Real ChatGPT answer + Gemini simulation · index seedikpHgNgdsh0completeAI OverviewHealth and wellness · doctors and providerscommercial
Can you identify top-rated bilingual Mandarin-speaking internal medicine providers in the San Francisco Bay Area who take corporate health insurance plans?
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search35 queries10/30/2026
Download run
Gemini unique queries
34
2 in ≥ half the passes · stability 35%
ChatGPT real searches predicted
100%
1 of 1 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
Can you identify top-rated bilingual Mandarin-speaking internal medicine providers in the San Francisco Bay Area who take corporate health insurance plans?
34 unique queries · 3 passes
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.
ChatGPT real searches (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence. 34 queries are still being classified.
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
Bay Area Mandarin speaking internal medicine physician accepts insurance commercial plans San Francisco Peninsula East Bay Google ↗
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
34 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
top rated mandarin speaking internal medicine doctors san francisco REFORMULATION | Google ↗ AI Mode ↗ | The user wants a streamlined list of highly rated internal medicine physicians who speak Mandarin in San Francisco. | — | review_roundup | mandarin speaking internal medicine bay… | 2x of 3 | |
stanford healthcare mandarin speaking internal medicine providers ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user is looking for Mandarin-speaking internal medicine doctors affiliated with Stanford Healthcare. | — | web_article | mandarin speaking internal medicine bay… | 2x of 3 | |
mandarin speaking internal medicine doctors san francisco REFORMULATION | Google ↗ AI Mode ↗ | Find a list of internal medicine physicians who speak Mandarin in San Francisco. | — | map/local_pack | mandarin speaking internal medicine bay… | 1x of 3 | |
top rated bilingual internists bay area ENTITY EXPANSION | Google ↗ AI Mode ↗ | Discover highly rated internists who are bilingual across the broader San Francisco Bay Area. | — | review_roundup | mandarin speaking internal medicine bay… | 1x of 3 | |
best bilingual chinese internal medicine physicians bay area ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user is looking for internal medicine doctors who are fluent in Chinese across the broader San Francisco Bay Area. | — | review_roundup | mandarin speaking internal medicine bay… | 1x of 3 | |
best bilingual chinese primary care physicians bay area ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user is looking for broader terms referring to bilingual Chinese primary care doctors across the entire Bay Area. | — | map/local_pack | mandarin speaking internal medicine bay… | 1x of 3 | |
chinese speaking primary care physicians taking employer health plans IMPLICIT | Google ↗ AI Mode ↗ | Identify Chinese-fluent primary care doctors that accept standard commercial or corporate health insurance. | — | faq_page | mandarin speaking internal medicine bay… | 1x of 3 | |
mandarin speaking primary care doctors taking commercial health insurance san francisco REFORMULATION | Google ↗ AI Mode ↗ | The user needs primary care providers who speak Mandarin and accept commercial or corporate insurance plans. | — | faq_page | mandarin speaking internal medicine bay… | 1x of 3 | |
how to find doctors accepting employer sponsored health plans IMPLICIT | Google ↗ AI Mode ↗ | The user wants guidance on how to verify if a specific physician accepts corporate or employer-sponsored health insurance. | — | how_to_steps | corporate health insurance provider net… | 1x of 3 | |
compare bay area medical networks accepting corporate insurance COMPARATIVE | Google ↗ AI Mode ↗ | Compare different healthcare provider networks in the Bay Area based on their corporate insurance acceptance. | — | comparison_table | corporate health insurance provider net… | 1x of 3 | |
how to find in network mandarin speaking doctors in california IMPLICIT | Google ↗ AI Mode ↗ | The user is looking for methods or tools to search for in-network doctors matching specific language requirements. | — | how_to_steps | mandarin speaking internal medicine bay… | 1x of 3 | |
sutter health vs kaiser permanente mandarin speaking physicians bay area COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare major Bay Area healthcare systems regarding their availability of Mandarin-speaking doctors. | — | comparison_table | mandarin speaking internal medicine bay… | 1x of 3 | |
how to find a doctor that takes my employer sponsored health plan RELATED | Google ↗ AI Mode ↗ | Learn the step-by-step process for verifying if a specific physician accepts corporate health insurance. | — | how_to_steps | corporate health insurance provider net… | 1x of 3 | |
pffs vs hmo vs ppo corporate health plans doctor network comparison COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare different types of corporate health plans to understand network limitations for internal medicine specialists. | — | comparison_table | corporate health insurance provider net… | 1x of 3 | |
mandarin speaking doctors accepting PPO plans san francisco RELATED | Google ↗ AI Mode ↗ | The user is searching for Mandarin-speaking doctors who accept standard corporate PPO insurance plans. | — | web_article | mandarin speaking internal medicine bay… | 1x of 3 | |
