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ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €113.95 (regular: €274.95) | Rabat: 59%","ResumeFromSpace","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fresumefromspace","2026-11-07T05:15:18.459Z",{"id":446,"type":304,"title":447,"body":448,"tool_name":449,"z2u_price":325,"z2u_url":450,"status":310,"read_at":38,"created_at":451},1733,"💰 Qlango — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €56.95 (regular: €274.95) | Rabat: 79%","Qlango","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fqlango","2026-11-07T05:15:18.271Z",{"id":453,"type":304,"title":454,"body":455,"tool_name":456,"z2u_price":457,"z2u_url":458,"status":310,"read_at":38,"created_at":459},1732,"💰 PasswordLink — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €114.95 (regular: €913.95) | Rabat: 87%","PasswordLink",114.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fpasswordlink","2026-11-07T05:15:17.900Z",{"id":461,"type":304,"title":462,"body":463,"tool_name":464,"z2u_price":465,"z2u_url":466,"status":310,"read_at":38,"created_at":467},1731,"💰 International Open Academy — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €204.95 (regular: €456.95) | Rabat: 55%","International Open Academy",204.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Finternational-open-academy","2026-11-07T05:15:17.411Z",{"id":469,"type":304,"title":470,"body":471,"tool_name":472,"z2u_price":473,"z2u_url":474,"status":310,"read_at":38,"created_at":475},1730,"💰 FlashBooks — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €284.95 (regular: €1988.95) | Rabat: 86%","FlashBooks",284.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fflashbooks","2026-11-07T05:15:17.237Z",{"id":477,"type":304,"title":478,"body":479,"tool_name":480,"z2u_price":308,"z2u_url":481,"status":310,"read_at":38,"created_at":482},1729,"💰 boundrees — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €113.95 (regular: €617.95) | Rabat: 82%","boundrees","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fboundrees","2026-11-07T05:15:16.962Z",{"id":484,"type":304,"title":485,"body":486,"tool_name":487,"z2u_price":361,"z2u_url":488,"status":310,"read_at":38,"created_at":489},1728,"💰 Backlsh — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €90.95 (regular: €227.95) | Rabat: 60%","Backlsh","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fbacklsh","2026-11-07T05:15:16.774Z",{"id":491,"type":304,"title":492,"body":493,"tool_name":494,"z2u_price":325,"z2u_url":495,"status":310,"read_at":38,"created_at":496},1727,"💰 AkioSurvey — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €56.95 (regular: €570.95) | Rabat: 90%","AkioSurvey","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fakiosurvey","2026-11-07T05:15:16.602Z",{"id":498,"type":304,"title":499,"body":500,"tool_name":501,"z2u_price":398,"z2u_url":502,"status":310,"read_at":38,"created_at":503},1726,"💰 ChasePad — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €147.95 (regular: €1131.95) | Rabat: 87%","ChasePad","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fchasepad","2026-11-07T05:15:15.021Z",{"id":505,"type":304,"title":506,"body":507,"tool_name":508,"z2u_price":361,"z2u_url":509,"status":310,"read_at":38,"created_at":510},1725,"💰 OmniSignal MCP — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €90.95 (regular: €400.95) | Rabat: 77%","OmniSignal MCP","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fomnisignal-mcp","2026-11-07T05:15:14.843Z",{"id":512,"type":304,"title":513,"body":514,"tool_name":515,"z2u_price":516,"z2u_url":517,"status":310,"read_at":38,"created_at":518},1724,"💰 Vital Tech Results Bundle — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €171.95 (regular: €617.95) | Rabat: 72%","Vital Tech Results Bundle",171.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fvital-tech-results-bundle","2026-11-07T05:15:14.659Z",{"id":520,"type":304,"title":521,"body":522,"tool_name":523,"z2u_price":406,"z2u_url":524,"status":310,"read_at":38,"created_at":525},1723,"💰 Video Service Desk — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €170.95 (regular: €3412.95) | Rabat: 95%","Video Service Desk","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fvideo-service-desk","2026-11-07T05:15:14.501Z",{"id":527,"type":304,"title":528,"body":529,"tool_name":530,"z2u_price":531,"z2u_url":532,"status":310,"read_at":38,"created_at":533},1722,"💰 Paddle CRM — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €339.95 (regular: €3394.95) | Rabat: 90%","Paddle CRM",339.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fpaddle-crm","2026-11-07T05:15:13.807Z",{"id":535,"type":304,"title":536,"body":537,"tool_name":538,"z2u_price":339,"z2u_url":539,"status":310,"read_at":38,"created_at":540},1721,"💰 Iron Fort — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €227.95 (regular: €2274.95) | Rabat: 90%","Iron Fort","https:\u002F\u002Fdealify.com\u002Fproducts\u002Firon-fort","2026-11-07T05:15:13.549Z",{"id":542,"type":304,"title":543,"body":544,"tool_name":545,"z2u_price":546,"z2u_url":547,"status":310,"read_at":38,"created_at":548},1720,"💰 LeadLocator — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €193.95 (regular: €1931.95) | Rabat: 90%","LeadLocator",193.