Free‑Tier LLM Italian Tax‑Deduction Finder for Freelancers

Описание и применение

Автоматизированный пайплайн на основе бесплатного LLM, который проверяет налоговые вычеты для фрилансеров в Италии, обрабатывая ~150 строк расходов в месяц за ~0.3 USD и выдавая JSON‑вывод.

Задача

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.

Результат

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.

Рабочий процесс

• 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

Доказательства

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

Источник

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

Источник

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

Источник