Your finance team is losing time to repeat questions.

Your finance team keeps searching for the same rules, answering the same questions and interrupting colleagues. Every repeated search takes time away from decisions. I help you turn approved finance documents into an internal AI assistant: find relevant guidance, prepare a short answer and give your team a source to check. The goal is less searching and fewer repeated explanations. ## What my local tests showed On 31 August 2026, three configurations completed a controlled source-use workflow on 31 selected Italian accounting questions: - **GLM-5.3-Flash Q4_K: 30/31** answer-key matches. - **Qwen3.8-Flash-Next MLX mixed 4/8-bit: 30/31**. - **DeepSeek-V4-Flash hybrid Q2/Q4: 29/31**. These scores cover selected questions on one local workstation. A fourth configuration, GLM-5.3-Flash Q2, failed the required workflow. The lesson for your company: model choice, approved sources and output checks must work together. ## A practical first investment Start with the questions that repeatedly reach your finance team. I configure a pilot with models running on your company's infrastructure, connect approved documents and test answers against your cases. Together we measure answer quality, waiting time and the effort to review and correct results. You get a concrete basis for deciding where an assistant earns its place in daily work. Your team keeps the final decision. [Bring one recurring finance question. Let's scope your internal assistant.](https://karrenberg.it/?lang=en#contatto)