Real ChatGPT answer + Gemini simulation · index seed6qMHxoa89wEcompleteAI OverviewInsurance · auto insurancelocal
Are there any specialized local insurers in Katy that factor my work-from-home status into lowering my comprehensive rate?
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search35 queries10/30/2026
Download run
Gemini unique queries
34
0 in ≥ half the passes · stability 33%
ChatGPT real searches predicted
100%
1 of 1 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
Are there any specialized local insurers in Katy that factor my work-from-home status into lowering my comprehensive rate?
34 unique queries · 3 passes
local and regional insurers
8 queries · 8 hits
local car insurance companies in Katy Texas1xGoogle ↗
REFORMULATION
local independent insurance agents Katy TX1xGoogle ↗
ENTITY EXPANSION
regional Texas mutual insurance companies Katy1xGoogle ↗
ENTITY EXPANSION
telecommuter auto insurance discount requirements texas1xGoogle ↗
REFORMULATION
pay per mile insurance options in Texas1xGoogle ↗
RELATED
independent insurance agents Katy Texas specialized policies1xGoogle ↗
ENTITY EXPANSION
comparative review of Texas regional auto insurers1xGoogle ↗
COMPARATIVE
telematics pay per mile insurance vs traditional discount Katy1xGoogle ↗
RELATED
low mileage auto discounts
8 queries · 8 hits
low mileage car insurance discounts texas1xGoogle ↗
IMPLICIT
low mileage auto insurance discounts Katy TX1xGoogle ↗
IMPLICIT
best regional texas insurers vs national brands low mileage discount1xGoogle ↗
COMPARATIVE
texas farm bureau insurance low mileage discount katy tx1xGoogle ↗
ENTITY EXPANSION
best regional insurance providers in Texas for low mileage drivers1xGoogle ↗
ENTITY EXPANSION
comprehensive coverage low mileage discount Katy1xGoogle ↗
REFORMULATION
independent insurance agents katy texas low mileage1xGoogle ↗
ENTITY EXPANSION
Texas auto insurance low mileage discount requirements1xGoogle ↗
RELATED
remote work rate impacts
7 queries · 7 hits
does working from home lower comprehensive car insurance rates1xGoogle ↗
RELATED
which insurance companies lower rates for remote workers1xGoogle ↗
RELATED
does working from home lower car insurance rates1xGoogle ↗
RELATED
how does working from home affect comprehensive car insurance rates1xGoogle ↗
IMPLICIT
compare major auto insurers remote worker discounts1xGoogle ↗
COMPARATIVE
pay per mile insurance vs traditional insurance work from home1xGoogle ↗
COMPARATIVE
progressive vs geico vs state farm low mileage discount work from home1xGoogle ↗
COMPARATIVE
low annual mileage coverage
4 queries · 4 hits
low mileage auto insurance vs standard coverage cost1xGoogle ↗
COMPARATIVE
i drive less than 5000 miles a year car insurance discounts1xGoogle ↗
PERSONALIZED
best auto insurance for people who drive under 7500 miles a year1xGoogle ↗
PERSONALIZED
car insurance rating factors low commute distance1xGoogle ↗
RELATED
reporting remote work status
3 queries · 3 hits
katy remote worker discounts
2 queries · 2 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. 34 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-6100% predicted
Katy Texas auto insurance work from home low mileage discount usage based insurance insurers 2026 Google ↗
- Agency website · dagleyins.com
- Pay-Per-Mile Car Insurance with SmartMiles · nationwide.com
- How Low Mileage Impacts Car Insurance · progressive.com
- Low Mileage Car Insurance Savings with Pay-Per-Mile · statefarm.com
- What Is Pay-Per-Mile Car Insurance? · geico.com
- How you drive could save you money on car insurance · tdi.texas.gov
- Know Your Coverage: Usage-Based Insurance (UBI) · opic.texas.gov
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
34 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
katy local insurance companies low mileage work from home discount REFORMULATION | Google ↗ AI Mode ↗ | Find local insurance providers in Katy offering discounts for driving less due to working from home. | — | map/local_pack | katy remote worker discounts | 1x of 3 | |
work from home car insurance discount Katy Texas REFORMULATION | Google ↗ AI Mode ↗ | Find insurance providers in Katy offering low-mileage or work-from-home discounts. | — | web_article | katy remote worker discounts | 1x of 3 | |
