Real ChatGPT answer + Gemini simulation · index seedKjphvFcPUTMcompleteAI OverviewInsurance · business insurancecommercial
Can you review the rating factors used by leading carriers for retail boutique property insurance pricing in coastal flood zones prone to minor hurricane disruptions?
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search39 queries10/30/2026
Download run
Gemini unique queries
35
1 in ≥ half the passes · stability 34%
ChatGPT real searches predicted
75%
3 of 4 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
Can you review the rating factors used by leading carriers for retail boutique property insurance pricing in coastal flood zones prone to minor hurricane disruptions?
35 unique queries · 3 passes
carrier comparison and market options
1 query · 2 hits
rating factors retail boutique property insurance coastal flood zone2xGoogle ↗
REFORMULATION
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 (4)
Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence. 35 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.
ChatGPT4 real searches · gpt-675% predicted
commercial property insurance underwriting rating factors coastal flood wind catastrophe modeling building characteristics deductible business interruption retail carriers Google ↗
commercial property insurers flood underwriting rating factors location elevation distance to coast construction roof mitigation catastrophe models Google ↗
Travelers commercial property underwriting factors building construction occupancy protection loss history catastrophe exposure Google ↗
Chubb commercial property underwriting flood windstorm risk factors coastal property Google ↗
- Climate Underwriting Strategy · sustainability.travelers.com
- Catastrophe & Weather Models · sustainability.travelers.com
- Risk Rating 2.0 - What Goes Into a Rate? | The National Flood Insurance Program for Agents · agents.floodsmart.gov
- Flood Risk Assessment & Underwriting · cotality.com
- Commercial Property Insurance Overview | Consumer Services · myfloridacfo.com
- Commercial Property Insurance Overview | Consumer Services · myfloridacfo.com
- Research Report · rand.org
- Rising Waters · chubb.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
35 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
rating factors retail boutique property insurance coastal flood zone REFORMULATION | Google ↗ AI Mode ↗ | Find the primary underwriting rating factors used to price property insurance for retail stores in flood-prone coastal areas. | — | web_article | carrier comparison and market options | 2x of 3 | |
commercial property insurance rating factors coastal flood zone REFORMULATION | Google ↗ AI Mode ↗ | Understand the core rating variables insurance carriers use for commercial properties located in flood-prone coastal regions. | — | glossary/definition | underwriting rating and pricing factors | 1x of 3 | |
commercial property insurance hurricane deductible calculation coastal regions RELATED | Google ↗ AI Mode ↗ | Understand how carriers calculate hurricane-specific percentage deductibles for coastal commercial properties. | — | faq_page | underwriting rating and pricing factors | 1x of 3 | |
top property insurance carriers for coastal retail businesses ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify leading insurance companies that specialize in or actively write property coverage for coastal retail boutiques. | — | review_roundup | carrier comparison and market options | 1x of 3 | |
retail boutique property insurance cost factors ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify specific pricing determinants unique to retail boutique businesses, such as inventory value and foot traffic. | — | web_article | carrier comparison and market options | 1x of 3 | |
how do insurance companies price retail flood and windstorm coverage IMPLICIT | Google ↗ AI Mode ↗ | Learn the underlying methodology and risk-scoring processes insurers use to combine flood and windstorm peril pricing. | — | how_to_steps | underwriting rating and pricing factors | 1x of 3 | |
commercial property insurance pricing minor hurricane risk zone RELATED | Google ↗ AI Mode ↗ | Understand how insurers price policies for businesses exposed to low-severity hurricane disruptions. | — | pdf_whitepaper | underwriting rating and pricing factors | 1x of 3 | |
how do insurance carriers price property in minor hurricane zones RELATED | Google ↗ AI Mode ↗ | Find out how underwriting models account for frequent but low-severity hurricane disruptions. | — | pdf_whitepaper | underwriting rating and pricing factors | 1x of 3 | |
how do insurers calculate flood zone surcharges for commercial retail property IMPLICIT | Google ↗ AI Mode ↗ | Learn the mechanics of flood zone rating tables, elevation certificates, and base flood elevations used in commercial pricing. | — | faq_page | underwriting rating and pricing factors | 1x of 3 | |
top commercial property insurance carriers coastal risk pricing comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare how leading insurance providers evaluate and price coastal commercial risks differently. | — | comparison_table | carrier comparison and market options | 1x of 3 | |
admitted vs surplus lines coastal boutique property insurance pricing comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare how admitted commercial carriers versus surplus lines insurers rate and price boutique retail property in high-risk zones. | — | comparison_table | carrier comparison and market options | 1x of 3 | |
admitted vs surplus lines property insurance coastal retail boutique COMPARATIVE | Google ↗ AI Mode ↗ | Compare coverage availability and pricing differences between standard admitted carriers and surplus lines for coastal retail risks. | — | comparison_table | carrier comparison and market options | 1x of 3 | |
commercial flood insurance rating variables vs windstorm rating factors IMPLICIT | Google ↗ AI Mode ↗ | Distinguish between how flood risk and wind risk are separately rated and priced in coastal commercial policies. | — | faq_page | underwriting rating and pricing factors | 1x of 3 | |
leading commercial property insurance carriers for coastal retail boutiques ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify specific top-tier insurance carriers known for writing boutique retail property coverage in coastal zones. | — | buyers_guide | carrier comparison and market options | 1x of 3 | |