mandarin primary care doctor accepting blue cross blue shield bay area PERSONALIZED | Google ↗ AI Mode ↗ | Find Mandarin-speaking primary care providers accepting major corporate insurance carriers like BCBS in the Bay Area. | — | web_article | mandarin speaking internal medicine bay… | 1x of 3 | |
chinese hospital san francisco internal medicine department doctors RELATED | Google ↗ AI Mode ↗ | The user is searching for institutional medical centers in San Francisco known for Chinese language healthcare services. | — | web_article | mandarin speaking internal medicine bay… | 1x of 3 | |
user looking for mandarin internal medicine specialist for corporate executive health checkup PERSONALIZED | Google ↗ AI Mode ↗ | The user is simulating a professional or executive looking for personalized executive health screening in Mandarin. | — | buyers_guide | corporate health insurance provider net… | 1x of 3 | |
san francisco chinese hospital affiliated internal medicine doctors ENTITY EXPANSION | Google ↗ AI Mode ↗ | Locate internal medicine physicians associated with the Chinese Hospital network in San Francisco. | — | map/local_pack | mandarin speaking internal medicine bay… | 1x of 3 | |
sutter health mandarin speaking physicians bay area RELATED | Google ↗ AI Mode ↗ | The user wants to find Mandarin-fluent doctors within a major regional healthcare network in the Bay Area. | — | map/local_pack | mandarin speaking internal medicine bay… | 1x of 3 | |
chinese speaking internal medicine clinic san francisco Chinatown REFORMULATION | Google ↗ AI Mode ↗ | The user seeks specific medical clinics in Chinese-heavy neighborhoods like San Francisco Chinatown. | — | map/local_pack | mandarin speaking internal medicine bay… | 1x of 3 | |
bilingual mandarin doctor patient reviews san francisco bay area REFORMULATION | Google ↗ AI Mode ↗ | Read patient reviews and ratings for bilingual Mandarin doctors in the Bay Area. | — | forum/qna | mandarin speaking internal medicine bay… | 1x of 3 | |
patient reviews of mandarin speaking internists in san francisco PERSONALIZED | Google ↗ AI Mode ↗ | The user seeks peer feedback and ratings specifically regarding Mandarin-speaking internal medicine doctors in the city. | — | forum/qna | mandarin speaking internal medicine bay… | 1x of 3 | |
what is corporate health insurance provider network IMPLICIT | Google ↗ AI Mode ↗ | The user wants a clear definition and breakdown of what constitutes a corporate health insurance network. | — | glossary/definition | corporate health insurance provider net… | 1x of 3 | |
commercial health insurance accepted by ucsf health primary care IMPLICIT | Google ↗ AI Mode ↗ | Check if UCSF Health primary care accepts typical corporate or commercial health insurance plans. | — | web_article | corporate health insurance provider net… | 1x of 3 | |
corporate wellness health insurance accepted primary care san francisco REFORMULATION | Google ↗ AI Mode ↗ | The user is searching for primary care clinics that cater to corporate employees and accept employer-sponsored health plans. | — | buyers_guide | corporate health insurance provider net… | 1x of 3 | |
UCSF health mandarin speaking primary care doctors ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to find Mandarin-speaking primary care physicians specifically within the UCSF Health system. | — | faq_page | mandarin speaking internal medicine bay… | 1x of 3 | |
bilingual healthcare provider directories california medical board RELATED | Google ↗ AI Mode ↗ | The user wants official state or medical board registries that track physician language capabilities. | — | dataset | corporate health insurance provider net… | 1x of 3 | |
private practice vs hospital affiliated internal medicine doctors insurance acceptance COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to understand the difference in insurance acceptance policies between private practices and large hospital groups. | — | comparison_table | corporate health insurance provider net… | 1x of 3 | |
what is commercial health insurance vs corporate health plan RELATED | Google ↗ AI Mode ↗ | Understand the terminology differences between commercial and corporate health insurance coverage. | — | glossary/definition | corporate health insurance provider net… | 1x of 3 | |
uahs san francisco internal medicine mandarin doctors ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user is searching for academic medical center faculty specializing in internal medicine who speak Mandarin. | — | web_article | mandarin speaking internal medicine bay… | 1x of 3 | |
health insurance directory for bilingual doctors in california RELATED | Google ↗ AI Mode ↗ | The user is looking for official insurance provider search tools that filter by language spoken. | — | calculator/tool | corporate health insurance provider net… | 1x of 3 | |
what is an internal medicine physician vs general practitioner IMPLICIT | Google ↗ AI Mode ↗ | The user wants clarification on the exact scope of internal medicine compared to general practice to ensure they target the right specialist. | — | glossary/definition | corporate health insurance provider net… | 1x of 3 | |
pffs vs hmo vs ppo for corporate health benefits in california COMPARATIVE | Google ↗ AI Mode ↗ | Compare different corporate health plan types to understand provider network restrictions in California. | — | comparison_table | corporate health insurance provider net… | 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 | — | 925 / 1,475 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 925 / 1,421 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 925 / 1,531 |