best water damage company
Geminigemini-4-argonOpenAIgpt-6.1-sol5 passes + 1 real-search97 queries11/9/2026
Download run
Gemini unique queries
51
4 in ≥ half the passes · stability 25%
OpenAI unique queries
44
3 in ≥ half the passes · stability 27%
Overlap between models
27%
13 shared of 49 distinct sub-queries
Gemini real searches predicted
100%
1 of 1 matched the simulation
OpenAI real searches predicted
100%
1 of 1 matched the simulation
Cost of this run
$0.228
34,649 tokens · 2 web searches · on your keys
Side by side
The same idea worded differently counts as shared. Matching uses EmbeddingGemma 2 similarity.
31% of distinct sub-queries were generated by both models (semantic match ≥ 0.935 cosine, EmbeddingGemma 2).
Only Gemini Both Only OpenAI
Only Gemini5
belfor vs paul davis restoration reviews
average cost of water damage restoration services
top rated water damage restoration services
iicrc certified water damage restoration directory
who do people recommend for water damage repair reddit
Both models4
top rated water damage restoration companies ↗3x
best water damage restoration companies ↗5x
top rated water damage restoration companies customer reviews ↗2x
servpro vs servicemaster water damage ↗2x
servpro vs servicemaster restore vs puroclean water damage restoration ↗5x
Only OpenAI4
24 hour emergency water damage restoration companies response time
questions to ask before hiring a water damage restoration company
best water damage restoration company for a flooded basement
water damage restoration companies that also handle mold remediation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
best water damage company
51 unique queries · 5 passes
top rated restoration companies
3 queries · 7 hits
company comparison and reviews
2 queries · 5 hits
how to choose a contractor
1 query · 4 hits
how to choose a water damage restoration company4xGoogle ↗
IMPLICITComparison
restoration costs and pricing
1 query · 3 hits
average cost of water damage restoration services3xGoogle ↗
RELATEDReason
certifications and credentials
1 query · 2 hits
iicrc certified water damage restoration directory2xGoogle ↗
ENTITY EXPANSIONInstruction
insurance coverage and billing
1 query · 2 hits
does homeowners insurance cover water damage cleanup companies2xGoogle ↗
RELATEDComparison
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 (51)OpenAI simulated (44)Gemini real searches (1)OpenAI real searches (1)
Classes come from the query-classifier (a local Laya model). 63 of 97 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.
Gemini1 real searches · gemini-4-argon100% predicted
best water damage restoration companies Google ↗
- modernize.com · vertexaisearch.cloud.google.com
- bukrestoration.com · vertexaisearch.cloud.google.com
OpenAI1 real searches · gpt-6.1-sol100% predicted
water damage restoration choose company IICRC certified EPA mold water damage 24 48 hours Google ↗
- marylandattorneygeneral.gov · marylandattorneygeneral.gov
- restoreadvisor.com · restoreadvisor.com
- rwrestorationwa.com · rwrestorationwa.com
- riskmanagement.lacounty.gov · riskmanagement.lacounty.gov
- cdn.trustdale.com · cdn.trustdale.com
- aacm.com · aacm.com
- bobvila.com · bobvila.com
- cdn.trustdale.com · cdn.trustdale.com
- hearthdry.com · hearthdry.com
- restoration-lehighvalley.com · restoration-lehighvalley.com
- octopusrestorationinc.com · octopusrestorationinc.com
- benchmarkrestoration.com · benchmarkrestoration.com
- restoreyourproperty.com · restoreyourproperty.com
- uwrglakeville.com · uwrglakeville.com
- alldrylouisville.com · alldrylouisville.com
- water-cleanup.com · water-cleanup.com
- robinsonrestore.com · robinsonrestore.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- en.wikipedia.org · en.wikipedia.org
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- marylandattorneygeneral.gov · marylandattorneygeneral.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 searchBoth models
Hover a query to see its counterpart · click a topic to focus it · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
51 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
how to choose a water damage restoration company IMPLICIT | Google ↗ AI Mode ↗ | The user wants to know the criteria and qualifications to look for when hiring a restoration contractor. | Comparison | checklist | how to choose a contractor | 4x of 5 | |
top rated water damage restoration companies REFORMULATION | Google ↗ AI Mode ↗ | The user wants a list of the highest-rated companies that specialize in repairing and restoring properties after water damage. | Comparison | review_roundup | top rated restoration companies | 3x of 5 | |
belfor vs paul davis restoration reviews COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to see how two other major restoration companies stack up against each other based on customer experiences. | Reason | review_roundup | company comparison and reviews | 3x of 5 | |
