Real ChatGPT answer + Gemini simulation · index seed38j8xvyc350completeAI OverviewHome services and improvement · DIY projectslocal
Can someone recommend a reliable home repair company in South City St Louis that fixes running toilets and leaky garbage disposals quickly?
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search38 queries10/30/2026
Download run
Gemini unique queries
35
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 someone recommend a reliable home repair company in South City St Louis that fixes running toilets and leaky garbage disposals quickly?
35 unique queries · 3 passes
garbage disposal leak troubleshooting
1 query · 2 hits
garbage disposal leaking from bottom repair cost2xGoogle ↗
RELATEDConsequence
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 (3)
Classes come from the query-classifier (a local Laya model). 30 of 38 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
reliable plumbers South City St Louis running toilet garbage disposal repair reviews service area Google ↗
plumbers and home repair companies toilet repair garbage disposal repair Google ↗
emergency plumbing service Google ↗
- Recommend a plumber to install a toilet? · reddit.com
- Plumbing Companies in St. Louis, MO - Top Rated · stlct.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 |
|---|---|---|---|---|---|---|---|
garbage disposal leaking from bottom repair cost RELATED | Google ↗ AI Mode ↗ | Understand the typical pricing and viability of repairing versus replacing a leaky garbage disposal. | Consequence | pricing_page | garbage disposal leak troubleshooting | 2x of 3 | |
best plumber south city st louis running toilet repair REFORMULATION | Google ↗ AI Mode ↗ | Find highly-rated plumbing services in the South City neighborhood of St Louis that specialize in fixing running toilets. | Comparison | map/local_pack | local plumbing and repair services | 1x of 3 | |
best handyman services south city st louis ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find top-rated general home repair providers operating in the South City neighborhood. | Comparison | map/local_pack | residential home repair contractors | 1x of 3 | |
reliable plumber south city st louis running toilet disposal repair REFORMULATION | Google ↗ AI Mode ↗ | Find a dependable local plumber in South City St Louis to handle a running toilet and disposal issue. | Comparison | map/local_pack | local plumbing and repair services | 1x of 3 | |
best handyman services south city st louis plumbing and appliance RELATED | Google ↗ AI Mode ↗ | Discover multi-service handymen who can fix both plumbing fixtures and disposals. | Comparison | review_roundup | top rated local plumbers | 1x of 3 | |
south city st louis handymen garbage disposal repair ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify local handyman or repair companies in South City St Louis capable of fixing leaking garbage disposals. | Comparison | review_roundup | local plumbing and repair services | 1x of 3 | |
plumber south city st louis running toilet disposal repair REFORMULATION | Google ↗ AI Mode ↗ | Locate plumbing contractors in South City who specialize in quick fixture repairs. | Other / navigational | review_roundup | local plumbing and repair services | 1x of 3 | |
emergency plumber st louis mo same day service IMPLICIT | Google ↗ AI Mode ↗ | Locate plumbing professionals offering rapid or same-day response times for urgent repairs. | Other / navigational | web_article | emergency plumbing repair services | 1x of 3 | |
emergency plumber south city st louis fast response IMPLICIT | Google ↗ AI Mode ↗ | Find emergency plumbing services in South City that can respond quickly to urgent leaks. | Reason | map/local_pack | emergency plumbing repair services | 1x of 3 | |
how to fix a running toilet quickly IMPLICIT | Google ↗ AI Mode ↗ | Learn immediate steps to stop a toilet from running while waiting for a professional or to save money. | Instruction | how_to_steps | running toilet troubleshooting and fixes | 1x of 3 | |
how to fix a running toilet vs replacing flapper RELATED | Google ↗ AI Mode ↗ | Understand common running toilet causes and decide whether professional repair is needed or if it can be DIYed. | Comparison | how_to_steps | running toilet troubleshooting and fixes | 1x of 3 | |
plumbing company vs handyman for garbage disposal repair cost COMPARATIVE | Google ↗ AI Mode ↗ | Compare costs and expertise between hiring a licensed plumber versus a general handyman. | Comparison | comparison_table | plumber versus handyman comparison | 1x of 3 | |
south city st louis local plumbing contractors and repair services ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify specific licensed contracting businesses operating specifically within South City neighborhoods. | Comparison | map/local_pack | top rated local plumbers | 1x of 3 | |
handyman vs plumber for garbage disposal repair COMPARATIVE | Google ↗ AI Mode ↗ | Determine whether to hire a general handyman or a licensed plumber for garbage disposal and toilet issues. | Comparison | comparison_table | plumber versus handyman comparison | 1x of 3 | |
affordable home repair company st louis residential plumbing PERSONALIZED | Google ↗ AI Mode ↗ | Find cost-effective residential repair companies serving the local area. | Comparison | pricing_page | residential home repair contractors | 1x of 3 | |
