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LIVEPRODUCT · automation · 2026

Telegram Expense Tracker

Voice, receipt photo, or PDF on Telegram → GPT-4o-mini JSON (vendor, GSTIN, amount, CGST/SGST) → Google Sheet → confirmation.

Problem

Receipts live in camera rolls. By month-end nobody remembers GSTIN, tax split, or destination of supply.

What we built

Telegram in, structured GST row out. AI parse + JS clean + Google Sheets + instant Telegram ack.

How it runs in real time

Forward a restaurant bill photo or say “Zoho Books Professional 4,500 GST” on Telegram. Whisper/Vision turns it into text; GPT-4o-mini fills the JSON; Sheets gets a bookkeeping-ready row; you get the ack. Accountant opens the sheet, not a WhatsApp archaeology session.

Pipeline

  1. 01

    Telegram in

    Voice → Whisper. Photo → Vision. PDF → extract. Text passes through.

  2. 02

    Parse

    GPT-4o-mini extracts date, vendor, GSTIN, amount, tax lines into JSON.

  3. 03

    Clean

    JS Code node fixes formatting so Sheets never gets a broken array.

  4. 04

    Log + ack

    Append row. Telegram sends the logged summary back to the same user.

In the canvas

  • Telegram-only intake (voice, image, PDF, text)
  • GPT-4o-mini strict JSON expenses array
  • JS sanitiser before write
  • GST / CGST / SGST / reverse charge columns
  • Instant Telegram summary

Ops and founders dump expenses where they already talk: Telegram. The workflow accepts voice notes, receipt images, PDFs, or plain text. GPT-4o-mini is prompted to return a strict JSON array (date, vendor, GSTIN, amount, tax name/type/percent, destination of supply, GST treatment). A JS node sanitises the model output so a bad comma cannot break the sheet. Each line becomes a row with INR, exchange rate, reverse charge, and Tamil Nadu as destination when that is the fact. The bot replies with a personalised summary so the sender knows the book is updated without opening Sheets. Output columns match accounting handoff (Zoho-style GST fields), not a toy “amount + note” list.

Proof

Telegram Expense Tracker workflow proof

Results

n8nTelegramGPT-4o-miniWhisperGPT-4o VisionGoogle Sheets
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