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Snap & track nutrition: Telegram food photos β†’ Gemini Vision AI β†’ Google Sheets

πŸ“ΈπŸ½οΈ Telegram Food Photo β†’ πŸ€– Gemini Vision AI β†’ πŸ“Š Nutrition Data β†’ πŸ“„ Google Sheets + πŸ—‚οΈ Drive What this workflow does - πŸ“Έ Snap and send a photo of your meal via Telegram - 🧠 Gemini Vision AI analyzes the image ...

Data & StorageProductivityCommunicationHITLAILangchainCore NodesTelegram Trigger
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πŸ“ΈπŸ½οΈ Telegram Food Photo β†’ πŸ€– Gemini Vision AI β†’ πŸ“Š Nutrition Data β†’ πŸ“„ Google Sheets + πŸ—‚οΈ Drive

What this workflow does

- πŸ“Έ Snap and send a photo of your meal via Telegram - 🧠 Gemini Vision AI analyzes the image and estimates calories, protein, carbs, and fats - πŸ€– AI Agent structures the data with meal name, description, and timestamp - πŸ“„ Auto-logs nutrition data to Google Sheets for tracking - πŸ—‚οΈ Saves original meal photos to Google Drive with timestamped filenames - πŸ’¬ Sends instant Telegram reply with full nutrition breakdown

Why it's useful

- ⚑ Track nutrition in secondsβ€”no manual entry or food databases - πŸ“Š Build a complete meal history with photos and macros in one place - 🎯 AI estimates portion sizes and hidden ingredients (oils, sauces) - πŸ‹οΈ Perfect for fitness tracking, meal prep, or health monitoring - πŸ“± Works entirely through Telegramβ€”no extra apps needed

How it works

- πŸ“² Telegram Trigger β†’ receives meal photo - πŸ—‚οΈ Google Drive β†’ saves image with timestamp - πŸ”Ž Gemini Vision β†’ analyzes food, estimates portions and macros - πŸ€– AI Agent β†’ structures output (meal name, calories, protein, carbs, fats) - πŸ“„ Google Sheets β†’ appends row with all nutrition data - πŸ’¬ Telegram Reply β†’ confirms with full breakdown

What you'll need