Chatbots are strongest at structured conversation
A well-designed chatbot can answer known questions, collect lead details, route requests, provide order or appointment information, and guide users through a predictable service path. It should clearly disclose its role and offer a human route when confidence is low.
AI agents add tools and task execution
An agent may read a request, classify it, retrieve approved information, update a CRM, draft a response, create a document, or trigger the next workflow step. Greater capability also requires stronger permissions, logging, evaluation, and exception handling.
Combine AI interpretation with deterministic controls
Reliable systems rarely make every step autonomous. Use AI where language or judgment creates value, conventional rules where outcomes must be deterministic, and human approval where legal, financial, reputational, or customer risk is material.
Practical checklist.
- Define the exact task and acceptable outcome
- Limit tools, data access, and permissions
- Create confidence thresholds and escalation paths
- Log actions and test representative failures
- Keep sensitive decisions under human review
- Measure resolution quality, time saved, and exceptions