Pattern: noop
Let your AI admit it doesn't know.
A deterministic system knows when to do nothing. The noop pattern prevents hallucinations.
Pick a message
Agent analyzing...
agent_run.output
completed
system.noop.skip0.97 confidence
system.noop.skip0.99 confidence
checkout_extension0.95 confidence
Suggested reply
I'm not able to help with that, but I'm here if you need anything related to your stay!
now
Suggested reply
— no reply sent
now
Suggested reply
I've submitted a late checkout request until 2pm. We'll confirm availability shortly!
now
{"intent": "out_of_scope","confidence": 0.97,"actions": [{"type": "system.noop.skip"}],"suggested_reply": "I'm not able to help with that, but I'm here if you need anything related to your stay!","language": "en"}
{"intent": "acknowledgement","confidence": 0.99,"actions": [{"type": "system.noop.skip"}],"suggested_reply": null,"language": "en"}
{"intent": "checkout_extension","confidence": 0.95,"actions": [{"type": "operations.checkout.extend","payload": {"requested_time": "14:00","priority": "normal"}}],"suggested_reply": "I've submitted a late checkout request until 2pm. We'll confirm availability shortly!","language": "en"}
This is what WhatsRB does. Every message. Automatically.
Free during beta. No credit card required.
How it works
Four steps. Zero complexity.
1
Message in
A guest sends a WhatsApp message to your number.
2
AI analyzes
The agent extracts intent, entities, and sentiment.
3
Structured output
You get a clean JSON payload with typed actions.
4
Action fired
Your backend receives a webhook and executes the action.
Ready to automate your WhatsApp?
Join the beta and start building structured WhatsApp workflows in minutes.
Free during beta. No credit card.