Real ChatGPT answer + Gemini simulation · index seedQpnyAK4ztxkcompleteAI OverviewRetail and ecommerce · online marketplacesinformational
What are the absolute telltale signs of a counterfeit designer bag when buying secondhand on eBay?
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search38 queries10/30/2026
Download run
Gemini unique queries
36
0 in ≥ half the passes · stability 33%
ChatGPT real searches predicted
100%
2 of 2 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
What are the absolute telltale signs of a counterfeit designer bag when buying secondhand on eBay?
36 unique queries · 3 passes
ebay platform protection and authentica…
20 queries · 20 hits
how to spot fake designer handbags ebay secondhand1xGoogle ↗
REFORMULATION
how to spot fake designer bags on ebay1xGoogle ↗
REFORMULATION
how to spot a fake designer bag ebay authentication guide1xGoogle ↗
REFORMULATION
ebay luxury bag authentication red flags stitching hardware logo1xGoogle ↗
RELATED
ebay luxury authentication guarantee how it works1xGoogle ↗
RELATED
is ebay money back guarantee safe for buying designer bags1xGoogle ↗
IMPLICIT
is ebay money back guarantee safe for buying fake designer bags1xGoogle ↗
IMPLICIT
beginner tips for buying authentic vintage designer bags online safely1xGoogle ↗
PERSONALIZED
im a first time buyer terrified of getting scammed on ebay for a designer purse1xGoogle ↗
PERSONALIZED
first time buyer tips for authentic luxury bags online1xGoogle ↗
PERSONALIZED
ebay authenticator guarantee luxury handbags legit check1xGoogle ↗
REFORMULATION
ebay designer bag return policy fake item scam protection1xGoogle ↗
RELATED
ebay authentication service luxury handbags review1xGoogle ↗
RELATED
how to tell if ebay seller is selling fake bags feedback warning signs1xGoogle ↗
IMPLICIT
red flags in ebay seller profiles for luxury handbags1xGoogle ↗
RELATED
can you spot a fake designer bag from ebay listing photos1xGoogle ↗
REFORMULATION
what to do if you bought a fake bag on ebay1xGoogle ↗
IMPLICIT
reputable online consignment stores vs ebay for designer bags1xGoogle ↗
COMPARATIVE
red flags ebay seller profile designer handbags1xGoogle ↗
RELATED
common mistakes when buying vintage designer bags on ebay1xGoogle ↗
REFORMULATION
brand specific authentication guides
16 queries · 16 hits
common signs of counterfeit luxury handbags hardware stitching leather1xGoogle ↗
RELATED
common flaws in replica louis vuitton stitching and hardware1xGoogle ↗
IMPLICIT
real vs fake louis vuitton speedy date code and canvas comparison1xGoogle ↗
COMPARATIVE
real vs fake chanel flap bag serial number and leather guide1xGoogle ↗
COMPARATIVE
real vs fake louis vuitton speedy serial numbers date codes1xGoogle ↗
COMPARATIVE
most commonly counterfeited designer handbags chanel gucci prada1xGoogle ↗
ENTITY EXPANSION
authentication markers for gucci prada louis vuitton secondhand bags1xGoogle ↗
ENTITY EXPANSION
gucci chanel prada dior authentication red flags1xGoogle ↗
ENTITY EXPANSION
fake hermes birkin vs real stamping leather smell weight1xGoogle ↗
RELATED
close up photos of real vs fake designer bag fonts and logos1xGoogle ↗
IMPLICIT
how to check designer bag font spacing and logo stamp1xGoogle ↗
RELATED
chanel classic flap bag serial number sticker card authentication guide1xGoogle ↗
ENTITY EXPANSION
independent luxury bag authentication services online1xGoogle ↗
ENTITY EXPANSION
trusted third party online bag authentication services entropy entrupy1xGoogle ↗
RELATED
how to spot fake dust bags and authenticity cards1xGoogle ↗
REFORMULATION
hermes birkin kelly authentication guide stamp zipper1xGoogle ↗
ENTITY EXPANSION
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. 36 queries are still being classified.
What the models actually searched
Each model answered the query with its own web search. These are the searches it ran, matched to the closest simulated query.
