Real ChatGPT answer · index seeds7EkK12mNYIcompleteMarketing and advertising · AI search and generative engine optimizationinformational
How should I update my digital marketing thesis to include the latest trends in generative engine optimization for e-commerce?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How should I update my digital marketing thesis to include the latest trends in generative engine optimization for e-commerce?
4 real searches · 1 real-search pass
generative engine optimization ecommerce trends 2026 AI search product discovery citations structured data researchGoogle ↗
OBSERVEDOther / navigational
Google AI Overviews shopping product recommendations ecommerce 2026 officialGoogle ↗
OBSERVEDOther / navigational
OpenAI shopping search product discovery merchants product feeds 2026Google ↗
OBSERVEDOther / navigational
generative engine optimization academic research ecommerce consumer behavior 2025 2026Google ↗
OBSERVEDReason
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 (4)
Classes come from the query-classifier (a local Laya model). 3 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
generative engine optimization ecommerce trends 2026 AI search product discovery citations structured data research Google ↗
Google AI Overviews shopping product recommendations ecommerce 2026 official Google ↗
OpenAI shopping search product discovery merchants product feeds 2026 Google ↗
generative engine optimization academic research ecommerce consumer behavior 2025 2026 Google ↗
- Insights for AI-powered shopping experiences coming soon · support.google.com
- About AI performance insights · support.google.com
- Optimizing Visibility in Generative Engines: A Critical Survey of Generative Engine Optimization (2023-2026) · arxiv.org
- Citation governance in generative e-commerce discovery: When breadth looks diverse but intensity concentrates · ideas.repec.org
- Powering Product Discovery in ChatGPT · openai.com
- Shopping with ChatGPT Search · help.openai.com
- Consumer Engagement With AI-Powered Search Engines: Implications for the Future of Search Advertising Research and Practice: Journal of Advertising Research: Vol 66 , No 3 · doi.org
- When the answer engine decides: Practitioner reflections on generative AI, consumer decision-making, and market transparency in Singapore's tropical platform market · journals.sagepub.com
- E-GEO: A Testbed for Generative Engine Optimization in E-Commerce by Puneet S. Bagga, Vivek F. Farias, Tamar Korkotashvili, Tianyi Peng, Yuhang Wu :: SSRN · papers.ssrn.com
- Generative AI in E-commerce: a literature review of current applications, gaps and future directions · sciencedirect.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
generative engine optimization ecommerce trends 2026 AI search product discovery citations structured data research OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Google AI Overviews shopping product recommendations ecommerce 2026 official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
OpenAI shopping search product discovery merchants product feeds 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
generative engine optimization academic research ecommerce consumer behavior 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |