Real ChatGPT answer + Gemini simulation · index seedVLk8CB8xtzocompleteAI OverviewAutomotive · tirescommercial
Are Cooper Discoverer all terrain tires a smart investment for a small construction company whose trucks face muddy job sites and snowy highways?
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search37 queries10/30/2026
Download run
Gemini unique queries
36
0 in ≥ half the passes · stability 33%
ChatGPT real searches predicted
0%
0 of 1 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
Are Cooper Discoverer all terrain tires a smart investment for a small construction company whose trucks face muddy job sites and snowy highways?
36 unique queries · 3 passes
tire model and brand comparisons
7 queries · 7 hits
cooper discoverer vs bf goodrich all terrain ko2 for work trucks1xGoogle ↗
COMPARATIVE
Cooper Discoverer vs BFGoodrich KO2 for work trucks1xGoogle ↗
COMPARATIVE
cooper discoverer vs bf goodrich ko2 for heavy duty work trucks1xGoogle ↗
COMPARATIVE
BFGoodrich All Terrain T/A KO2, General Grabber ATX, Goodyear Wrangler Duratrac1xGoogle ↗
ENTITY EXPANSION
cooper discoverer line up differences and models1xGoogle ↗
ENTITY EXPANSION
cooper discoverer AT3 vs XLT for heavy loads and mud1xGoogle ↗
COMPARATIVE
cooper discoverer vs general grabber atx performance comparison1xGoogle ↗
COMPARATIVE
mud and snow performance reviews
5 queries · 5 hits
cooper discoverer all terrain tires review construction fleet1xGoogle ↗
REFORMULATION
Cooper Discoverer all terrain tires performance in mud and snow1xGoogle ↗
REFORMULATION
cooper discoverer all terrain tire review mud and snow performance1xGoogle ↗
REFORMULATION
cooper discoverer snow and mud rating three peak mountain snowflake1xGoogle ↗
IMPLICIT
Cooper Discoverer AT3 3PMSF snow rating tread life1xGoogle ↗
IMPLICIT
tread life and mileage warranty
5 queries · 5 hits
cooper discoverer mileage warranty and commercial tread life lifespan1xGoogle ↗
IMPLICIT
cooper discoverer tread life mileage warranty commercial use1xGoogle ↗
REFORMULATION
commercial truck tire ROI calculator wear lifespan cost per mile1xGoogle ↗
RELATED
Cooper Discoverer warranty mileage guarantee commercial use1xGoogle ↗
ENTITY EXPANSION
cooper discoverer tire pricing bulk commercial purchase1xGoogle ↗
ENTITY EXPANSION
commercial cost and investment analysis
5 queries · 5 hits
cost efficiency of investing in premium all terrain tires for fleet1xGoogle ↗
PERSONALIZED
cost reduction commercial truck tires business expense tax deduction1xGoogle ↗
PERSONALIZED
commercial truck tire cost benefit analysis for small business fleet1xGoogle ↗
PERSONALIZED
are expensive all terrain tires worth it for fleet vehicles1xGoogle ↗
IMPLICIT
Cooper Discoverer AT3 XLT price comparison fleet discount1xGoogle ↗
COMPARATIVE
all terrain snow and winter capability
4 queries · 4 hits
are all terrain tires good for construction sites and snow1xGoogle ↗
RELATED
do all terrain tires qualify for three peak mountain snowflake rating1xGoogle ↗
RELATED
how do all terrain tires handle packed snow and ice on highways1xGoogle ↗
RELATED
do all terrain tires wear out fast on snowy highways1xGoogle ↗
IMPLICIT
fleet tire maintenance and handling
4 queries · 4 hits
fleet tire maintenance tips to extend tread life in mud1xGoogle ↗
IMPLICIT
handling heavy loads on muddy job sites with all terrain tires1xGoogle ↗
RELATED
fleet tire maintenance tips to maximize tread life1xGoogle ↗
RELATED
how to maintain all terrain tires for maximum tread life on work trucks1xGoogle ↗
RELATED
best tires for construction trucks
3 queries · 3 hits
durability and puncture resistance
3 queries · 3 hits
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. 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.
