Real ChatGPT answer + Gemini simulation · index seedjV4HFNdMyCccompleteAI OverviewRetail and ecommerce · apparel and shoescomparison
My feet blister every time I backpack, so which socks for blister prevention hiking should I buy on Amazon Prime right now for delivery tomorrow?
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search34 queries10/30/2026
Download run
Gemini unique queries
33
3 in ≥ half the passes · stability 36%
ChatGPT real searches predicted
0%
0 of 1 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
My feet blister every time I backpack, so which socks for blister prevention hiking should I buy on Amazon Prime right now for delivery tomorrow?
33 unique queries · 3 passes
best blister prevention socks
1 query · 2 hits
best hiking socks to prevent blisters2xGoogle ↗
REFORMULATION
merino wool versus synthetic
1 query · 2 hits
merino wool vs synthetic hiking socks blisters2xGoogle ↗
COMPARATIVE
causes and prevention tips
1 query · 2 hits
how to stop feet from blistering while backpacking2xGoogle ↗
RELATED
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. 33 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.
ChatGPT1 real searches · gpt-60% predicted
Amazon Prime hiking blister prevention socks Injinji Wrightsock double layer Darn Tough delivery tomorrow October 30 2026 Google ↗
- Find Wrightsock Adventure Crew · amazon.com
- Find Injinji Trail Midweight · amazon.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
33 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best hiking socks to prevent blisters REFORMULATION | Google ↗ AI Mode ↗ | The user wants a direct list of top-performing anti-blister hiking socks. | — | review_roundup | best blister prevention socks | 2x of 3 | |
merino wool vs synthetic hiking socks blisters COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to know whether wool or synthetic materials are better at preventing blisters. | — | comparison_table | merino wool versus synthetic | 2x of 3 | |
how to stop feet from blistering while backpacking RELATED | Google ↗ AI Mode ↗ | The user wants alternative or supplementary techniques to stop blisters beyond just buying new socks. | — | how_to_steps | causes and prevention tips | 2x of 3 | |
best hiking socks for blister prevention REFORMULATION | Google ↗ AI Mode ↗ | The user wants a direct list of top-rated hiking socks specifically designed to prevent blisters. | — | buyers_guide | best blister prevention socks | 1x of 3 | |
merino wool vs synthetic hiking socks blister prevention COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to know whether wool or synthetic socks are better at stopping blisters while backpacking. | — | comparison_table | merino wool versus synthetic | 1x of 3 | |
Darn Tough hiking socks blister prevention ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to evaluate a specific top-tier brand known for blister-free hiking. | — | buyers_guide | darn tough brand comparison | 1x of 3 | |
darn tough vs feetures blister prevention hiking socks COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare two popular sock brands to determine which is superior for preventing hiking blisters. | — | comparison_table | darn tough brand comparison | 1x of 3 | |
best anti blister hiking socks amazon prime eligible REFORMULATION | Google ↗ AI Mode ↗ | The user wants anti-blister hiking socks that can be delivered quickly via Amazon Prime. | — | review_roundup | fast amazon prime shipping | 1x of 3 | |
double layer anti blister hiking socks ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to explore a specific product technology known for eliminating friction. | — | product_spec_sheet | double layer sock designs | 1x of 3 | |
anti blister sock liners hiking ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to explore sock liners as an accessory to prevent friction blisters. | — | product_spec_sheet | double layer sock designs | 1x of 3 | |
why do my feet blister when backpacking RELATED | Google ↗ AI Mode ↗ | The user wants to understand the root causes of backpacking blisters beyond just sock choice. | — | web_article | causes and prevention tips | 1x of 3 | |
best sock liners for hiking blisters RELATED | Google ↗ AI Mode ↗ | The user is looking for liner socks worn underneath regular hiking socks to prevent rubbing. | — | review_roundup | best blister prevention socks | 1x of 3 | |
best breathable socks for sweaty feet hiking IMPLICIT | Google ↗ AI Mode ↗ | The user needs moisture-wicking socks because sweat causes the friction that leads to blisters. | — | web_article | breathable sweaty feet management | 1x of 3 | |
double layer hiking socks for blister prevention ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to explore specialized double-layer sock technology designed to eliminate friction. | — | product_spec_sheet | double layer sock designs | 1x of 3 | |
