Where AI agents create leverage for SMEs

Most SME agent projects fail for the same reason: the job is too open. An agent that “handles sales” is a slogan. An agent that qualifies inbound leads against a written rubric, writes a CRM note, and escalates high-value cases is a system.

Start with volume and repetition. Good first agents sit on queues that already exist: inbound email, support intents, status lookups. Avoid agents that require inventing company policy on the fly.

Design the handoff before the prompt. If operators do not trust the escalation path, they will bypass the agent. Logging, citations and a clear “stop and ask a human” rule matter more than model novelty.