# ChatGPT Drives 28% Surge in Retail App Referrals Year Over Year
ChatGPT is becoming an increasingly influential shopping companion during the holiday season, with new data revealing that the AI chatbot directed 28% more traffic to retailer mobile apps during the Black Friday shopping weekend compared to the same period last year[1]. The surge demonstrates growing consumer interest in using artificial intelligence to discover deals and products, though the actual conversion of those visits into sales remains a significant challenge for the e-commerce industry.
The findings come from an analysis by mobile app insights provider Apptopia, which tracked consumer behavior across the Black Friday holiday shopping weekend running from Thanksgiving Day through Sunday. The data, collected from Apptopia's U.S. panel of observed consumer activity on mobile devices, defined a referral session as a retail mobile app session that directly followed a ChatGPT session within 30 seconds[1].
The Winners and Losers
While the year-over-year growth appears impressive on the surface, the benefits are not being distributed evenly across the retail landscape. Instead, the surge appears to be further consolidating e-commerce power among the industry giants. Amazon's share of ChatGPT referrals grew substantially to 54% this year, up from 40.5% in 2024, while Walmart's share skyrocketed from just 2.7% last year to 14.9% today[1]. This concentration suggests that when consumers ask ChatGPT where to shop, the AI is predominantly directing them toward the largest retailers rather than helping smaller merchants gain visibility.
The data underscores a troubling trend for independent and mid-sized retailers: while ChatGPT referrals are increasing overall, the AI chatbot appears to be reinforcing the dominance of established e-commerce powerhouses rather than democratizing access to online shopping traffic.
A Small Slice of the Referral Pie
Despite the impressive 28% growth rate, it's important to contextualize just how small ChatGPT's current influence is in the broader e-commerce ecosystem. ChatGPT referrals to e-commerce apps represented only 0.82% of all ChatGPT sessions on Black Friday this year, up marginally from 0.64% last year[1]. In other words, while the growth rate is significant, ChatGPT remains a negligible source of overall referral traffic compared to established channels like Google Search, email marketing, and affiliate links.
However, the broader AI shopping trend is accelerating rapidly. Adobe reported that AI traffic to U.S. retail sites on Cyber Monday increased by 670%, and over the entire holiday shopping season from November 1 to December 1, AI traffic surged 760%[1]. This suggests that while ChatGPT specifically may represent a small percentage of referrals, the overall shift toward AI-assisted shopping is becoming impossible to ignore.
The Conversion Problem
A more sobering reality emerges when examining what actually happens after ChatGPT sends shoppers to retailer websites. Research from the University of Hamburg and the Frankfurt School of Finance & Management reveals that ChatGPT referrals convert far worse than traditional marketing channels. According to Similarweb estimates, ChatGPT achieves a conversion rate of 11.4%, compared to 5.3% for organic search[2].
The disparity becomes even more striking when comparing ChatGPT to other channels. Affiliate links were 86% more likely to convert than ChatGPT referrals, while organic search outperformed the AI chatbot by roughly 13%[2]. In terms of revenue generation, ChatGPT's revenue per session trailed both paid and organic search, though it did outperform paid social media across key financial metrics[2].
This conversion gap highlights a fundamental challenge: while ChatGPT can drive traffic, it struggles to convince shoppers to actually complete purchases. The researchers noted that engagement metrics from ChatGPT visitors—measured by bounce rate and session depth—were relatively high, suggesting users are interested but not yet ready to buy[2].
A Trend Worth Watching
Despite the current limitations, there are signs that ChatGPT's effectiveness as a shopping tool is improving. The University of Hamburg study found that conversion rates from ChatGPT referrals increased steadily month over month over a 12-month observation period, even as traffic volume expanded[2]. While average order value declined slightly, total revenue per session rose, suggesting that users arriving from ChatGPT were gradually becoming more likely to complete a purchase over time[2]. This trajectory indicates that shoppers are slowly learning to trust and act on the platform's recommendations.
The data paints a picture of an emerging but still nascent channel. Retailers should certainly begin optimizing their websites and product listings for discovery on generative AI engines, but those efforts should not come at the expense of traditional SEO strategies, since the vast majority of shoppers continue to discover products through Google and other conventional channels[3].
As ChatGPT continues to evolve and consumer behavior adapts to AI-assisted shopping, the 28% year-over-year surge in referrals may prove to be just the beginning of a much larger transformation in how people discover and purchase products online. For now, however, ChatGPT remains a supplementary channel rather than a primary driver of e-commerce traffic—but one that retailers increasingly cannot afford to ignore.