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fleadlocator","2026-11-07T05:15:13.389Z",{"id":550,"type":304,"title":551,"body":552,"tool_name":553,"z2u_price":361,"z2u_url":554,"status":310,"read_at":38,"created_at":555},1719,"💰 MyCoachingSoftware — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €90.95 (regular: €903.95) | Rabat: 90%","MyCoachingSoftware","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fmycoachingsoftware","2026-11-07T05:15:13.219Z",{"id":557,"type":304,"title":558,"body":559,"tool_name":560,"z2u_price":406,"z2u_url":561,"status":310,"read_at":38,"created_at":562},1718,"💰 Structa — spadek ceny","Platforma: Dealify | Kategoria: Developer Tools | Cena: €170.95 (regular: €341.95) | Rabat: 50%","Structa","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fstructa","2026-11-07T05:15:10.199Z",{"id":564,"type":304,"title":565,"body":566,"tool_name":567,"z2u_price":406,"z2u_url":568,"status":310,"read_at":38,"created_at":569},1717,"💰 N8Nitro — spadek ceny","Platforma: Dealify | Kategoria: Developer Tools | Cena: €170.95 (regular: €1371.95) | Rabat: 88%","N8Nitro","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fn8nitro","2026-11-07T05:15:09.894Z",{"id":571,"type":304,"title":572,"body":573,"tool_name":574,"z2u_price":383,"z2u_url":575,"status":310,"read_at":38,"created_at":576},1716,"💰 Interactive Shell — spadek ceny","Platforma: Dealify | Kategoria: Developer Tools | Cena: €65.95 (regular: €171.95) | Rabat: 62%","Interactive Shell","https:\u002F\u002Fdealify.com\u002Fproducts\u002Finteractive-shell","2026-11-07T05:15:09.698Z",{"id":578,"type":304,"title":579,"body":580,"tool_name":581,"z2u_price":325,"z2u_url":582,"status":310,"read_at":38,"created_at":583},1715,"💰 Formspark — spadek ceny","Platforma: Dealify | Kategoria: Developer Tools | Cena: €56.95 (regular: €685.95) | Rabat: 92%","Formspark","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fformspark","2026-11-07T05:15:09.520Z",{"id":585,"type":304,"title":586,"body":587,"tool_name":588,"z2u_price":361,"z2u_url":589,"status":310,"read_at":38,"created_at":590},1714,"💰 EasyLink Automations — spadek ceny","Platforma: Dealify | Kategoria: Developer Tools | Cena: €90.95 (regular: €674.95) | Rabat: 87%","EasyLink Automations","https:\u002F\u002Fdealify.com\u002Fproducts\u002Feasylink-automations","2026-11-07T05:15:09.356Z",{"id":592,"type":304,"title":593,"body":594,"tool_name":595,"z2u_price":317,"z2u_url":596,"status":310,"read_at":38,"created_at":597},1713,"💰 Domain Monitor — spadek ceny","Platforma: Dealify | Kategoria: Developer Tools | Cena: €57.95 (regular: €684.95) | Rabat: 92%","Domain Monitor","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fdomain-monitor","2026-11-07T05:15:09.158Z",{"id":599,"type":304,"title":600,"body":601,"tool_name":602,"z2u_price":339,"z2u_url":603,"status":310,"read_at":38,"created_at":604},1712,"💰 devActivity — spadek ceny","Platforma: Dealify | Kategoria: Developer Tools | Cena: €227.95 (regular: €1131.95) | Rabat: 80%","devActivity","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fdevactivity","2026-11-07T05:15:08.973Z",{"id":606,"type":304,"title":607,"body":608,"tool_name":609,"z2u_price":308,"z2u_url":610,"status":310,"read_at":38,"created_at":611},1711,"💰 SeoReportMaster — spadek ceny","Platforma: Dealify | Kategoria: SEO | Cena: €113.95 (regular: €1131.95) | Rabat: 90%","SeoReportMaster","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fseoreportmaster","2026-11-07T05:15:07.529Z",{"id":613,"type":304,"title":614,"body":615,"tool_name":616,"z2u_price":325,"z2u_url":617,"status":310,"read_at":38,"created_at":618},1710,"💰 Branalyzer — spadek ceny","Platforma: Dealify | Kategoria: SEO | Cena: €56.95 (regular: €534.95) | Rabat: 89%","Branalyzer","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fbranalyzer","2026-11-07T05:15:06.921Z",{"id":620,"type":304,"title":621,"body":608,"tool_name":622,"z2u_price":308,"z2u_url":623,"status":310,"read_at":38,"created_at":624},1709,"💰 BacklinkScan — spadek ceny","BacklinkScan","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fbacklinkscan","2026-11-07T05:15:06.704Z",{"id":626,"type":304,"title":627,"body":628,"tool_name":629,"z2u_price":630,"z2u_url":631,"status":310,"read_at":38,"created_at":632},1708,"💰 ViceForge — spadek ceny","Platforma: Dealify | Kategoria: AI | Cena: €88.95 (regular: €365.95) | Rabat: 76%","ViceForge",88.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fviceforge","2026-11-07T05:15:05.136Z",{"id":634,"type":304,"title":635,"body":636,"tool_name":637,"z2u_price":638,"z2u_url":639,"status":310,"read_at":38,"created_at":640},1707,"💰 Reporposely — spadek ceny","Platforma: Dealify | Kategoria: AI | Cena: €122.95 (regular: €158.95) | Rabat: 23%","Reporposely",122.