average cost of water damage restoration services RELATED | Google ↗ AI Mode ↗ | The user wants to understand how much professional water extraction and drying services typically cost. | Reason | pricing_page | restoration costs and pricing | 3x of 5 | |
top rated water damage restoration services REFORMULATION | Google ↗ AI Mode ↗ | The user wants to find a list of the highest-rated companies that specialize in repairing water damage. | Comparison | review_roundup | top rated restoration companies | 2x of 5 | |
servpro vs servicemaster water damage COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare the two largest national water damage restoration franchises. | Comparison | comparison_table | company comparison and reviews | 2x of 5 | |
iicrc certified water damage restoration directory ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to find companies that hold official certification from the Institute of Inspection Cleaning and Restoration Certification. | Instruction | dataset | certifications and credentials | 2x of 5 | |
does homeowners insurance cover water damage cleanup companies RELATED | Google ↗ AI Mode ↗ | The user wants to know if their insurance policy will pay for the restoration company they hire. | Comparison | faq_page | insurance coverage and billing | 2x of 5 | |
who do people recommend for water damage repair reddit PERSONALIZED | Google ↗ AI Mode ↗ | The user wants unfiltered, real-world advice and experiences from other homeowners who have dealt with restoration companies. | Comparison | forum/qna | top rated restoration companies | 2x of 5 | |
most reliable emergency flood cleanup services REFORMULATION | Google ↗ AI Mode ↗ | The user is looking for dependable companies that offer immediate water extraction and cleanup. | Comparison | buyers_guide | emergency flood cleanup services | 1x of 5 | |
most reputable water mitigation companies REFORMULATION | Google ↗ AI Mode ↗ | The user is looking for trustworthy companies that handle the immediate stopping and drying of water damage. | Comparison | buyers_guide | top rated restoration companies | 1x of 5 | |
best emergency flood cleanup services REFORMULATION | Google ↗ AI Mode ↗ | The user is looking for top-tier companies that offer immediate response for severe water intrusion or flooding. | Comparison | map/local_pack | emergency flood cleanup services | 1x of 5 | |
professional water mitigation services REFORMULATION | Google ↗ AI Mode ↗ | The user is looking for professional services that stop and reduce water damage immediately. | Comparison | web_article | emergency flood cleanup services | 1x of 5 | |
leading national water mitigation companies REFORMULATION | Google ↗ AI Mode ↗ | The user is looking for well-known, nationwide providers that handle the immediate containment of water damage. | Comparison | review_roundup | top rated restoration companies | 1x of 5 | |
servpro vs servicemaster restore COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare two of the largest national water damage restoration franchises to see which is better. | Comparison | comparison_table | company comparison and reviews | 1x of 5 | |
servpro vs servicemaster water damage restoration COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare the two largest national restoration franchises to see which is better suited for their needs. | Comparison | comparison_table | company comparison and reviews | 1x of 5 | |
average cost of water damage restoration RELATED | Google ↗ AI Mode ↗ | The user wants to know how much they should expect to pay for water damage repairs. | Reason | pricing_page | restoration costs and pricing | 1x of 5 | |
national water restoration franchises vs local contractors COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to know the pros and cons of hiring a big brand versus a local independent business for water damage. | Comparison | web_article | how to choose a contractor | 1x of 5 | |
mold remediation and water removal services RELATED | Google ↗ AI Mode ↗ | The user wants to find companies that handle both water extraction and the resulting mold issues. | Comparison | web_article | mold remediation and reconstruction | 1x of 5 | |
belfor property restoration reviews ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to see customer feedback and ratings for Belfor, a major restoration company. | Reason | review_roundup | company comparison and reviews | 1x of 5 | |
iicrc certified water damage restoration firms ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to find companies that hold official certification from the primary industry standard-setting body. | Comparison | buyers_guide | certifications and credentials | 1x of 5 | |
puroclean water mitigation reviews ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to evaluate the reputation and service quality of a specific well-known franchise in the water mitigation industry. | Reason | web_article | company comparison and reviews | 1x of 5 | |
