Real ChatGPT answer + Gemini simulation · index seedzxzDjQeNnKYcompleteAI OverviewReal estate · new constructioninformational
We are signing a purchase agreement with Toll Brothers today but I am still panicking about whether Lennar builds a better quality home for the price point in our market.
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search33 queries10/30/2026
Download run
Gemini unique queries
32
3 in ≥ half the passes · stability 38%
ChatGPT real searches predicted
0%
0 of 1 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
We are signing a purchase agreement with Toll Brothers today but I am still panicking about whether Lennar builds a better quality home for the price point in our market.
32 unique queries · 3 passes
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. 32 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
Toll Brothers vs Lennar construction quality Northern Virginia Ashburn Loudoun County reviews warranty materials Google ↗
- Lennar · lennar.com
- New Homes in Virginia by Lennar · lennar.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
32 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Toll Brothers vs Lennar home quality comparison COMPARATIVE | Google ↗ AI Mode ↗ | The user wants a direct comparison of construction quality and material standards between Toll Brothers and Lennar. | — | comparison_table | toll brothers versus lennar comparison | 3x of 3 | |
is Toll Brothers worth the extra money over Lennar REFORMULATION | Google ↗ AI Mode ↗ | Understand if the price premium charged by Toll Brothers is justified compared to Lennar's pricing. | — | buyers_guide | toll brothers versus lennar comparison | 2x of 3 | |
toll brothers standard features vs lennar everything's included ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to compare Toll Brothers' structural and design upgrade approach with Lennar's bundled pricing model. | — | product_spec_sheet | toll brothers versus lennar comparison | 2x of 3 | |
is toll brothers higher quality than lennar REFORMULATION | Google ↗ AI Mode ↗ | The user wants a straightforward assessment of whether Toll Brothers commands a higher quality tier than Lennar. | — | web_article | toll brothers versus lennar comparison | 1x of 3 | |
Lennar homes quality reviews complaints ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find specific consumer complaints and quality issues associated with Lennar homes. | — | review_roundup | lennar home quality reviews and complai… | 1x of 3 | |
Lennar homes standard features vs Toll Brothers COMPARATIVE | Google ↗ AI Mode ↗ | Compare what is included as standard features versus what requires expensive upgrades for both builders. | — | product_spec_sheet | toll brothers versus lennar comparison | 1x of 3 | |
things to check before signing a new construction purchase agreement IMPLICIT | Google ↗ AI Mode ↗ | The user is about to sign today and needs to know what legal and contract safeguards they should review immediately. | — | checklist | new construction purchase agreement adv… | 1x of 3 | |
Toll Brothers construction quality issues and reputation ENTITY EXPANSION | Google ↗ AI Mode ↗ | Investigate common structural issues, warranty service, and build quality reviews for Toll Brothers. | — | review_roundup | toll brothers quality and warranty revi… | 1x of 3 | |
Toll Brothers construction quality reviews RELATED | Google ↗ AI Mode ↗ | Read independent reviews and homeowner feedback on Toll Brothers build quality and warranty service. | — | review_roundup | toll brothers quality and warranty revi… | 1x of 3 | |
lennar home reviews construction quality complaints RELATED | Google ↗ AI Mode ↗ | The user wants to see common complaints and independent reviews regarding Lennar's construction quality. | — | review_roundup | lennar home quality reviews and complai… | 1x of 3 | |
Lennar home build quality problems complaints RELATED | Google ↗ AI Mode ↗ | Find common complaints and quality issues reported by recent Lennar home buyers. | — | forum/qna | lennar home quality reviews and complai… | 1x of 3 | |
can you back out of a new construction purchase agreement IMPLICIT | Google ↗ AI Mode ↗ | Learn about the legal and financial consequences of terminating a signed builder contract. | — | web_article | new construction purchase agreement adv… | 1x of 3 | |
national home builder quality rankings J.D. Power RELATED | Google ↗ AI Mode ↗ | See independent third-party quality and customer satisfaction rankings for major US homebuilders. | — | dataset | national home builder quality rankings | 1x of 3 | |
new construction home purchase agreement red flags to watch out for IMPLICIT | Google ↗ AI Mode ↗ | Identify critical clauses in a builder purchase agreement to check before signing today. | — | checklist | new construction purchase agreement adv… | 1x of 3 | |