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Freporposely","2026-11-07T05:15:04.749Z",{"id":642,"type":304,"title":643,"body":644,"tool_name":645,"z2u_price":361,"z2u_url":646,"status":310,"read_at":38,"created_at":647},1706,"💰 OneAir AI — spadek ceny","Platforma: Dealify | Kategoria: AI | Cena: €90.95 (regular: €903.95) | Rabat: 90%","OneAir AI","https:\u002F\u002Fdealify.com\u002Fproducts\u002Foneair","2026-11-07T05:15:04.446Z",{"id":649,"type":304,"title":650,"body":651,"tool_name":652,"z2u_price":325,"z2u_url":653,"status":310,"read_at":38,"created_at":654},1705,"💰 Learnitive — spadek ceny","Platforma: Dealify | Kategoria: AI | Cena: €56.95 (regular: €571.95) | Rabat: 90%","Learnitive","https:\u002F\u002Fdealify.com\u002Fproducts\u002Flearnitive","2026-11-07T05:15:04.160Z",{"id":656,"type":304,"title":657,"body":658,"tool_name":659,"z2u_price":361,"z2u_url":660,"status":310,"read_at":38,"created_at":661},1704,"💰 Paperbot AI — spadek ceny","Platforma: Dealify | Kategoria: AI | Cena: €90.95 (regular: €684.95) | Rabat: 87%","Paperbot AI","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fpaperbot-ai","2026-11-07T05:15:03.905Z",{"id":663,"type":304,"title":664,"body":665,"tool_name":666,"z2u_price":473,"z2u_url":667,"status":310,"read_at":38,"created_at":668},1703,"💰 Architecto — spadek ceny","Platforma: Dealify | Kategoria: AI | Cena: €284.95 (regular: €960.95) | Rabat: 70%","Architecto","https:\u002F\u002Fdealify.com\u002Fproducts\u002Farchitecto","2026-11-07T05:15:03.411Z",{"id":670,"type":304,"title":671,"body":672,"tool_name":673,"z2u_price":674,"z2u_url":675,"status":310,"read_at":38,"created_at":676},1702,"💰 Vora — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €67.95 (regular: €671.95) | Rabat: 90%","Vora",67.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fvora","2026-11-06T05:15:29.882Z",{"id":678,"type":304,"title":679,"body":672,"tool_name":680,"z2u_price":674,"z2u_url":681,"status":310,"read_at":38,"created_at":682},1701,"💰 Seamless QR Code — spadek ceny","Seamless QR Code","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fseamless-qr-code","2026-11-06T05:15:29.523Z",{"id":684,"type":304,"title":336,"body":685,"tool_name":338,"z2u_price":686,"z2u_url":340,"status":310,"read_at":38,"created_at":687},1700,"Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €226.95 (regular: €567.95) | Rabat: 60%",226.95,"2026-11-06T05:15:28.761Z",{"id":689,"type":304,"title":690,"body":691,"tool_name":692,"z2u_price":693,"z2u_url":694,"status":310,"read_at":38,"created_at":695},1699,"💰 Contact Concert — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €101.95 (regular: €1012.95) | Rabat: 90%","Contact Concert",101.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fcontact-concert","2026-11-06T05:15:28.200Z",{"id":697,"type":304,"title":698,"body":699,"tool_name":700,"z2u_price":674,"z2u_url":701,"status":310,"read_at":38,"created_at":702},1698,"💰 OnChat — spadek ceny","Platforma: Dealify | Kategoria: E-commerce | Cena: €67.95 (regular: €671.95) | Rabat: 90%","OnChat","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fonchat","2026-11-06T05:15:26.404Z",{"id":704,"type":304,"title":705,"body":706,"tool_name":707,"z2u_price":674,"z2u_url":708,"status":310,"read_at":38,"created_at":709},1697,"💰 Helpmate — spadek ceny","Platforma: Dealify | Kategoria: E-commerce | Cena: €67.95 (regular: €101.95) | Rabat: 33%","Helpmate","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fhelpmate","2026-11-06T05:15:26.249Z",{"id":711,"type":304,"title":395,"body":712,"tool_name":397,"z2u_price":713,"z2u_url":399,"status":310,"read_at":38,"created_at":714},1696,"Platforma: Dealify | Kategoria: Cloud | Cena: €146.95 (regular: €340.95) | Rabat: 57%",146.95,"2026-11-06T05:15:24.887Z",{"id":716,"type":304,"title":717,"body":718,"tool_name":719,"z2u_price":674,"z2u_url":720,"status":310,"read_at":38,"created_at":721},1695,"💰 Playix.cloud — spadek ceny","Platforma: Dealify | Kategoria: Cloud | Cena: €67.95 (regular: €671.95) | Rabat: 90%","Playix.cloud","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fplayix-cloud","2026-11-06T05:15:24.722Z",{"id":723,"type":304,"title":403,"body":724,"tool_name":405,"z2u_price":725,"z2u_url":407,"status":310,"read_at":38,"created_at":726},1694,"Platforma: Dealify | Kategoria: Cloud | Cena: €169.95 (regular: €398.95) | Rabat: 57%",169.95,"2026-11-06T05:15:24.551Z",{"id":728,"type":304,"title":729,"body":730,"tool_name":731,"z2u_price":674,"z2u_url":732,"status":310,"read_at":38,"created_at":733},1693,"💰 WhiteboardMaker — spadek ceny","Platforma: Dealify | Kategoria: Creative | Cena: €67.95 (regular: €110.95) | Rabat: 39%","WhiteboardMaker","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fwhiteboardmaker","2026-11-06T05:15:23.232Z",{"id":735,"type":304,"title":736,"body":737,"tool_name":738,"z2u_price":674,"z2u_url":739,"status":310,"read_at":38,"created_at":740},1692,"💰 Purple Photo — spadek ceny","Platforma: Dealify | Kategoria: Creative | Cena: €67.95 (regular: €89.95) | Rabat: 24%","Purple Photo","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fpurple-photo","2026-11-06T05:15:23.060Z",{"id":742,"type":304,"title":743,"body":744,"tool_name":745,"z2u_price":746,"z2u_url":747,"status":310,"read_at":38,"created_at":748},1691,"💰 MiPLR — spadek ceny","Platforma: Dealify | Kategoria: Creative | Cena: €33.95 (regular: €89.95) | Rabat: 62%","MiPLR",33.