Ecommerce Trends: Why AI Choices, Charges and Friction All Matter for Returns

Why It Matters

Higher return costs and fee policies directly affect profit margins and customer loyalty, while AI and friction‑reduction strategies become critical competitive differentiators in the post‑holiday ecommerce landscape.

Key Takeaways

• 40% merchants charge return fees, up from 25%
• 59% shoppers avoid retailers with return fees
• AI used by 37% merchants for returns
• 20% consumers use AI chatbots for return help
• No‑label returns grew to 41% in 2025

Pulse Analysis

Retailers entering 2026 face a perfect storm of rising return volumes and tighter cost structures. Inflation and lingering tariff impacts have forced many merchants, particularly small firms, to introduce or increase return fees, a move that 59% of shoppers say will drive them to alternative retailers. At the same time, the surge in no‑label, no‑box return options—up 10 percentage points year‑over‑year—highlights a clear consumer demand for frictionless experiences. Balancing fee policies with convenience will be essential to protect margins without alienating price‑sensitive buyers.

Artificial intelligence is rapidly becoming a cornerstone of return management. Already, 37% of merchants employ AI for inventory control, fraud detection, and return‑rate forecasting, and another 51% plan to expand AI capabilities. For consumers, AI chatbots are gaining traction; one‑fifth use them to locate return information, and more than half of those users prefer bots over human agents. However, a trust gap persists, underscoring the need for transparent, reliable AI interactions that complement, rather than replace, human support.

Strategically, retailers must align fee structures, AI investments, and friction‑reduction tactics with evolving shopper demographics. Younger generations—Gen Z and Millennials—show greater willingness to absorb return fees, presenting an opportunity to experiment with modest charges while preserving conversion rates. Simultaneously, leveraging AI to personalize return recommendations and streamline logistics can offset fee‑related churn. Ultimately, a nuanced approach that couples smart pricing with seamless, AI‑enhanced return pathways will differentiate winners in the increasingly competitive ecommerce arena.