Replying to WhatsApp all day by Syeda Fiza GilaniReplying to WhatsApp all day by Syeda Fiza Gilani

Replying to WhatsApp all day

Syeda Fiza Gilani

Syeda Fiza Gilani

Replying to WhatsApp all day is draining, but letting an AI answer everything is risky. I wanted a system where routine messages are handled automatically and sensitive ones wait for human approval.
A control dashboard connected to a zero-cost n8n backend. Incoming text, voice notes and images are transcribed or described by AI. The assistant either replies automatically or holds the message for review.
How it works:
Voice notes are transcribed with Groq Whisper, and images are described with Gemini 2.0 Flash.
A Gemini-powered agent decides between “auto-send” and “held for review”.
Replies can go out as native WhatsApp voice notes using Google Text-to-Speech.
The dashboard shows the live message stream, an approval queue, switches for Auto-Pilot, Voice Synthesis and Intervention Mode, and an animated voice visualizer.
Stack: React, Tailwind CSS, Framer Motion, n8n, WhatsApp Cloud API, Groq, Gemini, Google TTS.
What I learned: Designing the approval flow mattered more than the AI itself. Deciding what the assistant is not allowed to send on its own shaped the whole design.
Like this project

Posted Oct 13, 2026

Replying to WhatsApp all day is draining, but letting an AI answer everything is risky. I wanted a system where routine messages are handled automatically an...