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ChatGPT’s Emerging Role In E-Commerce: Navigating AI’s Growing Influence

Recent analysis reveals that ChatGPT is increasingly serving as a referral source for e-commerce mobile apps, even as its overall market share remains modest. Research by Apptopia underscores notable growth during this year’s Black Friday shopping weekend.

Insightful Data From The Holiday Season

During the Black Friday period—from Thanksgiving Day through Sunday—referrals from ChatGPT to retailer mobile apps experienced a 28% year-over-year growth, according to Apptopia’s U.S. panel data. Although these figures are estimates based on observed mobile activity rather than first-party data, they offer clear indicators of ChatGPT’s evolving role as a shopping guide.

Big Retailers Capitalize While Smaller Players Lag

The data further reveals that the advantage gained by industry giants is substantial. Amazon’s share of ChatGPT referrals surged from 40.5% to 54% in 2024, while Walmart saw its share increase from 2.7% to 14.9%. Such trends suggest that large retailers are leveraging AI effectively to enhance visibility and conversion, arguably at the expense of smaller market players.

Defining A Referral And Its Impact

In this context, a referral session is defined as any instance in which a retail mobile app session commences within 30 seconds of a ChatGPT session—whether by receiving a shopping suggestion or by clicking a direct link in the chat. Despite a noticeable uptick from 0.64% last year to 0.82% this year on Black Friday alone, referrals from ChatGPT still represent a small slice of the overall e-commerce referral market.

Complementary Insights From Adobe

Corroborative findings from Adobe further illustrate this surge in AI-driven traffic. Adobe reported an 805% year-over-year increase in AI referrals to U.S. retail sites on Black Friday, with users coming through AI chatbots being 38% more likely to complete a purchase. On Cyber Monday, the increase stood at 670%, and overall AI traffic during the November 1 to December 1 window soared by 760%.

These developments illustrate a transformative period in e-commerce, as AI continues to reshape consumer engagement. For now, while ChatGPT’s footprint in e-commerce referrals is still emerging, its influence appears poised to expand—potentially redefining retail competition in the near future.

ECB Launches Geopolitical Stress Tests For 110 Eurozone Banks

The European Central Bank is preparing a new round of geopolitical stress tests aimed at assessing potential risks to major financial institutions across the euro area. Up to 110 systemic banks, including institutions in Greece and the Bank of Cyprus, will take part in the exercise, which examines how geopolitical events could affect financial stability.

Timeline And Testing Process

Banks are expected to submit initial data on March 16, 2026. Supervisors will review the information in April, while the final results are scheduled to be published in July 2026. The process forms part of the ECB’s broader supervisory work to evaluate financial system resilience under different risk scenarios.

Geopolitical Shock As The Primary Concern

The stress tests place particular emphasis on geopolitical risks. These may include armed conflicts, economic sanctions, cyberattacks and energy supply disruptions. Such events can affect banks through changes in market conditions, borrower solvency and sector exposure. Lending portfolios linked to regions or industries affected by geopolitical developments may face higher risk levels.

Reverse Stress Testing: A Tailored Approach

Unlike traditional stress tests that apply the same scenario to all institutions, the reverse stress test requires each bank to define a scenario that could significantly affect its capital position. Banks must identify a geopolitical shock that could reduce their Common Equity Tier 1 (CET1) ratio by at least 300 basis points. Institutions are also expected to assess potential effects on liquidity, funding conditions and broader economic indicators such as GDP and unemployment.

Customized Risk Assessments And Supervisor Collaboration

This methodology allows banks to submit risk assessments based on their own exposures and operational structures. The approach is intended to help supervisors understand how geopolitical events could affect institutions differently and to support discussions between banks and regulators on risk management and contingency planning.

Differentiated Vulnerabilities Across Countries

A joint report by the ECB and the European Systemic Risk Board indicates that countries respond differently to geopolitical shocks. The Russian invasion of Ukraine led to higher energy prices and inflation across Europe, prompting central banks to raise interest rates. Belgium, Italy, the Netherlands, Greece and Austria experienced increases in borrowing costs and lower investor confidence. Germany, France and Portugal recorded more moderate changes, while Spain, Malta, Latvia and Finland showed intermediate levels of exposure.

Conclusion

The geopolitical stress tests will not immediately lead to additional capital requirements for banks. Their results will feed into the Supervisory Review and Evaluation Process (SREP). ECB supervisors may use the findings when assessing capital adequacy, risk management practices and operational resilience at individual institutions.

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