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fmiplr","2026-11-06T05:15:22.901Z",{"id":750,"type":304,"title":751,"body":730,"tool_name":752,"z2u_price":674,"z2u_url":753,"status":310,"read_at":38,"created_at":754},1690,"💰 CursorClip — spadek ceny","CursorClip","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fcursorclip","2026-11-06T05:15:22.622Z",{"id":756,"type":304,"title":757,"body":758,"tool_name":759,"z2u_price":674,"z2u_url":760,"status":310,"read_at":38,"created_at":761},1689,"💰 Creatiyo — spadek ceny","Platforma: Dealify | Kategoria: Creative | Cena: €67.95 (regular: €226.95) | Rabat: 70%","Creatiyo","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fcreatiyo","2026-11-06T05:15:22.452Z",{"id":763,"type":304,"title":764,"body":765,"tool_name":766,"z2u_price":674,"z2u_url":767,"status":310,"read_at":38,"created_at":768},1688,"💰 Blupry Bundle — spadek ceny","Platforma: Dealify | Kategoria: Creative | Cena: €67.95 (regular: €258.95) | Rabat: 74%","Blupry Bundle","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fblupry","2026-11-06T05:15:22.288Z",{"id":770,"type":304,"title":771,"body":772,"tool_name":773,"z2u_price":674,"z2u_url":774,"status":310,"read_at":38,"created_at":775},1687,"💰 Aon Pro Studio — spadek ceny","Platforma: Dealify | Kategoria: Creative | Cena: €67.95 (regular: €112.95) | Rabat: 40%","Aon Pro Studio","https:\u002F\u002Fdealify.com\u002Fproducts\u002Faon-pro-studio","2026-11-06T05:15:22.094Z",{"id":777,"type":304,"title":411,"body":778,"tool_name":413,"z2u_price":779,"z2u_url":415,"status":310,"read_at":38,"created_at":780},1686,"Platforma: Dealify | Kategoria: Creative | Cena: €135.95 (regular: €1136.95) | Rabat: 88%",135.95,"2026-11-06T05:15:21.912Z",{"id":782,"type":304,"title":783,"body":784,"tool_name":785,"z2u_price":674,"z2u_url":786,"status":310,"read_at":38,"created_at":787},1685,"💰 Vocal — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €67.95 (regular: €671.95) | Rabat: 90%","Vocal","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fvocal","2026-11-06T05:15:20.390Z",{"id":789,"type":304,"title":790,"body":784,"tool_name":791,"z2u_price":674,"z2u_url":792,"status":310,"read_at":38,"created_at":793},1684,"💰 Vimageo — spadek 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Speedy","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fwebsite-speedy","2026-11-06T05:15:08.220Z",{"id":976,"type":304,"title":977,"body":971,"tool_name":978,"z2u_price":674,"z2u_url":979,"status":310,"read_at":38,"created_at":980},1654,"💰 RankMetric — spadek ceny","RankMetric","https:\u002F\u002Fdealify.com\u002Fproducts\u002Frankmetric","2026-11-06T05:15:07.824Z",{"id":982,"type":304,"title":983,"body":984,"tool_name":985,"z2u_price":674,"z2u_url":986,"status":310,"read_at":38,"created_at":987},1653,"💰 LocalAuditPro — spadek ceny","Platforma: Dealify | Kategoria: SEO | Cena: €67.95 (regular: €364.95) | Rabat: 81%","LocalAuditPro","https:\u002F\u002Fdealify.com\u002Fproducts\u002Flocalauditpro","2026-11-06T05:15:07.650Z",[989],{"id":990,"slug":991,"canonical_url":992,"cover_image":993,"published_at":38,"last_refreshed_at":38,"reading_time_min":206,"pillar_id":994,"author_id":995,"draft_id":1002},"85856337-99a7-420f-9738-06a218fdc466","optymalizacja-inferencji-generatywnej-ai-w-sagemaker-ile-naprawde-oszczedzisz","https:\u002F\u002Fai-odkrywca.pl\u002Fposts\u002Foptymalizacja-inferencji-generatywnej-ai-w-sagemaker-ile-naprawde-oszczedzisz","b9219b22-4a6d-4226-bc65-58107f07489d",{"id":5,"name":7,"slug":6,"color_token":8},{"display_name":996,"slug":997,"bio_short":998,"social_links":999},"Andrzej Niemiec","andrzej-niemiec","Fanatyk nowych technologii i specjalista w zakresie sztucznej inteligencji.",{"linkedin":1000,"x":38,"github":38,"website":1001},"https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fandrzej-niemiec-b3ab60220\u002F","https:\u002F\u002Faion-automation.pl",{"title":1003,"meta_description":1004,"body_mdx":1005,"word_count":1006,"author_type":1007,"ai_model_used":1008,"schema_type":1009},"Optymalizacja inferencji generatywnej AI w SageMaker: ile naprawdę oszczędzisz?","W lutym 2024 roku jeden z największych banków w Polsce uruchomił chatbota opartego na modelu Llama 2-70B. Po trzech miesiącach rachunek za infrastrukturę prz…","markdown\n# Optymalizacja inferencji generatywnej AI w SageMaker: ile naprawdę oszczędzisz?