questions to ask water damage contractor before hiring IMPLICIT | Google ↗ AI Mode ↗ | The user wants a list of vetting questions to ensure they hire a reputable and capable contractor. | Reason | checklist | how to choose a contractor | 1x of 5 | |
puroclean water damage services overview ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to learn about the specific offerings and reputation of PuroClean for water damage. | Comparison | web_article | company comparison and reviews | 1x of 5 | |
average cost of water damage restoration per square foot RELATED | Google ↗ AI Mode ↗ | The user wants to estimate how much they will have to pay for professional water damage cleanup. | Reason | pricing_page | restoration costs and pricing | 1x of 5 | |
does homeowners insurance let you choose your own water mitigation company IMPLICIT | Google ↗ AI Mode ↗ | The user wants to know if they are legally required to use their insurance company's preferred vendor or if they can hire the best one they find. | Comparison | faq_page | insurance coverage and billing | 1x of 5 | |
how to choose a water damage restoration contractor IMPLICIT | Google ↗ AI Mode ↗ | The user wants to know the criteria, red flags, and qualifications to look for when hiring a restoration company. | Comparison | buyers_guide | how to choose a contractor | 1x of 5 | |
does homeowners insurance cover water damage restoration IMPLICIT | Google ↗ AI Mode ↗ | The user wants to understand if their insurance policy will pay for the restoration company's services. | Reason | faq_page | insurance coverage and billing | 1x of 5 | |
iicrc certified water restoration companies ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user is looking for restoration companies that hold official certification from the Institute of Inspection Cleaning and Restoration Certification. | Comparison | glossary/definition | certifications and credentials | 1x of 5 | |
questions to ask before hiring a water mitigation company IMPLICIT | Google ↗ AI Mode ↗ | The user wants a prepared list of questions to vet potential contractors before signing a contract. | Reason | checklist | how to choose a contractor | 1x of 5 | |
servpro vs servicemaster COMPARATIVE | Google ↗ AI Mode ↗ | The user wants a direct comparison between the two largest national water damage restoration brands. | Comparison | comparison_table | company comparison and reviews | 1x of 5 | |
what to look for in a flood cleanup contractor IMPLICIT | Google ↗ AI Mode ↗ | The user wants to identify red flags and essential qualifications before hiring a flood cleanup service. | Comparison | buyers_guide | emergency flood cleanup services | 1x of 5 | |
what to do immediately after house water damage IMPLICIT | Google ↗ AI Mode ↗ | The user needs immediate safety and mitigation steps to take while waiting for a professional company to arrive. | Consequence | how_to_steps | insurance coverage and billing | 1x of 5 | |
belfor vs pwi restoration COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare other major restoration companies to see how they stack up. | Comparison | comparison_table | company comparison and reviews | 1x of 5 | |
1-800 water damage vs rainbow international ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to evaluate additional well-known franchise options for water removal and cleanup. | Comparison | comparison_table | company comparison and reviews | 1x of 5 | |
do water damage companies work directly with homeowners insurance RELATED | Google ↗ AI Mode ↗ | The user wants to know if restoration companies handle the insurance claim and billing process for them. | Reason | faq_page | insurance coverage and billing | 1x of 5 | |
iicrc certified water damage restoration companies ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to find companies that hold official certification from the Institute of Inspection Cleaning and Restoration Certification. | Comparison | glossary/definition | certifications and credentials | 1x of 5 | |
best emergency water removal service for flooded basement PERSONALIZED | Google ↗ AI Mode ↗ | The user needs a company that specializes in rapid water extraction specifically for a flooded basement scenario. | Comparison | web_article | emergency flood cleanup services | 1x of 5 | |
mold remediation and water restoration companies RELATED | Google ↗ AI Mode ↗ | The user is looking for companies that can handle both the initial water damage and any resulting mold growth. | Comparison | web_article | mold remediation and reconstruction | 1x of 5 | |
water damage and mold remediation companies RELATED | Google ↗ AI Mode ↗ | The user is looking for companies that can handle both the initial water drying and any subsequent mold growth. | Reason | web_article | mold remediation and reconstruction | 1x of 5 | |
