Building the AI Layer for a Food Delivery Support Bot🚀 A regional food delivery platform needed ...Building the AI Layer for a Food Delivery Support Bot🚀 A regional food delivery platform needed ...
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
Building the AI Layer for a Food Delivery Support Bot🚀
A regional food delivery platform needed a customer-facing AI agent that could handle live order queries in Arabic and English — without hallucinating status, misrouting frustrated customers, or breaking under injection attempts.
My role was the AI behavior layer: system prompt architecture, decision logic, and the test suite that kept it honest. I designed an 11-gate decision tree where routing is determined by order status × elapsed time — not customer tone. A frustrated message doesn't trigger escalation. A VENDOR_ACCEPTED order delayed 20 minutes does.
The test suite ran 41 versions across 10 categories: routing thresholds, language switching, ETA edge cases, multi-turn flows, and injection resistance.
Result: live in production for over a month, 98% customer satisfaction rating from the support team.
What sells it for me is the refusal telling the agent exactly where the token should go. A bare "no hex" error usually just sends it looping. Does guard.mjs run only as an agent hook, or in pre-commit too so it catches humans as well?
An exploration of art, creativity, and creative direction through the lens of AI 🌸
This is an independent, experimental concept project, created entirely with AI to explore new possibilities in visual storytelling, artistic expression, and creative direction.
The work incorporates AESOP brand assets and identity, which remain the property of their respective owners. This is a personal creative exploration, not an official AESOP campaign or commissioned work.
Created with AI. Directed by me.
A concept. A creative experiment. A vision brought to life through AI.