{"slug":"primassist-agile-pilot-in-m-gurele-romania-tests-a-municipal-ai-assistant-answering-only-from-official-documents-running-on-the-municipality-s-own-infrastructure","url":"https://findausecase.com/use-cases/primassist-agile-pilot-in-m-gurele-romania-tests-a-municipal-ai-assistant-answering-only-from-official-documents-running-on-the-municipality-s-own-infrastructure","title":"PrimAssist agile pilot in Măgurele, Romania tests a municipal AI assistant answering only from official documents, running on the municipality's own infrastructure","description":"Geseidl Consulting Group ran the PrimAssist agile pilot in Măgurele, Romania: an assistant that answers citizens' questions exclusively from the municipality's official documents with source references, passes each answer through a multi-agent verification process, does not store conversations and operates entirely within the municipality's own infrastructure. The pilot reported 100% meaningful responses, zero connection errors, no generic 'I don't know' answers and response times of 11 to 14 seconds.","company":"Măgurele municipality / Geseidl Consulting Group","industry":"Government & Public Sector","country":"Romania","aiCapabilities":["Retrieval-Augmented Generation"],"deployment":"Unknown","problemStatement":"Municipalities need to know whether citizens can trust AI when it provides official information, where accuracy and transparency are essential.","solutionApproach":"The pilot answers questions exclusively on the basis of the municipality's own official documents, with every response accompanied by references to its source. Each response passes through a multi-agent verification process before delivery, conversations are not stored, and the solution operates entirely within the municipality's own infrastructure.","businessValue":"The source reports technical validation results of 100% meaningful responses, zero connection errors, no generic 'I don't know' answers and average response times of 11 to 14 seconds, but says these were not the pilot's most important outcome. Its main finding was that answer quality depends more on a curated, well-structured knowledge base than on the model.","evidence":{"band":"high"},"sourceUrl":"https://interreg-danube.eu/projects/pilotinncities/news/can-municipal-ai-be-trusted-lessons-from-an-agile-pilot-in-romania","dates":{"publishedAt":"2026-11-15T05:48:57.352Z","publishedAtSource":"pipeline","updatedAt":"2026-11-15T05:48:57.352Z"},"license":"Open for reading and citing with a link to https://findausecase.com/use-cases/primassist-agile-pilot-in-m-gurele-romania-tests-a-municipal-ai-assistant-answering-only-from-official-documents-running-on-the-municipality-s-own-infrastructure. Bulk republication requires permission."}