I need fast shipping hiking socks for blisters PERSONALIZED | Google ↗ AI Mode ↗ | The user wants to ensure the recommended products are easily available via fast e-commerce delivery. | — | pricing_page | fast amazon prime shipping | 1x of 3 | |
injinji toe socks blister prevention reviews ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to see if toe socks are effective at preventing toe blisters during long hikes. | — | review_roundup | injinji toe socks effectiveness | 1x of 3 | |
toe socks for hiking blisters ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to know if individual toe socks help prevent blisters between toes while hiking. | — | buyers_guide | injinji toe socks effectiveness | 1x of 3 | |
injinji toe socks hiking blister prevention review ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to evaluate toe socks as a specialized solution for preventing toe blisters. | — | review_roundup | injinji toe socks effectiveness | 1x of 3 | |
do double layer hiking socks work for blisters RELATED | Google ↗ AI Mode ↗ | The user wants to understand the effectiveness of double-layer sock technology against blisters. | — | faq_page | double layer sock designs | 1x of 3 | |
how to layer socks to prevent hiking blisters IMPLICIT | Google ↗ AI Mode ↗ | The user wants to learn the proper technique for wearing liner socks and outer socks together. | — | how_to_steps | double layer sock designs | 1x of 3 | |
why do my feet blister when hiking REFORMULATION | Google ↗ AI Mode ↗ | The user wants to understand the biological and mechanical causes of hiking blisters. | — | web_article | causes and prevention tips | 1x of 3 | |
what causes backpackers blisters heel and toes IMPLICIT | Google ↗ AI Mode ↗ | The user wants to understand the root causes of blisters in specific areas of the foot during backpacking. | — | glossary/definition | causes and prevention tips | 1x of 3 | |
best sock liners for backpacking blister prevention ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants recommendations for thin inner socks designed to reduce friction under heavy boots. | — | buyers_guide | best blister prevention socks | 1x of 3 | |
darn tough hiking socks blister warranty RELATED | Google ↗ AI Mode ↗ | The user wants to check premium sock brands known for quality construction and lifetime guarantees. | — | buyers_guide | darn tough brand comparison | 1x of 3 | |
fast shipping hiking socks amazon prime REFORMULATION | Google ↗ AI Mode ↗ | The user wants to find hiking socks currently eligible for rapid delivery. | — | pricing_page | fast amazon prime shipping | 1x of 3 | |
bodyglide or anti chafe balm for hiking feet RELATED | Google ↗ AI Mode ↗ | The user is looking for topical preventative treatments to use alongside socks to stop blisters. | — | faq_page | causes and prevention tips | 1x of 3 | |
synthetic vs wool socks moisture blisters hiking COMPARATIVE | Google ↗ AI Mode ↗ | The user wants deep technical details on how fabric moisture retention affects skin friction. | — | glossary/definition | merino wool versus synthetic | 1x of 3 | |
Smartwool full cushion vs medium cushion hiking socks COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to know which cushion level in Smartwool socks provides better protection against blisters. | — | comparison_table | merino wool versus synthetic | 1x of 3 | |
best breathable backpacking socks for sweaty feet PERSONALIZED | Google ↗ AI Mode ↗ | The user wants sock recommendations focused on moisture management to prevent wet-skin blisters. | — | review_roundup | breathable sweaty feet management | 1x of 3 | |
best socks for preventing heel blisters backpacking ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user is looking for socks featuring extra heel padding or reinforcement. | — | forum/qna | best blister prevention socks | 1x of 3 | |
best hiking socks for preventing blisters reddit PERSONALIZED | Google ↗ AI Mode ↗ | The user wants authentic, peer-tested recommendations from real backpackers regarding blister prevention. | — | forum/qna | best blister prevention socks | 1x of 3 | |
hiking sock thickness guide cushion levels RELATED | Google ↗ AI Mode ↗ | The user wants to understand how light, medium, and heavy cushion socks impact boot fit and friction. | — | glossary/definition | double layer sock designs | 1x of 3 | |
emergency blister prevention hiking tips reddit RELATED | Google ↗ AI Mode ↗ | The user wants quick, crowd-sourced field hacks for immediate blister relief. | — | forum/qna | causes and prevention tips | 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 | — | 927 / 1,473 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 927 / 1,503 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 927 / 1,446 |