
40–55% of ChatGPT users already use AI to research products and 20–40% say they have made purchases based on AI, Morgan Stanley notes as ChatGPT pivots to an agentic model that directs users to merchants rather than transacting in‑platform. The bank says this could advantage large search platforms, major e‑commerce retailers and online travel sites (via catalogs, logistics and consumer data) and materially lower customer acquisition costs if single‑digit commission rates scale versus paid search, while vertical retail agents (e.g., Walmart's Sparky, Amazon's Rufus) may gain traction faster.
The economic lever that matters here is not the AI front-end itself but the re-pricing of customer acquisition. If a merchant can shave 20–40% off paid-search and affiliate spend by routing discovery through lower-fee AI interfaces, expect near-term EBITDA tailwinds of ~50–150bps for high-volume, low-margin retailers (WMT/AMZN style) within 6–12 months as fulfillment fixed-cost absorption improves. Second-order supply-chain effects will amplify winners and losers. Greater direct-to-merchant routing favors firms with fast last-mile capacity and tight inventory turns: a 2–5% uplift in fulfillment utilization can translate to ~30–80bps gross-margin improvement for integrated networks, while marketplaces that rely on third-party logistics face higher return rates and marginal working capital stress as discovery becomes more opaque. Key risks are regulatory and measurement frictions that can flip incentives quickly. Two clear reversal catalysts in the 3–12 month window: (1) a major OS/search provider embeds superior in-line checkout or measurement (reclaiming CAC), and (2) merchants refuse to accept a new commission structure, forcing AI agents back to lead-gen rather than transaction routing. The consensus underestimates how vertically-focused agents concentrate economic rents. Players with proprietary purchase histories and closed-loop fulfillment will capture the lion’s share of upside; conversely, horizontal adtech that commoditizes traffic is exposed. That bifurcation creates simple asymmetric trades into incumbents with logistics + data moats versus pure-play measurement/ad-tech intermediaries.
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