Building AI Agents That Actually Help

The failure mode of most business AI projects is not intelligence, it is trust. An assistant that answers confidently but incorrectly costs more support time than it saves.

Grounding comes first. An assistant should answer from your own verified content, and cite where the answer came from, so a reviewer can check it in seconds.

Guardrails come second. Define what the assistant is allowed to do, which systems it can touch, and what happens when confidence is low. A clean 'I'll pass this to a person' is a successful outcome, not a failure.

Escalation comes third. Every flow needs a human handover path that preserves conversation context, so the customer does not repeat themselves.

Measure the same way you would measure a support team: resolution rate, escalation rate and satisfaction. Model selection is a tuning decision, not the project.