Why multi-agent AI systems fail in production
Most multi-agent demos work and most multi-agent deployments do not. The reason is error compounding — and the fixes are structural, not model upgrades.
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6 min read
Which department should you automate first?
Content, enquiries, support or admin. How to pick the first department to hand to AI agents, ranked by speed to visible value.
You can only judge one change at a time. Picking the right first department decides whether month one feels like progress or like an experiment.
Content and social — usually the right first pick
Output is visible daily, quality is judgeable in seconds, and the failure mode is a post you decline to approve. Low risk, fast feedback, easy to measure.
Lead and enquiry response — highest immediate revenue
If enquiries currently wait hours, this is worth more than content. Speed to first response drives conversion in almost every service business. The bar is higher because it is customer-facing, so keep the approval gate on until you trust it.
Customer support — highest volume, highest care
Enormous ticket volume, genuinely repetitive, and the place where a wrong answer reaches a customer fastest. Start with drafting rather than sending.
Admin and reporting — least glamorous, best retention
Chasing paperwork and producing the weekly report. Nobody is excited by it and everybody notices when it stops being their problem.
The ranking, if you want one line
Content first if you need to see it working. Enquiries first if you need it to pay for itself this month.
Plans are priced by how many departments run — Launch covers one, Growth up to three.
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