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Do these home repair contractor quotes include permits and cleanup or will we get hit with surprise fees later
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
Do these home repair contractor quotes include permits and cleanup or will we get hit with surprise fees later
36 unique queries · 3 passes
reading and understanding contractor es…
6 queries · 6 hits
what is typically included in a home repair contractor quote1xGoogle ↗
REFORMULATION
how to read a contractor estimate and spot missing items1xGoogle ↗
IMPLICIT
construction change orders vs original contractor estimate1xGoogle ↗
ENTITY EXPANSION
how to read a home improvement contractor estimate1xGoogle ↗
PERSONALIZED
what questions to ask contractor before signing quote1xGoogle ↗
IMPLICIT
what does turn-key contractor quote mean1xGoogle ↗
ENTITY EXPANSION
debris removal and cleanup costs
6 queries · 6 hits
do contractor bids include permits and debris removal1xGoogle ↗
RELATED
home renovation debris removal cost and who pays1xGoogle ↗
RELATED
who is responsible for construction debris cleanup and disposal fees1xGoogle ↗
RELATED
how to negotiate contractor quote to include cleanup and waste disposal1xGoogle ↗
PERSONALIZED
average cost of construction debris dumpster rental and permit fees1xGoogle ↗
RELATED
contractor cleanup fees dumpster rental included or extra1xGoogle ↗
RELATED
contract clauses and consumer protection
6 queries · 6 hits
standard clauses to prevent unexpected contractor change orders1xGoogle ↗
ENTITY EXPANSION
standard contractor contract clauses for cleanup and permits1xGoogle ↗
REFORMULATION
as a homeowner how should I ask my contractor if permits and cleanup are included1xGoogle ↗
PERSONALIZED
can a contractor charge extra for cleanup without written approval1xGoogle ↗
RELATED
mechanics lien waiver and final payment clauses in construction contracts1xGoogle ↗
ENTITY EXPANSION
how to protect yourself from contractor change order abuse1xGoogle ↗
PERSONALIZED
hidden fees in contractor contracts
5 queries · 5 hits
home repair contractor quotes hidden fees permits cleanup1xGoogle ↗
REFORMULATION
what additional costs to look out for in home improvement contracts1xGoogle ↗
IMPLICIT
hidden costs in home repair contracts to watch out for1xGoogle ↗
IMPLICIT
common hidden fees in home improvement contracts1xGoogle ↗
IMPLICIT
remodeling contract checklist for hidden costs and exclusions1xGoogle ↗
REFORMULATION
building permit responsibilities and fe…
5 queries · 5 hits
do standard contractor quotes include permit fees1xGoogle ↗
REFORMULATION
do contractor bids include permits or are they extra1xGoogle ↗
RELATED
building permit fees contractor responsibility vs homeowner responsibility1xGoogle ↗
ENTITY EXPANSION
are building permits the homeowner or contractor responsibility1xGoogle ↗
REFORMULATION
average cost of building permits for home renovations1xGoogle ↗
ENTITY EXPANSION
fixed price versus time materials
3 queries · 3 hits
red flags and estimate markups
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
Alabama home improvement contractor written contract permits debris removal cleanup requirements consumer protection Google ↗
- Warning Against Home Repair Fraud · hblb.alabama.gov
- HOME BUILDERS LICENSURE LAW · hblb.alabama.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
36 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
what is typically included in a home repair contractor quote REFORMULATION | Google ↗ AI Mode ↗ | Understand standard items included in general contractor estimates. | — | web_article | reading and understanding contractor es… | 1x of 3 | |
home repair contractor quotes hidden fees permits cleanup REFORMULATION | Google ↗ AI Mode ↗ | Understand if standard home repair estimates typically bundle permitting costs and site cleanup or list them separately. | — | web_article | hidden fees in contractor contracts | 1x of 3 | |
do standard contractor quotes include permit fees REFORMULATION | Google ↗ AI Mode ↗ | Find out if building and construction permits are typically bundled into initial contractor estimates. | — | web_article | building permit responsibilities and fe… | 1x of 3 | |