rainbow international restoration reviews ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to read customer feedback and ratings for a specific major national restoration brand. | Reason | forum/qna | company comparison and reviews | 1x of 5 | |
water mitigation vs mold remediation services RELATED | Google ↗ AI Mode ↗ | The user wants to understand if water damage companies also handle resulting mold issues. | Comparison | web_article | mold remediation and reconstruction | 1x of 5 | |
water damage companies that handle both mitigation and rebuild PERSONALIZED | Google ↗ AI Mode ↗ | The user wants to find a single contractor that will not only dry out the property but also repair the drywall and flooring. | Comparison | buyers_guide | mold remediation and reconstruction | 1x of 5 | |
24 hour emergency flood cleanup company for basement PERSONALIZED | Google ↗ AI Mode ↗ | The user needs immediate, round-the-clock assistance specifically for a flooded basement. | Reason | how_to_steps | emergency flood cleanup services | 1x of 5 | |
what to do immediately after water damage before company arrives RELATED | Google ↗ AI Mode ↗ | The user wants actionable steps they should take right now to minimize damage while waiting for professionals. | Instruction | how_to_steps | emergency flood cleanup services | 1x of 5 | |
best water damage restoration company for flooded basement PERSONALIZED | Google ↗ AI Mode ↗ | The user wants recommendations for companies specifically equipped to pump out and dry a residential basement. | Comparison | how_to_steps | emergency flood cleanup services | 1x of 5 | |
best emergency water extraction company for flooded basement PERSONALIZED | Google ↗ AI Mode ↗ | A homeowner dealing with a flooded basement wants to find the best company for immediate, urgent water pumping and drying. | Comparison | how_to_steps | emergency flood cleanup services | 1x of 5 | |
best water damage restoration company for residential basement flooding PERSONALIZED | Google ↗ AI Mode ↗ | The user wants to find a restoration company that specializes in home basement floods and sump pump failures. | Comparison | buyers_guide | emergency flood cleanup services | 1x of 5 | |
who has the best experience with water damage restoration companies reddit PERSONALIZED | Google ↗ AI Mode ↗ | The user wants unfiltered, real-world homeowner opinions and warnings about hiring restoration companies. | Comparison | forum/qna | top rated restoration companies | 1x of 5 | |
best commercial water damage restoration company for large buildings PERSONALIZED | Google ↗ AI Mode ↗ | A property manager or business owner wants to find a restoration company capable of handling large-scale commercial water loss. | Comparison | case_study | top rated restoration companies | 1x of 5 | |
commercial water damage restoration companies for large buildings PERSONALIZED | Google ↗ AI Mode ↗ | The user is a business owner or property manager looking for a company capable of handling large-scale commercial water damage. | Comparison | case_study | top rated restoration companies | 1x of 5 |
Tokens & cost
What this run used on your API keys, per model and step.
| Model | What | Requests | Input tokens | Output tokens | Web searches | Est. cost |
|---|---|---|---|---|---|---|
| gemini-4-argon | Real-search passes | 1 | 220 | 876 | 1 | $0.023 |
| gemini-4-argon | Simulated passes | 5 | 4,985 | 8,575 | — | $0.096 |
| gpt-6.1-sol | Real-search passes | 1 | 8,566 | 13841 thinking | 1 | $0.029 |
| gpt-6.1-sol | Simulated passes | 5 | 2,915 | 7,3601,022 thinking | — | $0.079 |
| gemini-3.5-flash-lite | Naming clusters | 1 | 784 | 230 | — | $0.0008 |
| Total | 13 | 17,470 | 17,179 | 2 | $0.228 | |
Billed to your own API keys. Estimated from the providers' list prices (checked 2026-11-12); output includes thinking tokens. Free tiers, caching and retries can make your bill differ. Google gives 5,000 grounded searches a month free across Gemini 3+ models. OpenAI bills the web search content it reads as input tokens.
Passes
Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.
GeminiOpenAIx = pass, y = cumulative unique queries
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-4-argon · real search | 1 | — | 1 | 24.0 | 220 / 876 · 1 searches | |
| gemini-4-argon | 1 | 13 | 13 | 23.7 | 997 / 1,737 | |
| gemini-4-argon | 2 | 13 | 13 | 23.1 | 997 / 1,679 | |
| gemini-4-argon | 3 | 13 | 13 | 22.8 | 997 / 1,706 | |
| gemini-4-argon | 4 | 13 | 13 | 21.9 | 997 / 1,727 | |
| gemini-4-argon | 5 | 13 | 13 | 24.3 | 997 / 1,726 | |
| gpt-6.1-sol · real search | 1 | — | 1 | 7.0 | 8,566 / 138 · 1 searches | |
| gpt-6.1-sol | 1 | 12 | 12 | 28.7 | 583 / 1,464 | |
| gpt-6.1-sol | 2 | 12 | 12 | 26.6 | 583 / 1,485 | |
| gpt-6.1-sol | 3 | 12 | 12 | 30.1 | 583 / 1,544 | |
| gpt-6.1-sol | 4 | 12 | 12 | 24.4 | 583 / 1,351 | |
| gpt-6.1-sol | 5 | 12 | 12 | 28.2 | 583 / 1,516 |