Real ChatGPT answer · index seed7UI4n7ChG4QcompleteMarketing and advertising · AI search and generative engine optimizationinformational
How does e-commerce AI product visibility affect conversion rates for low-cost consumer goods sold online today?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How does e-commerce AI product visibility affect conversion rates for low-cost consumer goods sold online today?
2 real searches · 1 real-search pass
2025 2026 AI shopping product discovery visibility conversion rates ecommerce product recommendations low-priced consumer goods evidenceGoogle ↗
OBSERVEDReason
generative AI shopping search product visibility ecommerce conversion product feeds recommendations 2025 2026 studyGoogle ↗
OBSERVEDOther / navigational
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
2025 2026 AI shopping product discovery visibility conversion rates ecommerce product recommendations low-priced consumer goods evidence Google ↗
generative AI shopping search product visibility ecommerce conversion product feeds recommendations 2025 2026 study Google ↗
- Generative AI is quietly supercharging online retail · business.columbia.edu
- Generative AI and Sales Productivity: Field Experiments in Online Retail | Working Paper | ifo Institute · ifo.de
- Q1 2026 Emerging retail and consumer trends · deloitte.com
- Frontiers: ChatGPT Referrals to E-Commerce Websites: How Do LLMs Compare Against Traditional Channels? · pubsonline.informs.org
- ChatGPT ecommerce traffic converts 31% higher than non-branded organic search · searchengineland.com
- AI shopping starts with your product feed, not your product page · searchengineland.com
- Product Visibility in AI-Driven Commerce: An Analysis of How Large Language Model Shopping Assistants Evaluate and Surface Ecommerce Products by Abhishek Pandey :: SSRN · papers.ssrn.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2025 2026 AI shopping product discovery visibility conversion rates ecommerce product recommendations low-priced consumer goods evidence OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
generative AI shopping search product visibility ecommerce conversion product feeds recommendations 2025 2026 study OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |