How do the costs and diagnostic accuracies of direct-to-consumer vaginal microbiome mapping kits compare to standard gynecological lab panels?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do the costs and diagnostic accuracies of direct-to-consumer vaginal microbiome mapping kits compare to standard gynecological lab panels?
3 real searches · 1 real-search pass
2025 2026 vaginal microbiome at home test kit prices diagnostic accuracy clinical validation studyGoogle ↗
OBSERVEDReason
direct-to-consumer vaginal microbiome test kit price accuracy validation study 16S sequencing clinical utility comparison vaginitis NAAT panelGoogle ↗
OBSERVEDComparison
CDC vaginitis diagnosis laboratory testing bacterial vaginosis Candida trichomonas NAAT guidelines diagnostic accuracyGoogle ↗
OBSERVEDReason
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
2025 2026 vaginal microbiome at home test kit prices diagnostic accuracy clinical validation study Google ↗
direct-to-consumer vaginal microbiome test kit price accuracy validation study 16S sequencing clinical utility comparison vaginitis NAAT panel Google ↗
CDC vaginitis diagnosis laboratory testing bacterial vaginosis Candida trichomonas NAAT guidelines diagnostic accuracy Google ↗
- Juno Bio Vaginal Microbiome Test · juno.bio
- Evvy vs Juno: What’s the Difference? · evvy.com
- Evvy Vaginal Microbiome Test · evvy.com
- Is the current regulatory framework for direct-to-consumer microbiome-based tests sufficient to protect consumers from medical, economic, and dignitary harms? | Journal of Law and the Biosciences · academic.oup.com
- Bacterial Vaginosis · cdc.gov
- Trichomoniasis · cdc.gov
- Microbiology Spectrum (2026) · journals.asm.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2025 2026 vaginal microbiome at home test kit prices diagnostic accuracy clinical validation study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
direct-to-consumer vaginal microbiome test kit price accuracy validation study 16S sequencing clinical utility comparison vaginitis NAAT panel OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
CDC vaginitis diagnosis laboratory testing bacterial vaginosis Candida trichomonas NAAT guidelines diagnostic accuracy OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |