The AI Failures That Cost You Later, Not Immediately

The scariest AI failures aren’t the loud ones.

A chatbot that says something offensive gets caught fast. An agent that’s quietly wrong 8% of the time on a task nobody’s testing — that’s the one that costs you a client, a refund, or a compliance headache six months later.

Before we ship any AI agent, we ask: what’s the cost of a wrong answer here? That single question decides how much guardrail and evaluation infrastructure the project needs — and whether a human needs to approve the action at all.

If your current AI feature doesn’t have an answer to that question, it’s worth finding out before a client does.