Everyone's selling AI right now, and a lot of it is a chatbot bolted onto a website. A real AI agent is different: it takes a task — research these companies, draft these replies, route these leads — and finishes it, with a human checking the output.
Where agents pay off
- Repetitive research and data gathering
- First drafts of content, replies, and reports
- Sorting, tagging, and routing incoming messages
- Pulling data from many tools into one place
Where they don't (yet)
Anything where a wrong answer is expensive and no one checks it. The rule we follow on our own systems — Hermes and OpenClaw — is approve-first: the agent does the heavy lifting, a person signs off before it reaches a customer. That's not a limitation; it's what makes it safe to run in a real business.
If you're curious where an agent would actually save your team hours, that's exactly what our AI consulting engagement maps out — no hype, just the spots with real return.