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Ecommerce return rates sit near 19 to 20 percent, and most of those returns are decided before checkout. Here is how AI chatbots for ecommerce are intervening at the pre-purchase moment to cut returns in 2026.

Learn how AI agents for hospitality differ from chatbots, what they can execute inside a PMS, and the governance rails and evaluation framework to get right before deployment.