Gener8 Labs
Path to Purchase

3 Ways LLMs Are Reshaping the Shopping Journey

Published September 28, 2025

Explores how ChatGPT-like tools solve friction, act as launchers, and influence purchases.

Illustration of a shopping journey with a ChatGPT-style AI touchpoint inserted between search and purchase

Large language models are rapidly changing how people shop, and not in a single, easy-to-spot way. Rather than replacing one step in the funnel, AI tools are showing up at multiple points in the journey: resolving friction, kicking off entirely new sessions, and quietly influencing decisions mid-browse. Using individual-level journey data from our UK and US panels, we traced three distinct roles LLMs are now playing in the path to purchase.

Use 1: Simplifying Complex Purchases

The clearest use case is also the most practical: LLMs as friction solvers. In one journey we traced, a shopper hunting for a specific mathematics textbook kept hitting dead ends across multiple retailer sites, tripped up by conflicting exam board editions. Instead of continuing to bounce between search results, they turned to ChatGPT, which cut through the confusion and pointed them straight to the publisher. Where conventional search was failing to resolve a genuinely complicated query, the AI closed the gap and likely prevented an abandoned purchase altogether.

Use 2: Becoming the New Shopping Launchpad

Increasingly, AI isn't just cleaning up after search: it's replacing the first step entirely. In another traced journey, a shopper went straight to ChatGPT for oversized hoodie recommendations rather than opening Google, and was referred on to Boohoo. That single AI-originated visit didn't just convert on its own terms: the same session also included a bra purchase, an incremental sale the retailer would likely never have captured through organic search.

Use 3: Shaping Your Purchase Choices

The third role is subtler and arguably the most consequential: ChatGPT acting as a mid-journey influencer, brought in not to start the search but to validate a decision already in motion or resolve last-minute doubt. This is a meaningful shift in the funnel: the AI isn't simply substituting for search, it's inserting itself as a new, essential stop before conversion. Brand messaging, product detail and reputation are all now being filtered through an AI layer before a shopper ever reaches checkout.

Leveraging Gener8's Interconnected Panel for Path-to-Purchase Analysis

None of these patterns are visible from a single data source; they only emerge by linking Purchase Intelligence (eReceipts and confirmation-page visits) with Consumer Browsing data back through search queries, review sites, YouTube, publisher pages, apps and GenAI platforms, all tied to the same panelist.

100,000+UK panelists (plus 50,000+ in the US) whose journeys we can trace end-to-end across search, AI platforms, and purchase, all linked to a single user ID.
Overview diagram of Gener8's interconnected panel, linking Consumer Browsing and Purchase Intelligence data to a single panelist across the path to purchase

That combination lets us assess macro journey health, put a value on off-site touchpoints like a ChatGPT visit, benchmark performance against competitors, and drill into individual paths to spot UX friction, giving brands and marketers a genuinely complete view of how AI is reshaping the road to purchase.

How Can I Access This Data?

This analysis draws on Gener8's interconnected Consumer Browsing and Purchase Intelligence datasets, tracing individual panelists across search, AI platforms and purchase. Get in touch to see how the same data can map your own customers' path to purchase.

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