do contractor bids include permits or are they extra RELATED | Google ↗ AI Mode ↗ | Determine whether building permits are usually bundled into the initial estimate. | — | faq_page | building permit responsibilities and fe… | 1x of 3 | |
do contractor bids include permits and debris removal RELATED | Google ↗ AI Mode ↗ | Find out what standard industry practices dictate regarding building permits and post-construction cleanup. | — | faq_page | debris removal and cleanup costs | 1x of 3 | |
home renovation debris removal cost and who pays RELATED | Google ↗ AI Mode ↗ | Understand whether site cleanup and disposal fees are standard or extra charges. | — | faq_page | debris removal and cleanup costs | 1x of 3 | |
who is responsible for construction debris cleanup and disposal fees RELATED | Google ↗ AI Mode ↗ | Find out if cleanup and dumpsters are standard responsibilities of the contractor. | — | web_article | debris removal and cleanup costs | 1x of 3 | |
what additional costs to look out for in home improvement contracts IMPLICIT | Google ↗ AI Mode ↗ | Identify potential surprise charges or financial pitfalls beyond the initial estimate provided by a contractor. | — | checklist | hidden fees in contractor contracts | 1x of 3 | |
hidden costs in home repair contracts to watch out for IMPLICIT | Google ↗ AI Mode ↗ | Discover common surprise fees that contractors might add later in the project. | — | checklist | hidden fees in contractor contracts | 1x of 3 | |
common hidden fees in home improvement contracts IMPLICIT | Google ↗ AI Mode ↗ | Identify unexpected charges that might appear after signing a repair quote. | — | checklist | hidden fees in contractor contracts | 1x of 3 | |
fixed price vs time and materials contractor quote hidden costs COMPARATIVE | Google ↗ AI Mode ↗ | Compare different contract pricing models to determine which one is safer against unexpected cost overruns. | — | comparison_table | fixed price versus time materials | 1x of 3 | |
fixed price vs time and materials contract hidden fees comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare how different contract types protect against unexpected cost overruns. | — | comparison_table | fixed price versus time materials | 1x of 3 | |
how to read a contractor estimate and spot missing items IMPLICIT | Google ↗ AI Mode ↗ | Learn how to analyze quotes to ensure labor, materials, permits, and cleanup are accounted for. | — | how_to_steps | reading and understanding contractor es… | 1x of 3 | |
building permit fees contractor responsibility vs homeowner responsibility ENTITY EXPANSION | Google ↗ AI Mode ↗ | Determine legally who is typically responsible for securing and paying for local municipal building permits. | — | buyers_guide | building permit responsibilities and fe… | 1x of 3 | |
construction change orders vs original contractor estimate ENTITY EXPANSION | Google ↗ AI Mode ↗ | Learn how change orders introduce extra fees to a home repair project. | — | glossary/definition | reading and understanding contractor es… | 1x of 3 | |
fixed price vs time and materials contractor contracts hidden costs COMPARATIVE | Google ↗ AI Mode ↗ | Compare contract types to see which one protects against surprise fees. | — | comparison_table | fixed price versus time materials | 1x of 3 | |
how to negotiate contractor quote to include cleanup and waste disposal PERSONALIZED | Google ↗ AI Mode ↗ | Learn practical negotiation tactics to ensure waste disposal and site cleanup are explicitly covered in writing. | — | how_to_steps | debris removal and cleanup costs | 1x of 3 | |
how to read a home improvement contractor estimate PERSONALIZED | Google ↗ AI Mode ↗ | Learn how to analyze a contractor quote line-by-line to spot missing items like permits. | — | how_to_steps | reading and understanding contractor es… | 1x of 3 | |
standard clauses to prevent unexpected contractor change orders ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find legal or contractual protections against surprise cost overruns. | — | pdf_whitepaper | contract clauses and consumer protection | 1x of 3 | |
standard contractor contract clauses for cleanup and permits REFORMULATION | Google ↗ AI Mode ↗ | View example contract language regarding debris removal and permit acquisition to protect against surprise bills. | — | pdf_whitepaper | contract clauses and consumer protection | 1x of 3 | |