how to evaluate national home builder quality before buying PERSONALIZED | Google ↗ AI Mode ↗ | The user seeks a systematic framework to judge national tract and luxury home builders objectively. | — | buyers_guide | national home builder quality rankings | 1x of 3 | |
what to look for during new construction pre drywall inspection RELATED | Google ↗ AI Mode ↗ | Identify critical quality checkpoints to watch out for when building a new construction home. | — | checklist | new construction purchase agreement adv… | 1x of 3 | |
national tract home builders quality tier list ENTITY EXPANSION | Google ↗ AI Mode ↗ | See where Toll Brothers and Lennar rank among major US homebuilders in terms of quality and market positioning. | — | web_article | national home builder quality rankings | 1x of 3 | |
toll brothers homeowner warranty and construction defect reviews RELATED | Google ↗ AI Mode ↗ | The user wants to understand Toll Brothers' post-sale customer service and warranty support quality. | — | forum/qna | toll brothers quality and warranty revi… | 1x of 3 | |
luxury production builder vs entry level builder quality differences RELATED | Google ↗ AI Mode ↗ | Understand the structural and finishing differences between luxury builders like Toll Brothers and volume builders like Lennar. | — | web_article | production versus custom builder quality | 1x of 3 | |
how to inspect a new construction home before closing IMPLICIT | Google ↗ AI Mode ↗ | Learn the best practices for independent home inspections on newly built properties. | — | how_to_steps | new construction purchase agreement adv… | 1x of 3 | |
are lennar homes good value for the price REFORMULATION | Google ↗ AI Mode ↗ | The user wants an evaluation of Lennar's pricing strategy versus the tangible value delivered in the home. | — | web_article | toll brothers versus lennar comparison | 1x of 3 | |
buyer remorse new construction contract signing advice PERSONALIZED | Google ↗ AI Mode ↗ | Find reassurance and practical steps to handle pre-signing or post-signing anxiety for a major house purchase. | — | forum/qna | new construction purchase agreement adv… | 1x of 3 | |
things to negotiate with production home builders PERSONALIZED | Google ↗ AI Mode ↗ | Discover negotiation strategies, design center credits, and incentives when buying from large builders. | — | faq_page | new construction purchase agreement adv… | 1x of 3 | |
new construction home purchase agreement red flags IMPLICIT | Google ↗ AI Mode ↗ | The user needs to identify dangerous clauses in a builder contract before signing today. | — | pdf_whitepaper | new construction purchase agreement adv… | 1x of 3 | |
Toll Brothers structural warranty coverage details RELATED | Google ↗ AI Mode ↗ | Understand what structural and cosmetic defects are covered under the Toll Brothers warranty. | — | pdf_whitepaper | toll brothers quality and warranty revi… | 1x of 3 | |
luxury production builder vs semi custom builder quality differences COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to understand the categorical build quality differences between production builders like Lennar and semi-custom/luxury builders like Toll Brothers. | — | web_article | production versus custom builder quality | 1x of 3 | |
how to negotiate with new construction home builders RELATED | Google ↗ AI Mode ↗ | Learn negotiation tactics for design center credits, closing costs, or pricing before signing a purchase agreement. | — | how_to_steps | new construction purchase agreement adv… | 1x of 3 | |
Lennar Everything's Included package review ENTITY EXPANSION | Google ↗ AI Mode ↗ | Evaluate Lennar's signature bundling strategy to see if it genuinely saves money or lowers quality. | — | review_roundup | lennar home quality reviews and complai… | 1x of 3 | |
lennar construction supervisor quality control process ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants details on how Lennar manages site supervision and quality assurance during construction. | — | case_study | lennar home quality reviews and complai… | 1x of 3 | |
questions to ask new construction builder before signing contract IMPLICIT | Google ↗ AI Mode ↗ | The user needs a list of critical questions to ask the sales representative today before putting pen to paper. | — | faq_page | new construction purchase agreement adv… | 1x of 3 | |
Lennar vs Toll Brothers resale value appreciation COMPARATIVE | Google ↗ AI Mode ↗ | Determine which builder's homes typically hold their value or appreciate better over time on the resale market. | — | web_article | toll brothers versus lennar comparison | 1x of 3 | |
builder grade materials vs custom home materials quality REFORMULATION | Google ↗ AI Mode ↗ | Learn the differences in material quality used by large production builders like Lennar and Toll Brothers. | — | glossary/definition | production versus custom builder quality | 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 | — | 939 / 1,580 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 939 / 1,508 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 939 / 1,434 |