ChatGPT1 real searches · gpt-60% predicted
Cooper Discoverer AT3 XLT Road+Trail AT Stronghold AT muddy construction sites snow winter 3PMSF load rating reviews Google ↗
- Cooper Discoverer Stronghold® AT Tire · coopertire.com
- Cooper Discoverer Stronghold® AT Tire · coopertire.com
- Cooper Discoverer AT3 XLT · tirerack.com
- Discoverer AT3-XLT Tire Specification · coopertire.com
- 2024 COOPER® ALL TERRAIN TIRE SELECTOR CHART · usautoforce.com
- Cooper Discoverer Road+Trail AT All Terrain 275/65R18 116H Light Truck Tire · walmart.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 |
|---|---|---|---|---|---|---|---|
cooper discoverer all terrain tires review construction fleet REFORMULATION | Google ↗ AI Mode ↗ | The user wants to find reviews or evaluations of Cooper Discoverer tires specifically used in heavy-duty or commercial fleet environments. | — | review_roundup | mud and snow performance reviews | 1x of 3 | |
Cooper Discoverer all terrain tires performance in mud and snow REFORMULATION | Google ↗ AI Mode ↗ | Understand how well Cooper Discoverer tires handle both muddy job sites and snowy highways. | — | review_roundup | mud and snow performance reviews | 1x of 3 | |
cooper discoverer all terrain tire review mud and snow performance REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants a direct assessment of how Cooper Discoverer tires handle extreme mud and winter conditions. | — | review_roundup | mud and snow performance reviews | 1x of 3 | |
are all terrain tires good for construction sites and snow RELATED | Google ↗ AI Mode ↗ | The user wants general guidance on whether all-terrain tires can effectively handle both heavy mud and winter highway driving. | — | web_article | all terrain snow and winter capability | 1x of 3 | |
best all terrain tires for commercial construction trucks fleet RELATED | Google ↗ AI Mode ↗ | Discover what tire brands and models other construction companies prefer for utility and light trucks. | — | buyers_guide | best tires for construction trucks | 1x of 3 | |
best all terrain tires for commercial construction pickup trucks RELATED | Google ↗ AI Mode ↗ | The searcher is looking for alternative tire recommendations specifically tailored to commercial work trucks. | — | buyers_guide | best tires for construction trucks | 1x of 3 | |
cooper discoverer snow and mud rating three peak mountain snowflake IMPLICIT | Google ↗ AI Mode ↗ | The user wants to know the official winter ratings and tread certifications of the Cooper Discoverer lineup. | — | product_spec_sheet | mud and snow performance reviews | 1x of 3 | |
Cooper Discoverer AT3 3PMSF snow rating tread life IMPLICIT | Google ↗ AI Mode ↗ | Find technical winter performance ratings and expected mileage longevity for the Cooper Discoverer line. | — | product_spec_sheet | mud and snow performance reviews | 1x of 3 | |
cooper discoverer mileage warranty and commercial tread life lifespan IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to know the expected tread life and warranty terms to calculate return on investment for a business fleet. | — | product_spec_sheet | tread life and mileage warranty | 1x of 3 | |
cooper discoverer vs bf goodrich all terrain ko2 for work trucks COMPARATIVE | Google ↗ AI Mode ↗ | The user wants a direct comparison between Cooper Discoverer and a major competitor for commercial truck use. | — | comparison_table | tire model and brand comparisons | 1x of 3 | |
Cooper Discoverer vs BFGoodrich KO2 for work trucks COMPARATIVE | Google ↗ AI Mode ↗ | Compare Cooper Discoverer tires directly against industry-standard heavy-duty all-terrain alternatives. | — | comparison_table | tire model and brand comparisons | 1x of 3 | |
cooper discoverer vs bf goodrich ko2 for heavy duty work trucks COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants a direct comparison between Cooper tires and a leading competitor for heavy-duty work applications. | — | comparison_table | tire model and brand comparisons | 1x of 3 | |
best commercial all terrain tires for small business trucks ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to discover alternative tire brands and models recommended for small business utility and construction vehicles. | — | buyers_guide | best tires for construction trucks | 1x of 3 | |
BFGoodrich All Terrain T/A KO2, General Grabber ATX, Goodyear Wrangler Duratrac ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify alternative heavy-duty all-terrain tire models suitable for severe job site conditions. | — | web_article | tire model and brand comparisons | 1x of 3 | |
cooper discoverer line up differences and models ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher needs to understand which specific variant within the Cooper Discoverer family is best suited for severe service. | — | web_article | tire model and brand comparisons | 1x of 3 | |
cost efficiency of investing in premium all terrain tires for fleet PERSONALIZED | Google ↗ AI Mode ↗ | The user wants financial analysis or cost-benefit insights on buying higher-end tires for a working fleet. | — | case_study | commercial cost and investment analysis | 1x of 3 | |
cost reduction commercial truck tires business expense tax deduction PERSONALIZED | Google ↗ AI Mode ↗ | Determine financial strategies and cost management practices for commercial vehicle maintenance and asset investment. | — | faq_page | commercial cost and investment analysis | 1x of 3 | |