are building permits the homeowner or contractor responsibility REFORMULATION | Google ↗ AI Mode ↗ | Determine legal and financial responsibility for obtaining and paying for local permits. | — | faq_page | building permit responsibilities and fe… | 1x of 3 | |
average cost of building permits for home renovations ENTITY EXPANSION | Google ↗ AI Mode ↗ | Estimate the typical out-of-pocket cost for municipal permits. | — | calculator/tool | building permit responsibilities and fe… | 1x of 3 | |
average cost of construction debris dumpster rental and permit fees RELATED | Google ↗ AI Mode ↗ | Estimate the out-of-pocket costs for cleanup and permits if they are left off the contractor's quote. | — | calculator/tool | debris removal and cleanup costs | 1x of 3 | |
contractor cleanup fees dumpster rental included or extra RELATED | Google ↗ AI Mode ↗ | Find out if site cleanup includes dumpster rentals and labor or if it incurs separate fees. | — | web_article | debris removal and cleanup costs | 1x of 3 | |
as a homeowner how should I ask my contractor if permits and cleanup are included PERSONALIZED | Google ↗ AI Mode ↗ | Get exact phrasing to clarify quote inclusions with a contractor. | — | faq_page | contract clauses and consumer protection | 1x of 3 | |
red flags in home repair estimates and hidden markup IMPLICIT | Google ↗ AI Mode ↗ | Recognize warning signs in contractor bids that suggest future disputes or unexpected fee additions. | — | review_roundup | red flags and estimate markups | 1x of 3 | |
what questions to ask contractor before signing quote IMPLICIT | Google ↗ AI Mode ↗ | Find a list of questions to ask contractors to prevent surprise fees. | — | checklist | reading and understanding contractor es… | 1x of 3 | |
can a contractor charge extra for cleanup without written approval RELATED | Google ↗ AI Mode ↗ | Understand the legal limits of post-project billing additions. | — | forum/qna | contract clauses and consumer protection | 1x of 3 | |
lump sum contract vs cost plus contract unexpected fees COMPARATIVE | Google ↗ AI Mode ↗ | Analyze how different contract structures handle overages, cleanup, and administrative permit fees. | — | glossary/definition | lump sum versus cost plus | 1x of 3 | |
lump sum contract vs cost plus contract surprise costs COMPARATIVE | Google ↗ AI Mode ↗ | Understand which contract structure minimizes unexpected financial surprises. | — | comparison_table | lump sum versus cost plus | 1x of 3 | |
remodeling contract checklist for hidden costs and exclusions REFORMULATION | Google ↗ AI Mode ↗ | Find a list of exclusions to check for in remodeling estimates. | — | checklist | hidden fees in contractor contracts | 1x of 3 | |
subcontractor fees and material markups in home renovation quotes ENTITY EXPANSION | Google ↗ AI Mode ↗ | Uncover other hidden fee categories like subcontractor charges and material markups that might appear later. | — | web_article | red flags and estimate markups | 1x of 3 | |
mechanics lien waiver and final payment clauses in construction contracts ENTITY EXPANSION | Google ↗ AI Mode ↗ | Learn about legal clauses that protect against unexpected post-project claims and fees. | — | pdf_whitepaper | contract clauses and consumer protection | 1x of 3 | |
red flags in home renovation contractor estimates REFORMULATION | Google ↗ AI Mode ↗ | Identify warning signs in quotes that indicate potential hidden fees or missing permits. | — | buyers_guide | red flags and estimate markups | 1x of 3 | |
what does turn-key contractor quote mean ENTITY EXPANSION | Google ↗ AI Mode ↗ | Define 'turn-key' pricing to see if it covers permits and cleanup. | — | glossary/definition | reading and understanding contractor es… | 1x of 3 | |
how to protect yourself from contractor change order abuse PERSONALIZED | Google ↗ AI Mode ↗ | Discover methods to prevent unauthorized or inflated change orders that add surprise fees during construction. | — | forum/qna | contract clauses and consumer protection | 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 | — | 913 / 1,384 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 913 / 1,361 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 913 / 1,481 |