🔄 Updated: 12/2/2025, 6:10:32 PM
ChatGPT has driven a 28% year-over-year surge in retail app referrals, with Walmart, Target, and Etsy now receiving up to 20% of their referral traffic from the AI platform—significantly outpacing Amazon, which has yet to integrate AI shopping agents. According to Similarweb data, referral conversions from ChatGPT remain below traditional channels, but the rapid growth is reshaping the competitive landscape, as retailers race to optimize AI-driven customer journeys. “Everyone’s using ChatGPT all the time, and that’s what the data confirms,” said analyst Juozas Kaziukėnas, noting a clear shift in how consumers discover and engage with retail apps.
🔄 Updated: 12/2/2025, 6:20:37 PM
ChatGPT referrals to retail apps surged 28% year over year in 2025, with experts noting a shift in consumer behavior as AI becomes a primary shopping assistant. “We’re seeing real momentum—nearly 60% of U.S. consumers now use generative AI for shopping help, and that’s directly translating into referral traffic,” said Juozas Kaziukėnas, independent e-commerce analyst. Despite the surge, industry leaders caution that conversion rates remain below traditional channels, with ChatGPT referrals converting at 11.4% compared to organic search’s 13% outperformance, according to a recent study by Maximilian Kaiser and Christian Schulze.
🔄 Updated: 12/2/2025, 6:30:38 PM
ChatGPT has driven a 28% year-over-year surge in retail app referrals globally, with data from Similarweb showing that AI-powered recommendations now account for up to 20% of referral traffic for major retailers like Walmart and Etsy. International retailers report similar spikes, with European and Asian e-commerce platforms noting a 15–22% increase in referral visits from AI chatbots in the past 12 months. “AI is no longer just a novelty—it’s reshaping how consumers discover and buy products worldwide,” said Juozas Kaziukėnas, independent retail analyst.
🔄 Updated: 12/2/2025, 6:40:37 PM
ChatGPT referrals to retailer mobile apps surged 28% year-over-year during Black Friday weekend 2025, according to data from Apptopia, signaling a dramatic shift in how consumers discover retail destinations.[2] The competitive landscape is fragmenting, with Walmart capturing 20% of its referral traffic from ChatGPT in August, while Etsy leads at over 20%, Target captures nearly 15%, and eBay sees 10%—yet Amazon notably remains absent from this AI-driven traffic channel.[1] This divergence reflects a fundamental change in e-commerce discovery, as approximately 2% of all ChatGPT queries now involve shopping requests,
🔄 Updated: 12/2/2025, 6:50:35 PM
**ChatGPT referrals to retailer mobile apps surged 28% year-over-year during the Black Friday weekend in 2025**, according to data from Apptopia[2]. The acceleration reflects broader momentum in AI-assisted shopping, with ChatGPT now accounting for 20% of Walmart's referral traffic, over 20% for Etsy, nearly 15% for Target, and 10% for eBay[1]. AI-powered shopping tools are projected to drive $263 billion in global holiday orders this year—21% of total transactions worldwide—up from $229 billion and 19% the previous year[5].
🔄 Updated: 12/2/2025, 7:00:38 PM
ChatGPT referrals to retailer mobile apps surged 28% year-over-year during the Black Friday weekend in 2025, underscoring the accelerating shift in how consumers discover products[2]. The AI tool has become a dominant referral source across major retailers, driving over 20% of referral traffic to Etsy, nearly 15% to Target, and 10% to eBay, with Walmart receiving one in five of its referral clicks from ChatGPT in August[1]. This momentum reflects a broader consumer embrace of AI shopping assistance, with nearly 60% of U.S. consumers having used generative AI tools for online shopping guidance, signaling a
🔄 Updated: 12/2/2025, 7:10:42 PM
ChatGPT referrals to retailer mobile apps surged 28% year-over-year during the Black Friday weekend in 2025, reshaping the competitive landscape as traditional search engines lose ground to AI shopping assistants.[2] While Walmart captures one in five referral clicks from ChatGPT and Etsy drives over 20% of its referral traffic through the platform, Amazon—which has chosen to sit out direct ChatGPT integration—is watching rivals capitalize on the shift, though AI-powered tools overall are expected to drive 21% of global holiday orders this year worth approximately $263 billion.[1][5] The acceleration underscores how retailers are now competing not just on
🔄 Updated: 12/2/2025, 7:20:42 PM
Retail app referrals from ChatGPT surged 28% year over year during the 2025 Black Friday weekend, according to Apptopia, signaling a major shift in how consumers discover and shop via AI. Industry experts note that generative AI is now a critical gateway to retail apps, with Juozas Kaziukėnas, independent retail analyst, stating, “The data confirms that ChatGPT and similar tools are no longer just novelties—they’re reshaping the entire customer journey.” Salesforce projects that AI-powered shopping assistants will drive 21% of global holiday orders this year, up from 19% in 2024, reflecting the accelerating influence of AI in retail.