ChatGPT2 real searches · gpt-6100% predicted
eBay official Authenticity Guarantee handbags what is checked counterfeit designer bag buying secondhand seller photos red flags Google ↗
Louis Vuitton Chanel Gucci official counterfeit authentication serial number date code bags authenticity advice Google ↗
- Authentification Guide · wholesale.fashionphile.com
- eBay Authenticity Guarantee for Handbags · ebay.com
- Buying with Authenticity Guarantee · ebay.com
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Colour
SimulatedReal search
Hover a query to see its counterpart · click a topic to focus it · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
36 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
how to spot fake designer handbags ebay secondhand REFORMULATION | Google ↗ AI Mode ↗ | The user wants a direct restatement of the original query focused on identifying counterfeit luxury bags on eBay. | — | how_to_steps | ebay platform protection and authentica… | 1x of 3 | |
how to spot fake designer bags on ebay REFORMULATION | Google ↗ AI Mode ↗ | The user wants a direct and simplified rephrasing of the original question to find core authentication guides. | — | how_to_steps | ebay platform protection and authentica… | 1x of 3 | |
how to spot a fake designer bag ebay authentication guide REFORMULATION | Google ↗ AI Mode ↗ | The user wants a direct restatement focusing on eBay authentication guides. | — | buyers_guide | ebay platform protection and authentica… | 1x of 3 | |
ebay luxury bag authentication red flags stitching hardware logo RELATED | Google ↗ AI Mode ↗ | The user wants to know the specific physical details like stitching, hardware, and logos that indicate a fake bag. | — | checklist | ebay platform protection and authentica… | 1x of 3 | |
common signs of counterfeit luxury handbags hardware stitching leather RELATED | Google ↗ AI Mode ↗ | The user wants to know the physical manufacturing flaws most common in fake luxury bags. | — | how_to_steps | brand specific authentication guides | 1x of 3 | |
ebay luxury authentication guarantee how it works RELATED | Google ↗ AI Mode ↗ | The user wants to understand eBay's specific verification service for luxury items. | — | faq_page | ebay platform protection and authentica… | 1x of 3 | |
is ebay money back guarantee safe for buying designer bags IMPLICIT | Google ↗ AI Mode ↗ | The user is concerned about buyer protection and getting their money back if they accidentally purchase a counterfeit bag. | — | faq_page | ebay platform protection and authentica… | 1x of 3 | |
common flaws in replica louis vuitton stitching and hardware IMPLICIT | Google ↗ AI Mode ↗ | The user needs deep technical details on specific construction errors found in fake bags. | — | checklist | brand specific authentication guides | 1x of 3 | |
is ebay money back guarantee safe for buying fake designer bags IMPLICIT | Google ↗ AI Mode ↗ | The user wants to understand their financial protection and recourse if they accidentally buy a counterfeit on eBay. | — | faq_page | ebay platform protection and authentica… | 1x of 3 | |
real vs fake louis vuitton speedy date code and canvas comparison COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare authentic versus counterfeit details for a specific popular luxury model and brand. | — | comparison_table | brand specific authentication guides | 1x of 3 | |
real vs fake chanel flap bag serial number and leather guide COMPARATIVE | Google ↗ AI Mode ↗ | The user wants a side-by-side comparison of authentic versus counterfeit features for a high-end brand. | — | comparison_table | brand specific authentication guides | 1x of 3 | |
real vs fake louis vuitton speedy serial numbers date codes COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare authentic and fake Louis Vuitton serial number placements and formats. | — | comparison_table | brand specific authentication guides | 1x of 3 | |
most commonly counterfeited designer handbags chanel gucci prada ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to know which specific designer brands have the highest volume of counterfeits on resale markets. | — | buyers_guide | brand specific authentication guides | 1x of 3 | |
authentication markers for gucci prada louis vuitton secondhand bags ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to expand their knowledge to multiple luxury brands frequently targeted by counterfeiters. | — | buyers_guide | brand specific authentication guides | 1x of 3 | |
gucci chanel prada dior authentication red flags ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to expand their knowledge to include authentication red flags for other major luxury fashion houses. | — | checklist | brand specific authentication guides | 1x of 3 | |
beginner tips for buying authentic vintage designer bags online safely PERSONALIZED | Google ↗ AI Mode ↗ | The user wants beginner-friendly advice on how to safely navigate online luxury resale marketplaces. | — | web_article | ebay platform protection and authentica… | 1x of 3 | |
im a first time buyer terrified of getting scammed on ebay for a designer purse PERSONALIZED | Google ↗ AI Mode ↗ | The user seeks reassurance, risk mitigation strategies, and beginner-friendly safety tips. | — | forum/qna | ebay platform protection and authentica… | 1x of 3 | |