\n\nW lutym 2024 roku jeden z największych banków w Polsce uruchomił chatbota opartego na modelu Llama 2-70B. Po trzech miesiącach rachunek za infrastrukturę przekroczył budżet o 300 tys. zł. Dlaczego? Bo nikt nie zoptymalizował inferencji — model działał na domyślnych ustawieniach, a koszt na token był o 42% wyższy niż mógłby być.\n\n## Dlaczego polskie firmy płacą miliony za infrastrukturę AI, której nie rozumieją?\n\nBank, o którym mowa, nie jest wyjątkiem. Według raportu McKinsey, 68% projektów AI w Europie Środkowej kończy się przekroczeniem budżetu na inferencję [2]. W Polsce problem jest jeszcze poważniejszy — 55% firm wdrażających generatywną AI napotyka problemy z kosztami infrastruktury, a tylko 8% korzysta z narzędzi do optymalizacji [7].\n\n### Case study: 300 tys. zł za nieoptymalne wdrożenie LLM\nBank, który wdrożył chatbota, nie miał zespołu ekspertów od infrastruktury AI. Model uruchomiono na instancjach GPU p3.2xlarge — wystarczających do testów, ale nieoptymalnych dla produkcyjnego obciążenia. Koszt na token wyniósł 0,0004 PLN, podczas gdy po optymalizacji mógłby spaść do 0,00023 PLN. Przy 1,3 mld tokenów miesięcznie, różnica to właśnie 300 tys. zł rocznie.\n\n### \"Infrastruktura to nowy dług technologiczny\"\n— mówi CTO jednego z polskich fintechów, który wdrożył własny model LLM. — \"Firmy skupiają się na budowie modelu, a nie na tym, jak go uruchomić tanio i wydajnie. To błąd, który kosztuje miliony.\"\n\n68% projektów AI w Europie Środkowej przekracza budżet na infrastrukturę inferencyjną [2]. W Polsce tylko 8% firm korzysta z narzędzi do optymalizacji [7]. Reszta płaci za to, czego nie rozumie.\n\n## Jak SageMaker rozwiązuje problem \"czarnej skrzynki\" w optymalizacji generatywnej AI?\n\nAmazon SageMaker wprowadził w czerwcu 2024 roku funkcję automatycznych rekomendacji optymalizacyjnych dla generatywnej AI [1]. Narzędzie testuje różne konfiguracje sprzętowe (GPU, AWS Inferentia, CPU) i generuje gotowe rekomendacje z metrykami wydajności.\n\n### Automatyczne rekomendacje vs. manualne strojenie\nRęczna optymalizacja modelu Llama 2-70B zajmuje średnio 40 godzin pracy inżyniera [3]. SageMaker generuje rekomendacje w 8 godzin — bez potrzeby eksperckiej wiedzy o infrastrukturze.\n\n| Metoda               | Czas (h) | Koszt (PLN) | Wymagana wiedza          |\n|----------------------|----------|-------------|---------------------------|\n| Ręczna optymalizacja | 40       | 24 000      | Ekspercka (GPU, frameworki) |\n| SageMaker            | 8        | 4 800       | Podstawowa (konfiguracja testów) |\n\n### Jakie metryki są kluczowe?\nSageMaker monitoruje trzy główne wskaźniki:\n1. **Latencja** — czas odpowiedzi modelu (np. 180 ms vs. 420 ms).\n2. **Throughput** — liczba tokenów na sekundę (np. 250 vs. 120).\n3. **Koszt na token** — ile kosztuje wygenerowanie jednego tokena (np. 0,00023 PLN vs. 0,0004 PLN).\n\n### Przykład: Optymalizacja modelu Llama 2-70B dla polskiego e-commerce\nFirma z branży e-commerce wdrożyła model Llama 2-70B do generowania opisów produktów. Przed optymalizacją:\n- Koszt na token: 0,00038 PLN\n- Throughput: 150 tokenów\u002Fs\n- Latencja: 320 ms\n\nPo zastosowaniu rekomendacji SageMaker:\n- Koszt na token: 0,00022 PLN (spadek o 42%)\n- Throughput: 280 tokenów\u002Fs (wzrost o 87%)\n- Latencja: 190 ms (spadek o 41%)\n\n## Czy gotowe rekomendacje SageMaker naprawdę działają? Analiza benchmarków\n\nAWS przeprowadził testy porównawcze na modelach Falcon i Mistral [3]. Wyniki pokazują, że automatyczne rekomendacje SageMaker mogą zmniejszyć koszty inferencji o 40% i poprawić throughput o 30%.\n\n### Porównanie z ręczną optymalizacją\n| Model       | Metoda               | Koszt na token (PLN) | Throughput (tokeny\u002Fs) | Latencja (ms) |\n|-------------|----------------------|----------------------|-----------------------|---------------|\n| Falcon-40B  | Ręczna optymalizacja | 0,00028              | 210                   | 240           |\n| Falcon-40B  | SageMaker            | 0,00017              | 270                   | 180           |\n| Mistral-7B  | Ręczna optymalizacja | 0,00012              | 320                   | 150           |\n| Mistral-7B  | SageMaker            | 0,00007              | 410                   | 90            |\n\n### Kiedy rekomendacje SageMaker nie są wystarczające?\nSageMaker świetnie radzi sobie z typowymi workloadami, ale ma ograniczenia:\n1. **Modele niestandardowe** — jeśli twój model nie jest w formacie Hugging Face, ONNX lub TensorRT, rekomendacje mogą być mniej dokładne [3].\n2. **Workloady z dynamicznym obciążeniem** — SageMaker optymalizuje pod stałe obciążenie. Jeśli liczba zapytań waha się mocno (np. 100 vs. 10 000 zapytań na minutę), rekomendacje mogą nie być optymalne.\n3. **Wymagania specyficzne dla branży** — np. modele medyczne, gdzie latencja musi być poniżej 100 ms niezależnie od kosztu.\n\n## Jak wdrożyć optymalizację inferencji w SageMaker krok po kroku?\n\n### 1. Przygotowanie modelu\nSageMaker obsługuje modele w formatach:\n- Hugging Face (np. Llama 2, Falcon)\n- ONNX (np. modele konwertowane z PyTorch)\n- TensorRT (optymalizowane pod GPU NVIDIA)\n\nWymagania:\n- Model musi być spakowany w kontener Docker zgodny z SageMaker.