When AI-assisted building helps, and when it bites
Video coming soon
No YouTube video has been added yet.
AI coding tools make spinning up a custom CRM feel effortless. Paul and James examine where vibe coding delivers real speed and where it quietly accumulates risk you'll pay for later.
Key ideas
Show notes
You can now describe a CRM feature and watch an AI build it in minutes. That's genuinely powerful and genuinely dangerous. Paul and James separate the legitimate uses of AI-assisted building from the failure modes that show up three months in.
Timestamps
Quotable
“Don't confuse a convincing demo with a system you can bet your revenue data on.”
— Paul Maxwell
Full transcript
Paul: Vibe coding a CRM feels like magic right up until real data hits it. The demo works, the prototype dazzles, and then someone imports ten thousand messy records and the whole thing buckles.
James: The problem is the AI is optimizing for something that looks done, not something that survives contact with production. It won't tell you about the edge case it didn't consider.
Paul: So use it for what it's genuinely great at. Prototypes, glue code, throwaway internal tools. Just don't confuse a convincing demo with a system you can bet your revenue data on.
James: And keep a human accountable for the architecture. The AI can write the code, but somebody still has to own whether the model is right.
Related links