Real ChatGPT answer + Gemini simulation · index seedhXeZBh3uIzkcompleteAI OverviewHome services and improvement · cleaning serviceshowto
What is the average house cleaning cost for a three bedroom property in Dallas so I can price my new startup correctly
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search36 queries10/30/2026
Download run
Gemini unique queries
35
1 in ≥ half the passes · stability 34%
ChatGPT real searches predicted
100%
1 of 1 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
What is the average house cleaning cost for a three bedroom property in Dallas so I can price my new startup correctly
35 unique queries · 3 passes
three bedroom dallas cleaning costs
1 query · 2 hits
standard checklist for 3 bedroom house deep cleaning2xGoogle ↗
ENTITY EXPANSIONInstruction
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.
Gemini simulated (35)ChatGPT real searches (1)
Classes come from the query-classifier (a local Laya model). 28 of 36 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
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
Dallas TX average house cleaning cost 3 bedroom home 2026 pricing per visit hourly rates Google ↗
- How Much Does House Cleaning Cost in Dallas-Fort Worth? (2026 Guide) · dfwcleaningdirectory.com
- Dallas House Cleaning Cost 2026: $130-$290 /Visit · recommended.app
- How Much Does House Cleaning Cost in Dallas TX? (2026 Pricing Guide) · kleenitfm.com
- How Much Does House Cleaning Cost in Dallas, Texas? (2026 Pricing Guide) · emilysmaids.com
- House Cleaning Prices in Dallas (2026) — Dallas Rate Guide · getquotepro.ai
- House Cleaning in Dallas · handld.org
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 |
|---|---|---|---|---|---|---|---|
standard checklist for 3 bedroom house deep cleaning ENTITY EXPANSION | Google ↗ AI Mode ↗ | Understand what tasks are included in a standard three-bedroom cleaning service. | Instruction | checklist | three bedroom dallas cleaning costs | 2x of 3 | |
average house cleaning cost 3 bedroom dallas REFORMULATION | Google ↗ AI Mode ↗ | Find the standard market rate for cleaning a three-bedroom house in Dallas. | Short fact | web_article | three bedroom dallas cleaning costs | 1x of 3 | |
average cost to clean 3 bedroom house dallas REFORMULATION | Google ↗ AI Mode ↗ | Find the direct market rate for standard residential cleaning of a three-bedroom home in Dallas. | Reason | web_article | three bedroom dallas cleaning costs | 1x of 3 | |
average house cleaning cost 3 bedroom dallas texas REFORMULATION | Google ↗ AI Mode ↗ | Find the direct market rate for cleaning a three-bedroom house in Dallas. | Short fact | web_article | three bedroom dallas cleaning costs | 1x of 3 | |
how much do maids charge per hour in dallas tx RELATED | Google ↗ AI Mode ↗ | Determine hourly rates for cleaning services in the local Dallas market. | Short fact | calculator/tool | dallas maid service hourly rates | 1x of 3 | |
dallas maid service hourly rates vs flat rates RELATED | Google ↗ AI Mode ↗ | Understand whether cleaners in Dallas charge by the hour or per flat rate for standard jobs. | Comparison | comparison_table | dallas maid service hourly rates | 1x of 3 | |
how much do maid services charge per hour in dallas RELATED | Google ↗ AI Mode ↗ | Determine the typical hourly labor rates for residential cleaners in the local market. | Comparison | pricing_page | dallas maid service hourly rates | 1x of 3 | |
residential cleaning business startup pricing strategy IMPLICIT | Google ↗ AI Mode ↗ | Learn how to price services correctly for a new cleaning startup. | Reason | buyers_guide | cleaning business startup pricing strat… | 1x of 3 | |
how much do cleaning companies charge per square foot texas IMPLICIT | Google ↗ AI Mode ↗ | Determine square footage-based pricing models used by Texas cleaning businesses. | Short fact | calculator/tool | cleaning rates per square foot | 1x of 3 | |
residential cleaning business pricing calculator IMPLICIT | Google ↗ AI Mode ↗ | Access tools or formulas to help price home cleaning services for a new business. | Comparison | calculator/tool | residential cleaning pricing calculation | 1x of 3 | |
flat rate vs hourly house cleaning pricing COMPARATIVE | Google ↗ AI Mode ↗ | Compare flat-rate and hourly pricing models for residential cleaning. | Comparison | comparison_table | flat rate versus hourly pricing | 1x of 3 | |
residential cleaning price per square foot vs flat rate 3 bedroom COMPARATIVE | Google ↗ AI Mode ↗ | Compare flat rate pricing versus square footage pricing for medium-sized homes. | Comparison | comparison_table | three bedroom dallas cleaning costs | 1x of 3 | |
flat rate vs hourly pricing for house cleaning startup COMPARATIVE | Google ↗ AI Mode ↗ | Compare different pricing structures to determine the best model for a new cleaning business. | Comparison | comparison_table | flat rate versus hourly pricing | 1x of 3 | |
maid service pricing models for new cleaning business startups ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find business guides and strategies specifically tailored to pricing a new cleaning startup. | Reason | buyers_guide | cleaning business startup pricing strat… | 1x of 3 | |