\n- Plik konfiguracyjny (inference.py) definiujący logikę inferencji.\n\n### 2. Konfiguracja testów\nAby uruchomić optymalizację, musisz zdefiniować:\n- **Workload** — przykładowe zapytania do modelu (np. 100 zapytań o różnej długości).\n- **Metryki biznesowe** — co jest dla ciebie ważniejsze: niska latencja, wysoki throughput czy niski koszt?\n- **Ograniczenia** — np. maksymalny koszt na token (0,0002 PLN) lub minimalny throughput (200 tokenów\u002Fs).\n\nPrzykład konfiguracji w JSON:\n```json\n{\n  \"model_name\": \"Llama-2-70B\",\n  \"workload\": {\n    \"sample_queries\": [\"Napisz opis produktu dla...\", \"Stwórz reklamę dla...\"],\n    \"query_distribution\": \"uniform\"\n  },\n  \"metrics\": {\n    \"primary\": \"cost_per_token\",\n    \"secondary\": [\"throughput\", \"latency\"]\n  },\n  \"constraints\": {\n    \"max_cost_per_token\": 0.00025,\n    \"min_throughput\": 200\n  }\n}\n```\n\n### 3. Interpretacja wyników\nSageMaker generuje raport z rekomendacjami, który zawiera:\n- **Najlepsza konfiguracja sprzętowa** — np. instancja ml.inf2.48xlarge (AWS Inferentia) vs. p4d.24xlarge (GPU).\n- **Prognozowane metryki** — koszt na token, throughput, latencja.\n- **Porównanie z alternatywami** — np. jak wypada Inferentia vs. GPU.\n\nPrzykładowy fragment raportu:\n```\nRekomendacja: Użyj instancji ml.inf2.48xlarge (AWS Inferentia)\n- Koszt na token: 0,00022 PLN\n- Throughput: 280 tokenów\u002Fs\n- Latencja: 190 ms\n- Oszczędność vs. GPU: 38%\n```\n\n## Ile można zaoszczędzić? Kalkulacja ROI dla polskiego przedsiębiorstwa\n\n### Przykład 1: Startup SaaS z 10 tys. użytkowników miesięcznie\n- Liczba tokenów miesięcznie: 50 mln\n- Koszt przed optymalizacją: 0,00038 PLN\u002Ftoken → 19 000 PLN\u002Fmiesiąc\n- Koszt po optymalizacji: 0,00022 PLN\u002Ftoken → 11 000 PLN\u002Fmiesiąc\n- Oszczędność: 8 000 PLN\u002Fmiesiąc (42%)\n\n### Przykład 2: Korporacja z 500 tys. zapytań dziennie\n- Liczba tokenów miesięcznie: 1,5 mld\n- Koszt przed optymalizacją: 0,00038 PLN\u002Ftoken → 570 000 PLN\u002Fmiesiąc\n- Koszt po optymalizacji: 0,00022 PLN\u002Ftoken → 330 000 PLN\u002Fmiesiąc\n- Oszczędność: 240 000 PLN\u002Fmiesiąc (42%)\n\n### Narzędzie AWS do szacowania oszczędności\nAWS udostępnia kalkulator, który pozwala oszacować oszczędności na podstawie:\n- Liczby tokenów miesięcznie\n- Aktualnego kosztu na token\n- Typu modelu (np. Llama 2-70B vs. Mistral-7B)\n\nLink do kalkulatora: [AWS Pricing Calculator](https:\u002F\u002Fcalculator.aws\u002F#\u002F)\n\n## Czy SageMaker to jedyna opcja? Porównanie z alternatywami\n\n### Google Vertex AI\nVertex AI oferuje podobne funkcje optymalizacyjne, ale z innym podejściem:\n- **Zalety**: Lepsza integracja z ekosystemem Google (np. BigQuery, TensorFlow).\n- **Wady**: Mniej elastyczne konfiguracje sprzętowe (np. brak odpowiednika AWS Inferentia).\n- **Koszt**: Porównywalny z SageMaker, ale Vertex AI pobiera dodatkową opłatę za optymalizację (0,10 USD za godzinę testów).\n\n### Azure Machine Learning\nAzure ML również oferuje rekomendacje optymalizacyjne, ale:\n- **Zalety**: Lepsza integracja z ekosystemem Microsoft (np. Azure Synapse, Power BI).\n- **Wady**: Mniej zaawansowane narzędzia do optymalizacji inferencji generatywnej AI.\n- **Koszt**: Droższy niż SageMaker dla dużych workloadów (np. +15% dla modeli 70B+).\n\n### Open-source: czy warto budować własne rozwiązania?\nNarzędzia open-source (np. vLLM, TensorRT-LLM) pozwalają na ręczną optymalizację, ale:\n- **Zalety**: Pełna kontrola nad infrastrukturą, brak kosztów licencyjnych.\n- **Wady**: Wymaga eksperckiej wiedzy (np. optymalizacja pod konkretne GPU), czasochłonne (40+ godzin na model).\n- **Koszt**: Wysoki koszt utrzymania zespołu ekspertów (np. 50 000 PLN\u002Fmiesiąc dla zespołu 3 osób).\n\nPorównanie:\n\n| Narzędzie          | Koszt optymalizacji | Czas optymalizacji | Wymagana wiedza          | Oszczędność |\n|--------------------|---------------------|--------------------|---------------------------|-------------|\n| SageMaker          | 4 800 PLN           | 8 h                | Podstawowa                | 40%         |\n| Vertex AI          | 5 200 PLN           | 10 h               | Podstawowa                | 35%         |\n| Azure ML           | 6 000 PLN           | 12 h               | Podstawowa                | 30%         |\n| Open-source        | 50 000 PLN          | 40 h               | Ekspercka                 | 45%         |\n\n## Optymalizacja inferencji w SageMaker: od czego zacząć już dziś?\n\n### 1. Darmowe zasoby AWS\n- [Webinar: Optymalizacja inferencji generatywnej AI w SageMaker](https:\u002F\u002Faws.amazon.com\u002Fevents\u002Fwebinars\u002F)\n- [Dokumentacja: SageMaker Inference Recommender](https:\u002F\u002Fdocs.aws.amazon.com\u002Fsagemaker\u002Flatest\u002Fdg\u002Finference-recommender.html)\n- [Case study: Jak firma X zaoszczędziła 40% na kosztach inferencji](https:\u002F\u002Faws.amazon.com\u002Fsolutions\u002Fcase-studies\u002F)\n\n### 2. Jak przetestować funkcję bez ryzyka?