commercial truck tire cost benefit analysis for small business fleet PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants financial guidance on how fleet tire investments impact operational expenses for small businesses. | — | case_study | commercial cost and investment analysis | 1x of 3 | |
cooper discoverer tread life mileage warranty commercial use REFORMULATION | Google ↗ AI Mode ↗ | The user wants to check the expected lifespan and warranty terms of Cooper Discoverer tires under demanding workloads. | — | faq_page | tread life and mileage warranty | 1x of 3 | |
Cooper Discoverer durability heavy loads construction site punctures REFORMULATION | Google ↗ AI Mode ↗ | Check the sidewall strength and puncture resistance of Cooper Discoverer tires under heavy construction loads. | — | forum/qna | durability and puncture resistance | 1x of 3 | |
do all terrain tires qualify for three peak mountain snowflake rating RELATED | Google ↗ AI Mode ↗ | The searcher wants to know if Cooper Discoverer tires meet official legal and safety standards for severe winter highway driving. | — | faq_page | all terrain snow and winter capability | 1x of 3 | |
how do all terrain tires handle packed snow and ice on highways RELATED | Google ↗ AI Mode ↗ | The user wants to understand the safety and braking performance of all-terrain tires on snowy and icy highways. | — | web_article | all terrain snow and winter capability | 1x of 3 | |
commercial truck tire ROI calculator wear lifespan cost per mile RELATED | Google ↗ AI Mode ↗ | Calculate the return on investment and cost-per-mile efficiency of commercial vehicle tires. | — | calculator/tool | tread life and mileage warranty | 1x of 3 | |
are expensive all terrain tires worth it for fleet vehicles IMPLICIT | Google ↗ AI Mode ↗ | The searcher seeks economic justification for purchasing premium-tier tires instead of budget alternatives for work trucks. | — | web_article | commercial cost and investment analysis | 1x of 3 | |
cooper discoverer AT3 vs XLT for heavy loads and mud COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to know which specific model within the Cooper Discoverer family is best suited for heavy duty and muddy conditions. | — | comparison_table | tire model and brand comparisons | 1x of 3 | |
do all terrain tires wear out fast on snowy highways IMPLICIT | Google ↗ AI Mode ↗ | Learn about the trade-offs of using aggressive tread patterns on paved winter highways. | — | web_article | all terrain snow and winter capability | 1x of 3 | |
cooper discoverer sidewall puncture resistance construction REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants technical details regarding the durability of Cooper tire sidewalls on sharp construction site debris. | — | product_spec_sheet | durability and puncture resistance | 1x of 3 | |
fleet tire maintenance tips to extend tread life in mud IMPLICIT | Google ↗ AI Mode ↗ | The user wants practical advice on maintaining tires to maximize their investment lifespan when exposed to abrasive job sites. | — | how_to_steps | fleet tire maintenance and handling | 1x of 3 | |
Cooper Discoverer warranty mileage guarantee commercial use ENTITY EXPANSION | Google ↗ AI Mode ↗ | Verify if Cooper's treadwear warranty covers light trucks used in commercial applications. | — | pdf_whitepaper | tread life and mileage warranty | 1x of 3 | |
handling heavy loads on muddy job sites with all terrain tires RELATED | Google ↗ AI Mode ↗ | The searcher wants practical insights on how all-terrain tread patterns perform under heavy payload conditions in deep mud. | — | forum/qna | fleet tire maintenance and handling | 1x of 3 | |
cooper discoverer tire pricing bulk commercial purchase ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to find out about commercial pricing, fleet discounts, or bulk purchasing options for Cooper tires. | — | pricing_page | tread life and mileage warranty | 1x of 3 | |
Cooper Discoverer AT3 XLT price comparison fleet discount COMPARATIVE | Google ↗ AI Mode ↗ | Find pricing information and potential fleet purchasing discounts for Cooper Discoverer tires. | — | pricing_page | commercial cost and investment analysis | 1x of 3 | |
cooper discoverer vs general grabber atx performance comparison COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants another competitive matchup to evaluate mid-tier versus premium tire value for a company fleet. | — | comparison_table | tire model and brand comparisons | 1x of 3 | |
fleet tire maintenance tips to maximize tread life RELATED | Google ↗ AI Mode ↗ | The searcher wants operational best practices to extend the lifespan of their commercial truck tire investment. | — | how_to_steps | fleet tire maintenance and handling | 1x of 3 | |
construction truck tire puncture resistance sidewall strength RELATED | Google ↗ AI Mode ↗ | The user wants to know how well Cooper Discoverer sidewalls resist punctures from sharp rocks and debris on construction sites. | — | product_spec_sheet | durability and puncture resistance | 1x of 3 | |
how to maintain all terrain tires for maximum tread life on work trucks RELATED | Google ↗ AI Mode ↗ | Learn maintenance best practices like rotation schedules and inflation to extend tire life in a commercial fleet. | — | how_to_steps | fleet tire maintenance and handling | 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 | — | 923 / 1,561 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 923 / 1,560 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 923 / 1,555 |