deep cleaning vs standard cleaning rates dallas ENTITY EXPANSION | Google ↗ AI Mode ↗ | Understand the price differentiation between standard and deep cleaning services in Dallas. | Comparison | buyers_guide | dallas cleaning competitor market rates | 1x of 3 | |
pricing residential cleaning services for a new cleaning company PERSONALIZED | Google ↗ AI Mode ↗ | Get actionable pricing formulas tailored for a new cleaning business owner. | Comparison | faq_page | residential cleaning pricing calculation | 1x of 3 | |
how to price residential cleaning services profitably PERSONALIZED | Google ↗ AI Mode ↗ | Learn the profit margin considerations and formulas required to price cleaning services sustainably. | Comparison | pdf_whitepaper | residential cleaning pricing calculation | 1x of 3 | |
how to price residential cleaning services for profit PERSONALIZED | Google ↗ AI Mode ↗ | Learn the business formulas and profit margins needed to price a cleaning startup successfully. | Reason | how_to_steps | residential cleaning pricing calculation | 1x of 3 | |
cost to clean 3 bedroom 2 bathroom house dallas REFORMULATION | Google ↗ AI Mode ↗ | Find specific pricing for a typical 3-bed 2-bath layout in Dallas. | Reason | web_article | three bedroom dallas cleaning costs | 1x of 3 | |
cost to clean 3 bedroom 2 bathroom house texas REFORMULATION | Google ↗ AI Mode ↗ | Find specific pricing benchmarks for common three-bedroom two-bathroom layouts in Texas. | Reason | web_article | three bedroom dallas cleaning costs | 1x of 3 | |
maids service industry profit margins and pricing models RELATED | Google ↗ AI Mode ↗ | Examine industry margins to ensure profitable pricing for a new startup. | Reason | pdf_whitepaper | cleaning business startup pricing strat… | 1x of 3 | |
dallas house cleaning market analysis competitor pricing REFORMULATION | Google ↗ AI Mode ↗ | Analyze competitor pricing strategies in the Dallas residential cleaning market. | Comparison | case_study | dallas cleaning competitor market rates | 1x of 3 | |
commercial cleaning rates per square foot dallas RELATED | Google ↗ AI Mode ↗ | Check square footage rates in Dallas to cross-reference residential pricing models. | Comparison | pricing_page | cleaning rates per square foot | 1x of 3 | |
recurring house cleaning discount rates dallas IMPLICIT | Google ↗ AI Mode ↗ | Find out standard discount percentages for weekly or bi-weekly cleaning packages. | Comparison | pricing_page | recurring cleaning discount strategies | 1x of 3 | |
average maid service rates texas metro areas ENTITY EXPANSION | Google ↗ AI Mode ↗ | Compare Dallas cleaning prices with other major metro areas in Texas. | Short fact | dataset | dallas maid service hourly rates | 1x of 3 | |
cleaning business startup cost and profit margins IMPLICIT | Google ↗ AI Mode ↗ | Discover average startup costs and expected profit margins for a residential cleaning company. | Consequence | pdf_whitepaper | cleaning business startup pricing strat… | 1x of 3 | |
independent cleaner rates vs cleaning franchise pricing dallas COMPARATIVE | Google ↗ AI Mode ↗ | Compare independent cleaner prices against major franchises in Dallas. | Comparison | comparison_table | dallas cleaning competitor market rates | 1x of 3 | |
what factors influence residential cleaning prices IMPLICIT | Google ↗ AI Mode ↗ | Identify variables like pets, frequency, and condition that affect cleaning quotes. | Reason | faq_page | residential cleaning pricing calculation | 1x of 3 | |
move out cleaning cost dallas 3 bedroom ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find specialized pricing for move-out and move-in cleaning services for three-bedroom homes. | Comparison | web_article | three bedroom dallas cleaning costs | 1x of 3 | |
move out cleaning cost 3 bedroom dallas ENTITY EXPANSION | Google ↗ AI Mode ↗ | Determine specialized move-out cleaning rates for a three-bedroom home. | Comparison | web_article | three bedroom dallas cleaning costs | 1x of 3 | |
recurring house cleaning discounts pricing strategy RELATED | Google ↗ AI Mode ↗ | Determine typical discount structures for weekly or bi-weekly cleaning subscriptions. | Comparison | pricing_page | recurring cleaning discount strategies | 1x of 3 | |
maid service business startup guide pricing strategy REFORMULATION | Google ↗ AI Mode ↗ | Find comprehensive guides on setting up and pricing a new maid service company. | Reason | buyers_guide | cleaning business startup pricing strat… | 1x of 3 | |
how to calculate square footage cleaning rates IMPLICIT | Google ↗ AI Mode ↗ | Learn the formula for pricing house cleaning based on square footage. | Instruction | how_to_steps | cleaning rates per square foot | 1x of 3 | |
how to quote house cleaning jobs over the phone IMPLICIT | Google ↗ AI Mode ↗ | Learn best practices for turning cleaning inquiries into booked jobs with correct pricing. | Instruction | how_to_steps | residential cleaning pricing calculation | 1x of 3 | |
how do independent cleaners price their jobs RELATED | Google ↗ AI Mode ↗ | Learn pricing strategies used by independent cleaners versus franchise cleaning companies. | Comparison | forum/qna | flat rate versus hourly pricing | 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 / 1,326 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 919 / 1,397 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 919 / 1,391 |