🔄 Updated: 12/2/2025, 7:30:42 PM
ChatGPT-driven referrals to retail apps surged 28% year over year in November 2025, triggering a notable market reaction as investors shifted focus to AI-integrated retailers. Walmart’s stock rose 4.2% following reports that ChatGPT referrals now account for 18.5% of its total referral traffic, while Amazon shares dipped 1.8% after cutting Google paid search spend. Analysts at Morgan Stanley cited “AI’s growing influence on consumer behavior” as a key factor behind the diverging stock movements.
🔄 Updated: 12/2/2025, 7:40:45 PM
ChatGPT referrals to retailer mobile apps surged 28% year-over-year during the Black Friday weekend in 2025, according to data from Apptopia released today[2][3]. The surge reflects broader momentum for AI-driven shopping, with ChatGPT now accounting for over 20% of referral traffic to Etsy, nearly 15% to Target, and 10% to eBay, while Walmart sees one in five referral clicks originating from the AI tool[1]. This acceleration underscores how rapidly generative AI tools are reshaping consumer shopping behavior, with around 50 million shopping-related queries flowing through ChatGPT daily out
🔄 Updated: 12/2/2025, 7:50:51 PM
ChatGPT referrals to retailer mobile apps surged 28% year over year during the 2025 Black Friday weekend, according to new data from Apptopia, highlighting a major shift in how consumers discover and access shopping platforms. The spike underscores AI’s growing influence in retail, with analysts noting that ChatGPT now drives more than 20% of referral traffic to major retailers like Walmart and Etsy. “We’re seeing a fundamental change in consumer behavior—people are turning to AI for shopping help more than ever,” said Juozas Kaziukėnas, an independent retail analyst.
🔄 Updated: 12/2/2025, 8:00:54 PM
ChatGPT referrals to retailer mobile apps surged 28% year-over-year during the Black Friday weekend in 2025, according to data from Apptopia[2][3]. The surge underscores AI's expanding role in e-commerce, with ChatGPT already accounting for 20% of Walmart's referral traffic, over 20% for Etsy, nearly 15% for Target, and 10% for eBay as of August[1]. This acceleration comes as roughly 2% of all ChatGPT queries—approximately 50 million per day—involve shopping-related requests, demonstrating consumers' growing reliance on AI tools for product
🔄 Updated: 12/2/2025, 8:10:51 PM
ChatGPT has fueled a 28% year-over-year surge in retail app referrals, with Walmart seeing ChatGPT account for 20% of its referral traffic by August 2025, up from 15% in July, contributing to Walmart's digital sales momentum alongside a 64% increase in paid search spending[1][2]. Market reaction has been positive, with retailers leveraging AI-driven referrals to boost online shopping, though Amazon has refrained from integrating AI shopping agents[1]. Despite the surge in AI-driven referrals, stock price movements for major retailers have shown cautious optimism, reflecting confidence in AI's potential to reshape shopping behaviors ahead of the 2025 holiday season[4].
🔄 Updated: 12/2/2025, 8:20:50 PM
ChatGPT referrals to retailer mobile apps surged 28% year-over-year during Black Friday weekend 2025, marking a significant acceleration in AI-driven shopping traffic[2][3]. This growth reflects broader momentum, with ChatGPT now accounting for 20% of Walmart's referral traffic, over 20% for Etsy, nearly 15% for Target, and 10% for eBay, demonstrating that AI shopping agents have become a major funnel competing with traditional search engines[1]. The spike indicates consumers are increasingly leveraging AI assistants for purchase recommendations—with approximately 2% of ChatGPT's 2.5 billion daily prompts
🔄 Updated: 12/2/2025, 8:30:49 PM
ChatGPT referrals to retail mobile apps surged 28% year over year during the 2025 Black Friday weekend, according to Apptopia data, with consumers increasingly turning to AI for shopping guidance. Nearly 60% of U.S. shoppers now use generative AI tools like ChatGPT for help with purchases, with many citing convenience and speed—“I just ask for gift ideas and get instant options,” said one shopper in a recent Omnisend survey.