Free‑Tier LLM Italian Tax‑Deduction Finder for Freelancers

说明与用途

使用免费 LLM 的自动化管道，检查意大利自由职业者的税收扣除，处理每月约150条费用记录，成本约0.3 USD，并输出可扣除项目的 JSON 列表。

问题

Freelancers waste an average of 12 hours per year reconciling expenses against the ever‑changing Italian tax code, leading to lost billable time and missed deductions.

结果

A fully scripted, free‑tier LLM pipeline that processes ~150 expense rows per month for ~0.3 USD, producing a JSON list of deductible expenses and optionally exposing the functionality via a serverless endpoint.

工作流

• Collect expenses CSV from accounting software
• Chunk CSV into groups of 20 rows
• Send each chunk to gpt‑3.5‑turbo with a concise prompt
• Parse JSON response
• Filter deductible rows
• Write deductions.json
• Optional: Deploy as FastAPI endpoint on Vercel/Render

证据

freelancers waste an average of 12 hours per year reconciling expenses against the ever‑changing tax code

来源

OpenAI’s gpt‑3.5‑turbo free tier offers 15 million tokens per month, enough for a daily deduction query bot

来源

Running the command on a typical month’s expenses (≈ 150 rows) consumes roughly 0.3 USD of free‑tier credit, well within the monthly limit

来源