Real ChatGPT answer · index seedy77NnFaEdy4completeRetail and ecommerce · secondhand and resalecomparison
How do I spot a fake Louis Vuitton heat stamp compared to a real one using photos a seller just sent me?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I spot a fake Louis Vuitton heat stamp compared to a real one using photos a seller just sent me?
1 real search · 1 real-search pass
Louis Vuitton heat stamp authentication genuine counterfeit typography spacing embossing expert guideGoogle ↗
OBSERVEDInstruction
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
Louis Vuitton heat stamp authentication genuine counterfeit typography spacing embossing expert guide Google ↗
- LV Pochette Accessoires Real vs Fake Guide · luxedetect.com
- How to Tell if a Louis Vuitton Is Real: What Photos Show · worthpic.com
- Louis Vuitton authentication: The markers worth checking · luxurycatalog.com
- How to Spot a Fake Louis Vuitton: Canvas, Date Codes & Stitching · 1828couture.com