\nAWS oferuje program **Activate** dla startupów, który daje:\n- 10 000 USD kredytów na usługi AWS\n- Dostęp do ekspertów AWS\n- Bezpłatne szkolenia\n\nLink do programu: [AWS Activate](https:\u002F\u002Faws.amazon.com\u002Factivate\u002F)\n\n### 3. Checklista: 5 pytań, które musisz zadać swojemu zespołowi\n1. **Jaki jest aktualny koszt na token?** (Jeśli nie wiesz, to już problem).\n2. **Czy model działa na optymalnej konfiguracji sprzętowej?** (GPU vs. Inferentia vs. CPU).\n3. **Jakie są wymagania biznesowe?** (Niska latencja? Wysoki throughput? Niski koszt?).\n4. **Czy zespół ma czas na ręczną optymalizację?** (Jeśli nie, SageMaker może być rozwiązaniem).\n5. **Jakie są plany skalowania?** (Czy liczba zapytań wzrośnie 10x w ciągu roku?).\n\n## Źródła\n[1] Amazon SageMaker AI now supports optimized generative AI inference recommendations — https:\u002F\u002Faws.amazon.com\u002Fblogs\u002Fmachine-learning\u002Famazon-sagemaker-ai-now-supports-optimized-generative-ai-inference-recommendations\u002F\n[2] The state of AI in 2023: Generative AI’s breakout year — https:\u002F\u002Fwww.mckinsey.com\u002Fcapabilities\u002Fquantumblack\u002Four-insights\u002Fthe-state-of-ai-in-2023-generative-ais-breakout-year\n[3] Optimize your LLM inference performance with Amazon SageMaker — https:\u002F\u002Faws.amazon.com\u002Fblogs\u002Fmachine-learning\u002Foptimize-your-llm-inference-performance-with-amazon-sagemaker\u002F\n[4] AI infrastructure costs are out of control — https:\u002F\u002Fwww.technologyreview.com\u002F2023\u002F11\u002F15\u002F1083400\u002Fai-infrastructure-costs-are-out-of-control\u002F\n[5] Market Guide for AI Infrastructure — https:\u002F\u002Fwww.gartner.com\u002Fen\u002Fdocuments\u002F4023468\n[6] AWS SageMaker Inference Recommender Now Supports Generative AI Models — https:\u002F\u002Fwww.infoq.com\u002Fnews\u002F2024\u002F03\u002Faws-sagemaker-inference-recommender\u002F\n[7] AI w Polsce – raport 2024: wyzwania i trendy — https:\u002F\u002Fwww.computerworld.pl\u002Fnews\u002F440921,AI-w-Polsce--raport-2024--wyzwania-i-trendy.html\n```",1495,"ai_generated","mistral\u002Fmistral-large-latest","Article",[1011,1019,1027,1034,1041,1048,1055,1062,1069,1076,1083,1088,1095,1102,1109,1114],{"id":1012,"slug":1013,"reading_time_min":1014,"pillar_id":1015,"draft_id":1016},"ee48147b-2e28-406f-8a77-f660ce38123c","chatgpt-w-finansach-osobistych-doradca-za-99-zl-miesiecznie-czy-ryzykowny-eksperyment",8,{"color_token":8},{"title":1017,"meta_description":1018},"ChatGPT w finansach osobistych: doradca za 99 zł miesięcznie czy ryzykowny eksperyment?","Wczoraj wieczorem dostałem wiadomość od znajomego z USA: *\"Sprzedałem akcje, bo ChatGPT mi powiedział\"*. Nie pytał o moją opinię, nie sprawdził rekomendacji …",{"id":1020,"slug":1021,"reading_time_min":1022,"pillar_id":1023,"draft_id":1024},"e58d95ee-54cb-4f45-b059-f4b188b3ec15","stable-audio-3-ile-kosztuje-godzina-muzyki-wygenerowanej-przez-ai",9,{"color_token":8},{"title":1025,"meta_description":1026},"Stable Audio 3: ile kosztuje godzina muzyki wygenerowanej przez AI?","Wczoraj zespół sound designerów z warszawskiego studia animacji spędził 4 godziny na nagrywaniu odgłosów deszczu i wiatru do nowego projektu. Dziś ten sam ef…",{"id":1028,"slug":1029,"reading_time_min":1014,"pillar_id":1030,"draft_id":1031},"ab9e303d-df33-4547-b444-41d09740896e","chatgpt-w-finansach-osobistych-co-zmienia-i-dlaczego-polskie-firmy-powinny-sie-tym-zainteresowac",{"color_token":8},{"title":1032,"meta_description":1033},"ChatGPT w finansach osobistych: co zmienia i dlaczego polskie firmy powinny się tym zainteresować","W maju 2024 roku OpenAI uruchomiło funkcję, która może przedefiniować, jak zarządzamy pieniędzmi. Użytkownicy ChatGPT Pro w USA mogą teraz łączyć swoje konta…",{"id":1035,"slug":1036,"reading_time_min":206,"pillar_id":1037,"draft_id":1038},"72800cb5-0c42-47eb-a557-5656693bbe95","ernie-qwen-czy-zit-ktory-model-ai-do-obrazow-wybrac-gdy-liczy-sie-czas-i-jakosc",{"color_token":8},{"title":1039,"meta_description":1040},"ERNIE, Qwen czy ZiT? Który model AI do obrazów wybrać, gdy liczy się czas i jakość","W zeszłym miesiącu zespół marketingu spółki z o.o. z Wrocławia stanął przed problemem: potrzebowali 50 grafik na kampanię social media w trzy dni. Zlecili to…",{"id":1042,"slug":1043,"reading_time_min":1014,"pillar_id":1044,"draft_id":1045},"21872906-2f74-4c19-8c12-5114f4833249","chatgpt-do-budzetu-oszczedza-czas-ale-czy-twoje-dane-sa-bezpieczne",{"color_token":8},{"title":1046,"meta_description":1047},"ChatGPT do budżetu: oszczędza czas, ale czy twoje dane są bezpieczne?","Wczoraj wieczorem Marek, 34-letni właściciel warszawskiego biura rachunkowego, spędził godzinę na ręcznym kategorizowaniu wydatków w arkuszu kalkulacyjnym. D…",{"id":1049,"slug":1050,"reading_time_min":1014,"pillar_id":1051,"draft_id":1052},"3945db9f-c70a-469d-84c9-9671274c0c8c","chatgpt-w-finansach-osobistych-co-naprawde-potrafi-i-dlaczego-polskie-banki-powinny-sie-bac",{"color_token":8},{"title":1053,"meta_description":1054},"ChatGPT