What are the best places to summer with two kids and one has asthma on the east coast of the united states
Side by side
The same idea worded differently counts as shared. Matching uses EmbeddingGemma 2 similarity.
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
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.
Classes come from the query-classifier (a local Laya model). 32 of 63 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.
- alot.com · vertexaisearch.cloud.google.com
- vitacost.com · vertexaisearch.cloud.google.com
- tours4fun.com · vertexaisearch.cloud.google.com
- reddit.com · vertexaisearch.cloud.google.com
- acaai.org · vertexaisearch.cloud.google.com
- floridachest.com · vertexaisearch.cloud.google.com
- islands.com · vertexaisearch.cloud.google.com
- nationaljewish.org · vertexaisearch.cloud.google.com
- tinyshinyhome.com · vertexaisearch.cloud.google.com
- jacksonnursing.com · vertexaisearch.cloud.google.com
- allergytampa.com · vertexaisearch.cloud.google.com
- lung.org · vertexaisearch.cloud.google.com
- alot.com · vertexaisearch.cloud.google.com
- vitacost.com · vertexaisearch.cloud.google.com
- aafa.org · vertexaisearch.cloud.google.com
- rampasthma.org · vertexaisearch.cloud.google.com
- asthmaandallergyfriendly.com · vertexaisearch.cloud.google.com
- facebook.com · vertexaisearch.cloud.google.com
- floridapolitics.com · vertexaisearch.cloud.google.com
- respiratory-therapy.com · vertexaisearch.cloud.google.com
- wtsp.com · vertexaisearch.cloud.google.com
- nps.gov · nps.gov
- nps.gov · nps.gov
- cdc.gov · cdc.gov
- lung.org · lung.org
- acaai.org · acaai.org
- aafa.org · aafa.org
- maine.gov · maine.gov
- healthychildren.org · healthychildren.org
- aafa.org · aafa.org
- niehs.nih.gov · niehs.nih.gov
- nps.gov · nps.gov
- nps.gov · nps.gov
- eeaonline.eea.state.ma.us · eeaonline.eea.state.ma.us
- aafa.org · aafa.org
- nps.gov · nps.gov
- aafa.org · aafa.org
- tools.cdc.gov · tools.cdc.gov
- airnow.gov · airnow.gov
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- time.com · time.com
- axios.com · axios.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- en.wikipedia.org · en.wikipedia.org
- mainehealth.org · mainehealth.org
- mainehealth.org · mainehealth.org
- capecodtourism.org · capecodtourism.org
- visitrhodeisland.com · visitrhodeisland.com
- falmouthma.gov · falmouthma.gov
- capecodcertified.com · capecodcertified.com
- capecodchamber.org · capecodchamber.org
- capecodcertified.com · capecodcertified.com
- visitnewportri.org · visitnewportri.org
- capecodma.org · capecodma.org
- visit-maine.com · visit-maine.com
- capecodtourism.org · capecodtourism.org
- falmouthchamber.com · falmouthchamber.com
- falmouthchamber.com · falmouthchamber.com
- falmouthma.gov · falmouthma.gov
- traillink.com · traillink.com
- riparks.ri.gov · riparks.ri.gov
- capecodcommission.org · capecodcommission.org
- en.wikipedia.org · en.wikipedia.org
- en.wikipedia.org · en.wikipedia.org
- en.wikipedia.org · en.wikipedia.org
- reddit.com · reddit.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.
