Real ChatGPT answer · index seedhxJ9BxCgqREcompleteHealth and wellness · doctors and providersinformational

Are online medical review sites like Healthgrades or Vitals reliable for choosing a primary care doctor in Boston for our company health insurance network?

ChatGPTgpt-63 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are online medical review sites like Healthgrades or Vitals reliable for choosing a primary care doctor in Boston for our company health insurance network?
3 real searches · 1 real-search pass
Healthgrades Vitals physician reviews reliability limitations patient ratings methodology research physician selectionGoogle ↗
OBSERVED
Massachusetts Board of Registration in Medicine physician profile license disciplinary actions officialGoogle ↗
OBSERVED
Massachusetts primary care physician quality compare health insurance network directory verify provider officialGoogle ↗
OBSERVED

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.

Classifying 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
Healthgrades Vitals physician reviews reliability limitations patient ratings methodology research physician selection Google ↗
Massachusetts Board of Registration in Medicine physician profile license disciplinary actions official Google ↗
Massachusetts primary care physician quality compare health insurance network directory verify provider official Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Healthgrades Vitals physician reviews reliability limitations patient ratings methodology research physician selection
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Massachusetts Board of Registration in Medicine physician profile license disciplinary actions official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Massachusetts primary care physician quality compare health insurance network directory verify provider official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1