Blog.

The real cost of AI email triage for a shared inbox, honest accuracy numbers, how to design the human approval step, and the prompt injection risk nobody mentions.

MCP became the common language for connecting AI to company systems. Here is what that connection actually costs, where it breaks, and what it means for your data.

Models invent answers because guessing is rewarded, not because they are broken. What that has cost real companies, and the layers production systems use to contain it.

Beyond the AI agent definitions: a real invoice-processing setup, honest cost ranges, the tools people actually use, and why most agent projects fail.

The closing piece in our automation series: which tasks can safely go to AI, and which need a human, backed by real risk frameworks and failure cases.

There's probably at least one process in your business that still runs like this: someone opens a spreadsheet every morning, keys in data by hand, double-checks a formula, then pastes the result into an email. If that takes more than three hours a week and repeats the same steps every time, you'r...