local car insurance companies in Katy Texas REFORMULATION | Google ↗ AI Mode ↗ | Find a list of insurance agencies physically located in or serving Katy, Texas. | — | map/local_pack | local and regional insurers | 1x of 3 | |
does working from home lower comprehensive car insurance rates RELATED | Google ↗ AI Mode ↗ | Understand the general relationship between remote work status and comprehensive insurance pricing. | — | faq_page | remote work rate impacts | 1x of 3 | |
which insurance companies lower rates for remote workers RELATED | Google ↗ AI Mode ↗ | Discover national or regional carriers that generally factor work-from-home status into pricing. | — | comparison_table | remote work rate impacts | 1x of 3 | |
does working from home lower car insurance rates RELATED | Google ↗ AI Mode ↗ | Understand generally if remote work status leads to lower auto insurance premiums. | — | web_article | remote work rate impacts | 1x of 3 | |
low mileage car insurance discounts texas IMPLICIT | Google ↗ AI Mode ↗ | Discover state-wide or regional insurance options in Texas that reward minimal vehicle usage. | — | web_article | low mileage auto discounts | 1x of 3 | |
how does working from home affect comprehensive car insurance rates IMPLICIT | Google ↗ AI Mode ↗ | Understand the mechanism of how reduced driving lowers comprehensive and collision costs. | — | faq_page | remote work rate impacts | 1x of 3 | |
low mileage auto insurance discounts Katy TX IMPLICIT | Google ↗ AI Mode ↗ | Find insurance policies in Katy that offer discounts for low annual mileage driven. | — | faq_page | low mileage auto discounts | 1x of 3 | |
best regional texas insurers vs national brands low mileage discount COMPARATIVE | Google ↗ AI Mode ↗ | Compare local Texas insurance carriers against major national brands regarding remote work savings. | — | comparison_table | low mileage auto discounts | 1x of 3 | |
local independent insurance agents Katy TX ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find local agencies in Katy that can shop multiple carriers for niche discounts. | — | map/local_pack | local and regional insurers | 1x of 3 | |
compare major auto insurers remote worker discounts COMPARATIVE | Google ↗ AI Mode ↗ | Compare how different insurance companies evaluate and reward remote workers. | — | comparison_table | remote work rate impacts | 1x of 3 | |
texas farm bureau insurance low mileage discount katy tx ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check if prominent regional or mutual insurers operating in Katy provide remote work rate reductions. | — | review_roundup | low mileage auto discounts | 1x of 3 | |
low mileage auto insurance vs standard coverage cost COMPARATIVE | Google ↗ AI Mode ↗ | Compare the potential savings between standard policies and low-mileage/remote worker policies. | — | buyers_guide | low annual mileage coverage | 1x of 3 | |
regional Texas mutual insurance companies Katy ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify regional or mutual insurance companies operating in Katy that might offer specialized local rates. | — | review_roundup | local and regional insurers | 1x of 3 | |
how to report work from home status to auto insurance company PERSONALIZED | Google ↗ AI Mode ↗ | Learn the practical steps and documentation needed to declare remote work to an insurer for a discount. | — | how_to_steps | reporting remote work status | 1x of 3 | |
i drive less than 5000 miles a year car insurance discounts PERSONALIZED | Google ↗ AI Mode ↗ | Find exact mileage thresholds required by insurers to qualify for reduced rates. | — | calculator/tool | low annual mileage coverage | 1x of 3 | |
best auto insurance for people who drive under 7500 miles a year PERSONALIZED | Google ↗ AI Mode ↗ | Find insurance options tailored to drivers with low annual mileage due to remote work. | — | buyers_guide | low annual mileage coverage | 1x of 3 | |