Queries
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best east coast summer vacation spots for families with asthma REFORMULATION | Google ↗ AI Mode ↗ | The user wants direct recommendations for family-friendly summer destinations on the US East Coast that are safe for a child with asthma. | Comparison | web_article | asthma friendly family destinations | 1x of 1 | |
cities with best air quality on the east coast in summer IMPLICIT | Google ↗ AI Mode ↗ | The user needs to find locations with low pollution and low ozone levels during the summer to prevent asthma triggers. | Comparison | dataset | cleanest air cities rankings | 1x of 1 | |
east coast beaches vs mountains for child with asthma in summer COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare the benefits of coastal sea breezes against higher altitude mountain air for managing pediatric asthma. | Comparison | forum/qna | asthma triggers and health management | 1x of 1 | |
acadia national park maine summer family vacation air quality ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user is investigating a specific, popular East Coast summer destination known for clean air and family activities. | Reason | web_article | specific vacation destination compariso… | 1x of 1 | |
hypoallergenic and asthma friendly hotels east coast RELATED | Google ↗ AI Mode ↗ | The user wants to find accommodations that offer allergy-free rooms, air purifiers, and mold-free environments. | Comparison | review_roundup | asthma friendly family destinations | 1x of 1 | |
checklist for traveling with an asthmatic child in the summer PERSONALIZED | Google ↗ AI Mode ↗ | The user wants a preparation list to ensure they pack all necessary medications, nebulizers, and action plans for their trip. | Instruction | checklist | asthma triggers and health management | 1x of 1 | |
lowest pollen and humidity places on the east coast in july and august IMPLICIT | Google ↗ AI Mode ↗ | The user is looking for regions on the East Coast that don't suffer from oppressive summer humidity and high mold/pollen counts. | Comparison | interactive_widget | summer pollen and air quality | 1x of 1 | |
outer banks vs cape cod family vacation COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare two iconic East Coast beach destinations to see which is better suited for a summer trip with two kids. | Comparison | comparison_table | specific vacation destination compariso… | 1x of 1 | |
burlington vermont summer vacation with kids ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to explore family activities in Burlington, Vermont, a city frequently ranked by the American Lung Association for having the cleanest air. | Other / navigational | web_article | specific vacation destination compariso… | 1x of 1 | |
how to prevent asthma attacks on family beach vacation RELATED | Google ↗ AI Mode ↗ | The user wants actionable medical advice on managing potential coastal triggers like temperature changes, campfires, or strong winds. | Instruction | how_to_steps | asthma triggers and health management | 1x of 1 | |
american lung association state of the air cleanest east coast cities IMPLICIT | Google ↗ AI Mode ↗ | The user wants authoritative data on which East Coast metropolitan areas have the lowest year-round and short-term particle pollution. | Reason | pdf_whitepaper | cleanest air cities rankings | 1x of 1 | |
best east coast vacation rentals for families with allergies and asthma PERSONALIZED | Google ↗ AI Mode ↗ | The user wants tips or platforms for finding pet-free, smoke-free, and mold-free summer house rentals big enough for a family of four. | Comparison | buyers_guide | asthma friendly family destinations | 1x of 1 | |
lake placid adirondacks summer family activities ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to see if Lake Placid offers enough entertainment for two kids during the summer. | Comparison | image_gallery | specific vacation destination compariso… | 1x of 1 |
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 | 3 | 714 | 4,72433 thinking | 6 | $0.133 |
| gemini-4-argon | Simulated passes | 1 | 1,033 | 1,791 | — | $0.020 |
| gpt-6.1-sol | Real-search passes | 3 | 84,719 | 3,851892 thinking | 33 | $0.538 |
| gpt-6.1-sol | Simulated passes | 1 | 619 | 1,756226 thinking | — | $0.019 |
| gemini-3.5-flash-lite | Naming clusters | 1 | 926 | 238 | — | $0.0009 |
| Total | 9 | 88,011 | 12,360 | 39 | $0.710 | |
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.
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-4-argon · real search | 1 | — | 2 | 32.0 | 238 / 1,471 · 2 searches | |
| gemini-4-argon · real search | 2 | — | 2 | 43.2 | 238 / 1,495 · 2 searches | |
| gemini-4-argon · real search | 3 | — | 2 | 31.6 | 238 / 1,758 · 2 searches | |
| gemini-4-argon | 1 | 13 | 13 | 25.2 | 1,033 / 1,791 | |
| gpt-6.1-sol · real search | 1 | — | 11 | 33.9 | 25,609 / 1,292 · 11 searches | |
| gpt-6.1-sol · real search | 2 | — | 11 | 33.3 | 29,669 / 1,218 · 11 searches | |
| gpt-6.1-sol · real search | 3 | — | 11 | 36.8 | 29,441 / 1,341 · 11 searches | |
| gpt-6.1-sol | 1 | 14 | 14 | 29.5 | 619 / 1,756 |