Shoppers who find stores through AI assistants seem more satisfied with their purchases — could that mean fewer holiday returns?

This explores whether people who reach stores through AI assistants buy things they're more likely to keep, and whether that could explain lower holiday returns. To be direct: the corpus has no data on returns. Nothing here measures return rates for AI-referred shoppers, and nothing links falling returns to AI traffic. What it does have is indirect evidence about how AI-referred shoppers behave, plus a strong reason to doubt that AI could be moving overall return numbers yet.

The indirect evidence comes from Adobe's 2025 holiday data. AI-referred retail traffic grew 693% year over year and converted 31% better than other traffic. These visitors spent 45% more time on the site, viewed 13% more pages, and reported higher confidence and satisfaction with their purchases How much traffic do AI assistants actually send to retailers?. Returns often happen when the product doesn't match what the buyer expected, so it's reasonable to guess that a shopper who researched more and felt surer would return less. That is a guess, not a finding. Adobe measured confidence, not what happened after delivery. Related work suggests a reason it might be true: shopping agents are good at filling a stated need ("a waterproof jacket under $150") and much less able to create impulse wants Do AI shopping agents destroy search ad revenue while leaving influencer marketing intact?. Purchases made to fill a need may come back less often than impulse buys.

The twist the reader may not expect is scale. Lipsman's re-analysis shows that the 693% headline started from almost nothing. AI referrals went from about 0.1% to about 0.6% of ecommerce traffic Does Adobe's AI referral traffic growth statistic hold up under scrutiny?. Even if every AI-referred shopper returned nothing, a channel that small couldn't visibly lower holiday returns across the industry. If returns really are falling, the cause is more likely elsewhere, such as stricter return policies, return fees or changes in what people bought. AI traffic and falling returns could simply be happening in the same season.

One more caution: being guided by AI doesn't automatically lead to better choices. A randomized experiment on Google's AI Overviews found that they cut clicks to outside sites by about 40% with no measurable gain in click quality or user satisfaction Do AI Overviews actually reduce clicks to publisher sites?. The higher confidence in Adobe's data may partly reflect who uses AI assistants today: early adopters who already find them useful What drives shoppers to accept autonomous AI assistants?. That would be a selection effect rather than proof that AI improves the match between buyer and product. A real answer would need retailer return data split by referral source, and this collection doesn't have it yet.