Development
Multi-Agent AI Is Already Running Competitor Operations
The shift from chatbots to multi-agent systems is quietly underway. If your competitors are routing tickets, triaging leads, and closing books with agents, here's what they look like.
From answering to acting
First-wave LLM tools answered questions. Today's agents take action — create records, send emails, open tickets, update systems — with guardrails on the risky moves.
Why multi-agent works
A single "do everything" agent breaks fast. Splitting work into a planner, specialists, and a reviewer scales better and is easier to debug. Each agent has a narrow job it can do reliably.
Where they're earning their keep
Lead triage, ticket routing, document workflows, ops automations, and finance close. Boring on paper — quietly transformative in practice.
What to watch
Cost (per-run economics matter), accuracy under drift, and clear human approval points. Teams skipping any of these are building on sand.
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