emergency plumbing services st louis mo RELATED | Google ↗ AI Mode ↗ | Find fast-response plumbers in St Louis for urgent fixture leaks. | Reason | map/local_pack | emergency plumbing repair services | 1x of 3 | |
plumber vs handyman for garbage disposal and toilet repair COMPARATIVE | Google ↗ AI Mode ↗ | Determine whether to hire a specialized plumber or a general handyman for simultaneous plumbing fixes. | Comparison | comparison_table | plumber versus handyman comparison | 1x of 3 | |
how to fix running toilet flapper valve replacement REFORMULATION | Google ↗ AI Mode ↗ | Understand the steps to diagnose and repair a running toilet independently. | Instruction | how_to_steps | running toilet troubleshooting and fixes | 1x of 3 | |
reliable home repair contractors south city st louis reviews PERSONALIZED | Google ↗ AI Mode ↗ | Check community feedback and trustworthiness of local home repair contractors in South City. | Reason | forum/qna | residential home repair contractors | 1x of 3 | |
top rated home repair contractors st louis MO PERSONALIZED | Google ↗ AI Mode ↗ | Find general home repair contractors with high reputation scores across the broader St Louis area. | Comparison | review_roundup | residential home repair contractors | 1x of 3 | |
st louis plumber reviews reddit REFORMULATION | Google ↗ AI Mode ↗ | Read authentic, crowd-sourced recommendations and warnings about plumbers in St Louis from local residents. | Reason | forum/qna | top rated local plumbers | 1x of 3 | |
why is my garbage disposal leaking IMPLICIT | Google ↗ AI Mode ↗ | Identify the common root causes of garbage disposal leaks to determine if it is fixable. | Reason | faq_page | garbage disposal leak troubleshooting | 1x of 3 | |
garbage disposal leaking from bottom housing repair or replace RELATED | Google ↗ AI Mode ↗ | Determine whether a leaking garbage disposal can be repaired or needs total replacement. | Consequence | faq_page | garbage disposal leak troubleshooting | 1x of 3 | |
average cost of plumbing services st louis IMPLICIT | Google ↗ AI Mode ↗ | Check standard hourly rates and service call fees for plumbers in the St Louis market. | Reason | pricing_page | plumbing repair cost estimates | 1x of 3 | |
average cost to repair garbage disposal and toilet st louis IMPLICIT | Google ↗ AI Mode ↗ | Estimate standard local labor and part costs for common plumbing repairs. | Short fact | calculator/tool | plumbing repair cost estimates | 1x of 3 | |
top rated local plumbers south city st louis REFORMULATION | Google ↗ AI Mode ↗ | Discover highly rated plumbing professionals serving the South City area. | Comparison | review_roundup | top rated local plumbers | 1x of 3 | |
top rated st louis plumbers bbb accredited COMPARATIVE | Google ↗ AI Mode ↗ | Evaluate plumbing companies based on Better Business Bureau accreditation and customer ratings. | Comparison | review_roundup | top rated local plumbers | 1x of 3 | |
common running toilet causes and fixes RELATED | Google ↗ AI Mode ↗ | Understand what causes a toilet to run continuously and how mechanics repair it. | Reason | web_article | running toilet troubleshooting and fixes | 1x of 3 | |
how to stop a garbage disposal from leaking RELATED | Google ↗ AI Mode ↗ | Find quick temporary fixes or diagnostic steps for a leaking garbage disposal unit. | Instruction | tutorial_video/transcript | garbage disposal leak troubleshooting | 1x of 3 | |
local home repair services south city st louis ENTITY EXPANSION | Google ↗ AI Mode ↗ | Discover multi-service home repair businesses operating specifically within the South City St Louis neighborhoods. | Comparison | map/local_pack | residential home repair contractors | 1x of 3 | |
licensed residential plumber south st louis city ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find licensed professional plumbers serving the South St. Louis municipal area. | Comparison | map/local_pack | top rated local plumbers | 1x of 3 | |
average cost to replace garbage disposal unit RELATED | Google ↗ AI Mode ↗ | Find out how much a new garbage disposal installation costs if the current one cannot be repaired. | Short fact | pricing_page | plumbing repair cost estimates | 1x of 3 | |
st louis county home repair licensing requirements ENTITY EXPANSION | Google ↗ AI Mode ↗ | Verify what licensing home repair contractors need in the St Louis area to ensure compliance and quality. | Instruction | pdf_whitepaper | residential home repair contractors | 1x of 3 | |
running toilet troubleshooting guide RELATED | Google ↗ AI Mode ↗ | Identify the exact internal component causing a toilet to continuously run water. | Instruction | faq_page | running toilet troubleshooting and fixes | 1x of 3 | |
urgent home repair services near me same day dispatch REFORMULATION | Google ↗ AI Mode ↗ | Find local contractors who can dispatch a technician immediately. | Comparison | web_article | residential home repair contractors | 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 | — | 921 / 1,376 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 921 / 1,410 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 921 / 1,481 |