01/06/2026
The AI was not the problem. The trigger was.
Over the weekend a founder reached out. Her e-commerce system was misfiring and she could not pinpoint where.
Abandoned cart messages were going out to customers who had already paid.
Support was getting flooded with WhatsApp replies that had no payment context attached.
The CRM was creating duplicate contacts and the classifier was making decisions based on irrelevant information.
Every symptom pointed in a different direction. The root cause was one line upstream.
The flow was listening to the wrong event. Checkout submit instead of order paid. That single choice meant the system could not tell the difference between a completed purchase and an abandoned one. Everything built on top of that assumption inherited the same flaw.
The fix was simple.
• The trigger was swapped.
• The flow now checks payment status before it does anything else.
• Cart recovery only fires when payment is genuinely missing and the session matches.
• Support messages route to a human only when the classifier is confident it is dealing with a refund or dispute.
Noise dropped. Conversations started matching real orders.
One trigger. Everything downstream changed.