Why teams compare
Enterprise conversational AI can be powerful. Ecommerce pilots still need a narrow first win.
- Post-purchase intent is messyOrder status, delivery exceptions, returns, damaged items, refunds, and policy questions often need commerce data and guardrails.
- Broad rollout adds review pressureVoice, messaging, and bot programs can involve many stakeholders before one workflow has proven economics.
- Refund control mattersMoney decisions, VIP handling, chargeback risk, fraud signals, and unclear identity stay human-reviewed by default.