telecommuter auto insurance discount requirements texas REFORMULATION | Google ↗ AI Mode ↗ | Find the official qualifications needed to receive a telecommuting discount on car insurance in Texas. | — | pdf_whitepaper | local and regional insurers | 1x of 3 | |
best regional insurance providers in Texas for low mileage drivers ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify regional Texas insurance companies that might offer better localized discounts than national giants. | — | review_roundup | low mileage auto discounts | 1x of 3 | |
comprehensive coverage low mileage discount Katy REFORMULATION | Google ↗ AI Mode ↗ | Find out if comprehensive insurance rates specifically drop for remote workers in Katy. | — | faq_page | low mileage auto discounts | 1x of 3 | |
pay per mile insurance vs traditional insurance work from home COMPARATIVE | Google ↗ AI Mode ↗ | Evaluate whether usage-based or pay-per-mile insurance is better for someone who works from home. | — | buyers_guide | remote work rate impacts | 1x of 3 | |
does comprehensive insurance cover a car that is parked at home most of the time IMPLICIT | Google ↗ AI Mode ↗ | Clarify if comprehensive coverage remains beneficial and how it is priced when a vehicle is rarely driven. | — | glossary/definition | comprehensive coverage while parked | 1x of 3 | |
pay per mile insurance options in Texas RELATED | Google ↗ AI Mode ↗ | Explore telematics and pay-per-mile insurance programs available for Texas residents. | — | web_article | local and regional insurers | 1x of 3 | |
independent insurance agents katy texas low mileage ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find local independent insurance brokers in Katy who can shop multiple carriers for remote work discounts. | — | map/local_pack | low mileage auto discounts | 1x of 3 | |
Texas auto insurance low mileage discount requirements RELATED | Google ↗ AI Mode ↗ | Check state regulations or standard carrier requirements for low mileage programs in Texas. | — | pdf_whitepaper | low mileage auto discounts | 1x of 3 | |
independent insurance agents Katy Texas specialized policies ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find local independent insurance brokers in Katy who can shop multiple carriers for niche discounts. | — | map/local_pack | local and regional insurers | 1x of 3 | |
does comprehensive cover car while parked at home RELATED | Google ↗ AI Mode ↗ | Understand what comprehensive insurance covers while a vehicle remains parked at home during remote work hours. | — | glossary/definition | comprehensive coverage while parked | 1x of 3 | |
how do insurance companies verify work from home status IMPLICIT | Google ↗ AI Mode ↗ | Learn the documentation or tracking methods required to prove remote work status for a discount. | — | how_to_steps | reporting remote work status | 1x of 3 | |
progressive vs geico vs state farm low mileage discount work from home COMPARATIVE | Google ↗ AI Mode ↗ | Compare major national carriers on their specific remote work or low mileage discount offerings. | — | comparison_table | remote work rate impacts | 1x of 3 | |
how to prove work from home status to auto insurance company REFORMULATION | Google ↗ AI Mode ↗ | Learn the documentation or telematics required to prove reduced driving habits. | — | how_to_steps | reporting remote work status | 1x of 3 | |
comparative review of Texas regional auto insurers COMPARATIVE | Google ↗ AI Mode ↗ | Review and contrast customer satisfaction and pricing for regional insurers in Texas. | — | review_roundup | local and regional insurers | 1x of 3 | |
telematics pay per mile insurance vs traditional discount Katy RELATED | Google ↗ AI Mode ↗ | Evaluate whether pay-per-mile programs are better than traditional discounts for remote workers. | — | forum/qna | local and regional insurers | 1x of 3 | |
car insurance rating factors low commute distance RELATED | Google ↗ AI Mode ↗ | Understand the weight insurance rating algorithms place on daily commute distance. | — | glossary/definition | low annual mileage coverage | 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 | — | 919 / 1,420 | |
| gemini-3.5-flash-lite | 2 | 10 | 10 | — | 919 / 1,260 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 919 / 1,475 |