Real ChatGPT answer + Gemini simulation · index seed2fWz6YQyxTkcompleteAI OverviewHome services and improvement · cleaning servicescommercial
Can you estimate the total cost for a whole house deep clean in Houston if I provide all the vacuuming and mopping tools
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search34 queries10/30/2026
Download run
Gemini unique queries
31
1 in ≥ half the passes · stability 34%
ChatGPT real searches predicted
100%
3 of 3 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
Can you estimate the total cost for a whole house deep clean in Houston if I provide all the vacuuming and mopping tools
31 unique queries · 3 passes
houston deep cleaning cost estimates
1 query · 2 hits
houston whole house deep cleaning cost estimate2xGoogle ↗
REFORMULATIONComparison
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 (31)ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 28 of 34 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.
ChatGPT3 real searches · gpt-6100% predicted
Houston TX whole house deep cleaning cost 2026 average hourly rates square footage Google ↗
house cleaning services Google ↗
deep cleaning services Google ↗
- Deep Cleaning Cost in Houston (2026) — Flat-Rate Prices by Home Size · kathycleanhouston.com
- How Much Does House Cleaning Cost in Houston in 2026? · bookcleantex.com
- Deep Cleaning Services Houston & Katy, TX · 713cleaning.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
31 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
houston whole house deep cleaning cost estimate REFORMULATION | Google ↗ AI Mode ↗ | The user wants a direct cost estimate for a whole house deep clean specifically in Houston. | Comparison | pricing_page | houston deep cleaning cost estimates | 2x of 3 | |
average cost for whole house deep clean Houston REFORMULATION | Google ↗ AI Mode ↗ | Find the general baseline pricing for a comprehensive deep cleaning service in the Houston area. | Comparison | pricing_page | houston deep cleaning cost estimates | 1x of 3 | |
how much do maid services charge for deep cleaning in houston tx RELATED | Google ↗ AI Mode ↗ | The user is looking for general hourly or flat rates charged by professional cleaners in the local market. | Comparison | web_article | houston maid service hourly rates | 1x of 3 | |
houston house cleaning services deep clean price per square foot RELATED | Google ↗ AI Mode ↗ | Understand how local cleaning companies calculate deep cleaning costs based on home size. | Comparison | calculator/tool | houston deep cleaning cost estimates | 1x of 3 | |
how much do house cleaners charge per hour in houston texas RELATED | Google ↗ AI Mode ↗ | Determine the typical hourly labor rate for professional residential cleaners in the Houston market. | Reason | web_article | houston maid service hourly rates | 1x of 3 | |
does providing cleaning supplies reduce house cleaning cost IMPLICIT | Google ↗ AI Mode ↗ | The user wants to know if supplying their own vacuum and mop will actually lower the price quoted by cleaners. | Consequence | faq_page | customer supplied equipment pricing pol… | 1x of 3 | |
do cleaning services charge less if supplies are provided IMPLICIT | Google ↗ AI Mode ↗ | Determine whether supplying one's own cleaning equipment reduces the overall quote. | Reason | faq_page | customer supplied equipment pricing pol… | 1x of 3 | |
does providing your own vacuum lower house cleaning service rates IMPLICIT | Google ↗ AI Mode ↗ | Understand if supplying cleaning equipment like vacuums and mops leads to a discount on cleaning services. | Consequence | faq_page | customer supplied equipment pricing pol… | 1x of 3 | |
deep clean vs standard clean cost comparison house COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to understand the price difference between a deep clean and a standard clean. | Comparison | comparison_table | deep vs standard clean pricing | 1x of 3 | |
deep clean vs standard clean cost houston COMPARATIVE | Google ↗ AI Mode ↗ | Compare the price difference between a standard recurring clean and a one-time deep clean in Houston. | Comparison | comparison_table | deep vs standard clean pricing | 1x of 3 | |
flat rate vs hourly house cleaning deep clean price comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare whether flat-rate pricing or hourly pricing is more cost-effective for a whole house deep clean. | Comparison | comparison_table | deep vs standard clean pricing | 1x of 3 | |
average cost of house cleaning by square footage houston ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to see how house size affects the overall deep cleaning price calculation. | Short fact | calculator/tool | square footage cleaning cost calculator | 1x of 3 | |
what is included in a whole house deep cleaning checklist ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify the exact tasks typically performed during a deep cleaning service to evaluate if it matches expectations. | Instruction | checklist | deep cleaning services overview and che… | 1x of 3 | |