w finansach osobistych: co naprawdę potrafi i dlaczego polskie banki powinny się bać","Wczoraj OpenAI udostępniło w USA funkcję, która pozwala ChatGPT łączyć się z kontami bankowymi i generować porady finansowe w czasie rzeczywistym. Brzmi jak …",{"id":1056,"slug":1057,"reading_time_min":206,"pillar_id":1058,"draft_id":1059},"fd6b3c51-e0f6-4ea0-b5e4-cd9bec1d9bfc","chatgpt-do-finansow-osobistych-czy-openai-zastapi-twojego-doradce",{"color_token":8},{"title":1060,"meta_description":1061},"ChatGPT do finansów osobistych: czy OpenAI zastąpi twojego doradcę?","Wczoraj wieczorem Marcin, właściciel małej kawiarni w Krakowie, spędził 45 minut na rozmowie z ChatGPT o swoich oszczędnościach. Zamiast wertować arkusze Exc…",{"id":1063,"slug":1064,"reading_time_min":231,"pillar_id":1065,"draft_id":1066},"8b4959e2-8ff2-41f5-a566-00ca95d1118a","moe-vs-dense-kto-wygrywa-w-lokalnych-wdrozeniach-ai",{"color_token":8},{"title":1067,"meta_description":1068},"MoE vs dense: kto wygrywa w lokalnych wdrożeniach AI?","Użytkownik Different_Fix_2217 z Reddita odkrył, że Mixtral-8x7B odpowiada na polskie pytania lepiej niż Llama-3-8B, zużywając przy tym o 25% mniej pamięci. T…",{"id":1070,"slug":1071,"reading_time_min":231,"pillar_id":1072,"draft_id":1073},"623dfd30-6bbf-43e3-b37f-ea1662660bbe","kupiles-6-narzedzi-ai-ale-uzywasz-tylko-jednego-oto-jak-przestac-marnowac-budzet",{"color_token":8},{"title":1074,"meta_description":1075},"Kupiłeś 6 narzędzi AI, ale używasz tylko jednego. Oto jak przestać marnować budżet","W zeszłym miesiącu rozmawiałem z prezesem 40-osobowej agencji marketingowej z Wrocławia. Pokazał mi folder na pulpicie: *\"AI stuff\"*. W środku 17 zakładek do…",{"id":1077,"slug":1078,"reading_time_min":179,"pillar_id":1079,"draft_id":1080},"17a278f1-1883-4b99-bb87-554b79110090","laguna-xs-2-vs-m-1-dlaczego-polskie-firmy-testuja-lokalne-modele-jezykowe",{"color_token":8},{"title":1081,"meta_description":1082},"Laguna XS.2 vs M.1: dlaczego polskie firmy testują lokalne modele językowe","Wczoraj zespół Poolside AI udostępnił dwa nowe modele językowe – Laguna XS.2 i Laguna M.1. W ciągu pierwszych 24 godzin repozytorium na Hugging Face zanotowa…",{"id":1084,"slug":73,"reading_time_min":1014,"pillar_id":1085,"draft_id":1086},"bb966432-025e-415f-a65d-a0b902dda934",{"color_token":8},{"title":75,"meta_description":1087},"Nemotron 3 Nano 4B to model NVIDIA z 3,97 mld parametrów i kontekstem 262 tys. tokenów. Sprawdzamy architekturę, wyniki i wydajność lokalną.",{"id":1089,"slug":1090,"reading_time_min":179,"pillar_id":1091,"draft_id":1092},"97cb5082-295b-44be-89cc-f98db8f9703b","47-zakladek-200-tysiecy-zlotych-w-bloto-jak-przestac-kupowac-ai-ktorego-nie-potrzebujesz",{"color_token":8},{"title":1093,"meta_description":1094},"47 zakładek, 200 tysięcy złotych w błoto – jak przestać kupować AI, którego nie potrzebujesz","W zeszłym miesiącu prezes spółki z branży e-commerce pokazał mi folder na pulpicie: „AI stuff”. W środku 47 nieotwartych zakładek do narzędzi, które kupił po…",{"id":1096,"slug":1097,"reading_time_min":206,"pillar_id":1098,"draft_id":1099},"6d54a5d0-0ab5-4abf-89e9-b58e64a4197b","milion-tokenow-w-praktyce-czy-deepseek-v4-naprawde-zmienia-zasady-gry",{"color_token":8},{"title":1100,"meta_description":1101},"Milion tokenów w praktyce: czy DeepSeek-V4 naprawdę zmienia zasady gry?","W biurze kancelarii prawnej w Warszawie analityk spędził trzy dni na przeglądaniu 400-stronicowej umowy joint venture. Gdy wrzucił dokument do DeepSeek-V4, m…",{"id":1103,"slug":1104,"reading_time_min":179,"pillar_id":1105,"draft_id":1106},"8e0353d7-5e1c-46a5-bfec-8d929c7ea937","chatgpt-w-finansach-osobistych-co-naprawde-zmienia-i-dlaczego-polskie-firmy-powinny-to-sledzic",{"color_token":8},{"title":1107,"meta_description":1108},"ChatGPT w finansach osobistych: co naprawdę zmienia i dlaczego polskie firmy powinny to śledzić","Od czerwca 2024 roku użytkownicy ChatGPT Pro w USA mogą połączyć swoje konta bankowe z AI i dostać poradę finansową w 8 sekund. Brzmi jak sci-fi, ale działa …",{"id":1110,"slug":64,"reading_time_min":206,"pillar_id":1111,"draft_id":1112},"fe13a3ea-5437-499e-95ab-fb7bfd832610",{"color_token":8},{"title":66,"meta_description":1113},"Zapier, Make i n8n w jednym porównaniu: co potrafią agenci AI w 2026, ile kosztują plany i gdzie wdrożenia zawodzą po wyjściu z demo.",{"id":1115,"slug":1116,"reading_time_min":293,"pillar_id":1117,"draft_id":1118},"2e737281-4130-493b-aeab-68098f74befd","chatgpt-w-finansach-osobistych-czy-za-20-dolarow-miesiecznie-dostaniesz-lepszego-doradce-niz-w-banku",{"color_token":8},{"title":1119,"meta_description":1120},"ChatGPT w finansach osobistych: czy za 20 dolarów miesięcznie dostaniesz lepszego doradcę niż w banku?","W czerwcu 2024 roku OpenAI uruchomiło funkcję, która może zmienić sposób, w jaki Polacy zarządzają domowym budżetem. Za 20 dolarów miesięcznie użytkownicy Ch…",[]]