{"id":268729,"date":"2026-10-20T15:19:17","date_gmt":"2026-10-20T15:19:17","guid":{"rendered":"https:\/\/balicki.me\/projekty\/ai-assistant-rag-public-institution\/"},"modified":"2026-10-20T15:19:17","modified_gmt":"2026-10-20T15:19:17","slug":"ai-assistant-rag-public-institution","status":"publish","type":"projekt","link":"https:\/\/balicki.me\/en\/projekty\/ai-assistant-rag-public-institution\/","title":{"rendered":"AI assistant (RAG) for a large public institution"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"

The assistant answers from the institution\u2019s documents and links to its sources. Accepted by the client.<\/p>\n","protected":false},"featured_media":0,"menu_order":2,"template":"","meta":{"bm_effect":"The assistant answers from the institution\u2019s documents and links to its sources. Accepted by the client.","bm_duration":"approx. 12 months (09.2025\u201308.2026)","bm_role":"Architect, project manager","bm_problem":"A large public institution needed an assistant that answers questions from its own documents. Requirements: data in the EU, login through the existing SSO and no personal data in the index.","bm_solution":"A RAG architecture on the Polish Bielik model, with search in Qdrant (bge-m3 \/ e5 embeddings) and Whisper for transcribing recordings. Before indexing, documents are anonymised with Presidio and a Polish SpaCy model (PESEL numbers, names and other personal data). Workflows in n8n, the application in Symfony, login via Entra ID \/ SAML SSO, servers in the EU.","bm_result":"Accepted by the client. Every answer links to the source documents.","bm_lesson":"","bm_anonymized":true,"footnotes":""},"branza":[154],"typ":[158],"technologia":[138,136,143,141,140,137,142,139],"class_list":["post-268729","projekt","type-projekt","status-publish","hentry","branza-public-sector-en","typ-ai-implementation-en","technologia-bge-m3","technologia-bielik","technologia-entra-id","technologia-n8n","technologia-presidio","technologia-qdrant","technologia-symfony","technologia-whisper"],"yoast_head":"\nAI assistant (RAG) for a large public institution - Balicki<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/balicki.me\/en\/projekty\/ai-assistant-rag-public-institution\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI assistant (RAG) for a large public institution - Balicki\" \/>\n<meta property=\"og:description\" content=\"The assistant answers from the institution\u2019s documents and links to its sources. 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