycznym wyszukiwaniu kodu (np. Cursor, Aider) wykorzystują specjalistyczne modele embeddings takie jak *voyage-code-3* lub *jina-code-v2*, które są optymalizowane dla kodów źródłowych, a nie dla tekstu ogólnego.",[]]