first time buyer tips for authentic luxury bags online PERSONALIZED | Google ↗ AI Mode ↗ | The user wants beginner-friendly advice on safely purchasing high-end items from online marketplaces. | — | web_article | ebay platform protection and authentica… | 1x of 3 | |
ebay authenticator guarantee luxury handbags legit check REFORMULATION | Google ↗ AI Mode ↗ | The user wants information regarding eBay's official authentication service for luxury handbags. | — | faq_page | ebay platform protection and authentica… | 1x of 3 | |
ebay designer bag return policy fake item scam protection RELATED | Google ↗ AI Mode ↗ | The user wants to know what recourse they have if they accidentally purchase a counterfeit bag. | — | web_article | ebay platform protection and authentica… | 1x of 3 | |
ebay authentication service luxury handbags review RELATED | Google ↗ AI Mode ↗ | The user wants to know how reliable eBay's internal authentication program is for designer purses. | — | review_roundup | ebay platform protection and authentica… | 1x of 3 | |
fake hermes birkin vs real stamping leather smell weight RELATED | Google ↗ AI Mode ↗ | The user wants advanced authentication tips involving tactile qualities like leather smell, weight, and blind stamps. | — | buyers_guide | brand specific authentication guides | 1x of 3 | |
close up photos of real vs fake designer bag fonts and logos IMPLICIT | Google ↗ AI Mode ↗ | The user needs visual references to inspect font types, heat stamps, and brand logos. | — | image_gallery | brand specific authentication guides | 1x of 3 | |
how to check designer bag font spacing and logo stamp RELATED | Google ↗ AI Mode ↗ | The user wants detailed instructions on examining typography and branding stamps on luxury bags. | — | image_gallery | brand specific authentication guides | 1x of 3 | |
how to tell if ebay seller is selling fake bags feedback warning signs IMPLICIT | Google ↗ AI Mode ↗ | The user wants to know how to evaluate a seller's profile and listing photos to avoid scams before bidding. | — | checklist | ebay platform protection and authentica… | 1x of 3 | |
red flags in ebay seller profiles for luxury handbags RELATED | Google ↗ AI Mode ↗ | The user wants to evaluate seller behavior and listing red flags before placing a bid or buying. | — | checklist | ebay platform protection and authentica… | 1x of 3 | |
can you spot a fake designer bag from ebay listing photos REFORMULATION | Google ↗ AI Mode ↗ | The user wants to know if they can authenticate a bag before buying using only the seller's pictures. | — | forum/qna | ebay platform protection and authentica… | 1x of 3 | |
chanel classic flap bag serial number sticker card authentication guide ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants deep-dive authentication instructions specific to Chanel serial numbers and authenticity cards. | — | how_to_steps | brand specific authentication guides | 1x of 3 | |
independent luxury bag authentication services online ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to find third-party experts who can verify a bag's authenticity before or after purchase. | — | review_roundup | brand specific authentication guides | 1x of 3 | |
what to do if you bought a fake bag on ebay IMPLICIT | Google ↗ AI Mode ↗ | The user wants an action plan for resolving a dispute after discovering their purchase is counterfeit. | — | how_to_steps | ebay platform protection and authentica… | 1x of 3 | |
trusted third party online bag authentication services entropy entrupy RELATED | Google ↗ AI Mode ↗ | The user wants to know about professional digital authentication services and tools available for handbags. | — | review_roundup | brand specific authentication guides | 1x of 3 | |
how to spot fake dust bags and authenticity cards REFORMULATION | Google ↗ AI Mode ↗ | The user wants to identify counterfeit packaging accessories that often accompany fake bags. | — | how_to_steps | brand specific authentication guides | 1x of 3 | |
hermes birkin kelly authentication guide stamp zipper ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants ultra-luxury authentication details for top-tier designer brands like Hermes. | — | pdf_whitepaper | brand specific authentication guides | 1x of 3 | |
reputable online consignment stores vs ebay for designer bags COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to weigh the risks of buying on eBay versus dedicated luxury consignment platforms. | — | comparison_table | ebay platform protection and authentica… | 1x of 3 | |
red flags ebay seller profile designer handbags RELATED | Google ↗ AI Mode ↗ | The user wants to identify suspicious seller behavior or store characteristics associated with counterfeit sales. | — | checklist | ebay platform protection and authentica… | 1x of 3 | |
common mistakes when buying vintage designer bags on ebay REFORMULATION | Google ↗ AI Mode ↗ | The user wants to avoid common pitfalls and traps that lead to buying a fake bag on eBay. | — | web_article | ebay platform protection and authentica… | 1x of 3 |
Passes
Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.
Geminix = pass, y = cumulative unique queries
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-3.5-flash-lite | 1 | 12 | 12 | — | 909 / 1,470 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 909 / 1,468 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 909 / 1,505 |