houston maid service prices list 3 bedroom house ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check specific sample pricing packages for a standard home size (3 bedrooms) in Houston. | Comparison | pricing_page | houston maid service hourly rates | 1x of 3 | |
cheap house cleaning services houston deep clean PERSONALIZED | Google ↗ AI Mode ↗ | The user is looking for budget-friendly options for a deep cleaning service in the area. | Comparison | review_roundup | best rated houston cleaning services | 1x of 3 | |
how to prepare house for deep cleaning service PERSONALIZED | Google ↗ AI Mode ↗ | Learn how to get the house ready and set up equipment like vacuums and mops prior to the cleaners' arrival. | Instruction | how_to_steps | deep cleaning services overview and che… | 1x of 3 | |
what is included in a professional deep house cleaning checklist RELATED | Google ↗ AI Mode ↗ | See the specific tasks performed during a deep clean to justify the estimated cost. | Instruction | checklist | deep cleaning services overview and che… | 1x of 3 | |
what is included in a professional whole house deep clean REFORMULATION | Google ↗ AI Mode ↗ | The user wants a detailed checklist of tasks performed during a deep cleaning session. | Comparison | checklist | deep cleaning services overview and che… | 1x of 3 | |
houston maid service hourly rates for deep cleaning REFORMULATION | Google ↗ AI Mode ↗ | Find hourly labor rates charged by Houston cleaning professionals for intensive cleaning. | Comparison | web_article | houston maid service hourly rates | 1x of 3 | |
average cost of move out cleaning vs deep cleaning houston COMPARATIVE | Google ↗ AI Mode ↗ | Compare deep cleaning costs with similar intensive cleaning services like move-out cleans in the local area. | Comparison | web_article | houston deep cleaning cost estimates | 1x of 3 | |
houston maid service hourly rates 2026 RELATED | Google ↗ AI Mode ↗ | The user wants current hourly rates for professional cleaners in Houston. | Comparison | dataset | houston maid service hourly rates | 1x of 3 | |
estimated time for whole house deep clean RELATED | Google ↗ AI Mode ↗ | Find out how many hours a professional deep clean takes to gauge labor costs. | Reason | web_article | deep cleaning services overview and che… | 1x of 3 | |
house cleaning calculator cost by square footage REFORMULATION | Google ↗ AI Mode ↗ | Use an online tool to calculate cleaning costs based on the home's square footage. | Comparison | calculator/tool | square footage cleaning cost calculator | 1x of 3 | |
house cleaning service policy on customer supplied equipment IMPLICIT | Google ↗ AI Mode ↗ | The user wants to know company rules and liability issues when using customer-owned vacuums and mops. | Reason | forum/qna | customer supplied equipment pricing pol… | 1x of 3 | |
factors affecting house cleaning prices in houston RELATED | Google ↗ AI Mode ↗ | Identify variables like bedrooms, pets, and condition that influence the final cleaning estimate. | Consequence | buyers_guide | houston deep cleaning cost estimates | 1x of 3 | |
do cleaning companies charge extra if supplies are provided PERSONALIZED | Google ↗ AI Mode ↗ | Find out company policies regarding clients supplying their own specialized tools. | Consequence | forum/qna | customer supplied equipment pricing pol… | 1x of 3 | |
estimate deep clean cost for 3 bedroom house houston ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants a specific cost benchmark based on a standard 3-bedroom home size. | Comparison | web_article | houston deep cleaning cost estimates | 1x of 3 | |
top rated house cleaning companies houston deep clean reviews ENTITY EXPANSION | Google ↗ AI Mode ↗ | Research reputable cleaning companies in Houston that offer deep cleaning services. | Reason | review_roundup | best rated houston cleaning services | 1x of 3 | |
houston residential deep clean cost factors square footage rooms RELATED | Google ↗ AI Mode ↗ | Identify all the variables that influence the total price of a deep clean in Houston. | Reason | web_article | houston deep cleaning cost estimates | 1x of 3 | |
standard house cleaning time per room deep clean IMPLICIT | Google ↗ AI Mode ↗ | Estimate how many hours a whole house deep clean will take based on room count. | Short fact | how_to_steps | deep cleaning services overview and che… | 1x of 3 | |
best rated deep cleaning services houston pricing reviews ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find reputable cleaning companies in Houston along with their pricing reputation. | Reason | review_roundup | best rated houston cleaning services | 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 | 10 | 10 | — | 925 / 1,206 | |
| gemini-3.5-flash-lite | 2 | 10 | 10 | — | 925 / 1,211 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 925 / 1,493 |