best business insurance policies for coastal retail shops PERSONALIZED | Google ↗ AI Mode ↗ | Discover recommended insurance packages tailored for small retail stores operating in high-risk coastal environments. | — | buyers_guide | carrier comparison and market options | 1x of 3 | |
small business retail store insurance policyholder risk management for coastal floods PERSONALIZED | Google ↗ AI Mode ↗ | Discover practical risk mitigation measures boutique owners can take to lower their property insurance premiums in flood zones. | — | checklist | carrier comparison and market options | 1x of 3 | |
commercial property insurance risk mitigation discounts coastal boutique PERSONALIZED | Google ↗ AI Mode ↗ | Discover loss control measures and structural upgrades that reduce premium costs for coastal retail shops. | — | how_to_steps | carrier comparison and market options | 1x of 3 | |
boutique retail store property insurance cost benchmarks REFORMULATION | Google ↗ AI Mode ↗ | Find average premium costs or rate-per-thousand benchmarks for retail boutique property insurance. | — | dataset | carrier comparison and market options | 1x of 3 | |
retail boutique property insurance underwriting guidelines REFORMULATION | Google ↗ AI Mode ↗ | Review the formal underwriting standards applied to retail boutiques by property insurers. | — | product_spec_sheet | carrier comparison and market options | 1x of 3 | |
commercial flood insurance rating variables elevation certificate risk score REFORMULATION | Google ↗ AI Mode ↗ | Determine how elevation certificates and flood risk scoring impact commercial property insurance pricing. | — | product_spec_sheet | underwriting rating and pricing factors | 1x of 3 | |
coastal commercial property insurance underwriting guidelines flood and wind RELATED | Google ↗ AI Mode ↗ | Examine the underwriting rules insurers enforce regarding flood and windstorm exposures for coastal real estate. | — | pdf_whitepaper | underwriting rating and pricing factors | 1x of 3 | |
coastal flood zone commercial property insurance deductibles and pricing RELATED | Google ↗ AI Mode ↗ | Learn how deductibles and sub-limits impact the overall cost of property insurance in coastal flood areas. | — | web_article | underwriting rating and pricing factors | 1x of 3 | |
commercial property insurance coastal wind mitigation glossary RELATED | Google ↗ AI Mode ↗ | Look up definitions for specialized terms related to coastal windstorm and hurricane mitigation credits. | — | glossary/definition | underwriting rating and pricing factors | 1x of 3 | |
deductible options for coastal retail property hurricane and flood claims IMPLICIT | Google ↗ AI Mode ↗ | Understand how percentage deductibles for windstorms and separate flood deductibles impact overall retail insurance pricing. | — | glossary/definition | underwriting rating and pricing factors | 1x of 3 | |
hurricane risk mitigation discounts commercial property insurance IMPLICIT | Google ↗ AI Mode ↗ | Find ways retail businesses can lower their property insurance premiums through hurricane hardening and mitigation. | — | checklist | underwriting rating and pricing factors | 1x of 3 | |
average commercial property insurance cost coastal retail boutique RELATED | Google ↗ AI Mode ↗ | Find benchmark cost data or pricing ranges for insuring retail stores located near the coast. | — | pricing_page | carrier comparison and market options | 1x of 3 | |
major property insurance rating bureau factors ISO commercial lines ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify standardized rating bureaus like ISO and the specific factors they publish for commercial property lines. | — | product_spec_sheet | underwriting rating and pricing factors | 1x of 3 | |
how climate risk affects small business property insurance rates RELATED | Google ↗ AI Mode ↗ | Understand broader industry trends regarding how climate hazards in coastal regions influence rate increases. | — | case_study | underwriting rating and pricing factors | 1x of 3 | |
commercial property insurance catastrophe modeling coastal flood hurricane IMPLICIT | Google ↗ AI Mode ↗ | Understand how catastrophe models evaluate minor hurricane and flood frequencies for commercial rate filings. | — | pdf_whitepaper | underwriting rating and pricing factors | 1x of 3 | |
wind vs flood damage commercial property insurance claims analysis COMPARATIVE | Google ↗ AI Mode ↗ | Learn how insurers differentiate between windstorm damage and flood damage during hurricane events for claims and pricing. | — | case_study | underwriting rating and pricing factors | 1x of 3 | |
commercial flood zone rating tables and risk scores ENTITY EXPANSION | Google ↗ AI Mode ↗ | Examine the technical rating tables and flood zone designations used by insurers to calculate premiums. | — | dataset | underwriting rating and pricing factors | 1x of 3 | |
best property insurance companies for coastal retail stores reviews ENTITY EXPANSION | Google ↗ AI Mode ↗ | Read professional reviews and ratings of insurance carriers specializing in coastal commercial retail risks. | — | review_roundup | carrier comparison and market options | 1x of 3 | |
small business retail insurance coastal risk assessment checklist PERSONALIZED | Google ↗ AI Mode ↗ | Evaluate a retail storefront's vulnerability to coastal hazards to prepare for commercial insurance underwriting. | — | checklist | carrier comparison and market options | 1x of 3 | |
coastal commercial property insurance rate filing case study COMPARATIVE | Google ↗ AI Mode ↗ | Examine real-world examples of insurance rate increases and factor adjustments in hurricane-prone coastal counties. | — | case_study | underwriting rating and pricing factors | 1x of 3 | |
retail store insurance rating factors list REFORMULATION | Google ↗ AI Mode ↗ | Get a straightforward list of rating elements that influence retail property insurance quotes. | — | faq_page | carrier comparison and market options | 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 | — | 925 / 1,508 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 925 / 1,530 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 925 / 1,471 |