Agency building agent-powered content repurposing system
“Deployed functional social listening AI agent that monitors platforms for keywords, filters irrelevant matches via context checking, and auto-replies to relevant posts; demonstrated working replies to PyCon safety post while avoiding Monty Python false positives”
solo-developer
Why they built it
Online businesses need to engage customers on social media at conversation speed without manual monitoring, but simple keyword alerts lead to irrelevant noise requiring smart filtering
What worked
- ✓Context matching filter accurately distinguished programming Python from comedy sketches; agent generated thoughtful, on-brand replies; easy integration with multiple social platforms via OAuth.
What broke or was painful
- ✗Initial keyword matching triggered irrelevant responses (e.g., 'Python' matching Monty Python sketches instead of programming), wasting API calls and risking brand embarrassment.
The result
Deployed functional social listening AI agent that monitors platforms for keywords, filters irrelevant matches via context checking, and auto-replies to relevant posts; demonstrated working replies to PyCon safety post while avoiding Monty Python false positives