Real ChatGPT answer + Gemini simulation · index seedEEPpuxDO6WQcompleteAI OverviewHealth and wellness · women's healthinformational
Does Modern Fertility test for thyroid issues along with reproductive hormones, and how useful is that for a general checkup?
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search37 queries10/30/2026
Download run
Gemini unique queries
35
1 in ≥ half the passes · stability 34%
ChatGPT real searches predicted
100%
2 of 2 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
Does Modern Fertility test for thyroid issues along with reproductive hormones, and how useful is that for a general checkup?
35 unique queries · 3 passes
modern fertility test panel overview
1 query · 2 hits
what hormones does modern fertility test for2xGoogle ↗
REFORMULATION
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence. 35 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.
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
35 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
what hormones does modern fertility test for REFORMULATION | Google ↗ AI Mode ↗ | Get a complete list of all hormones measured by the Modern Fertility test kit. | — | faq_page | modern fertility test panel overview | 2x of 3 | |
what hormones does modern fertility test REFORMULATION | Google ↗ AI Mode ↗ | Find the complete list of reproductive hormones included in the Modern Fertility hormone test. | — | product_spec_sheet | modern fertility test panel overview | 1x of 3 | |
modern fertility hormone test panels thyroid included REFORMULATION | Google ↗ AI Mode ↗ | Find out if the standard Modern Fertility hormone test checks for thyroid biomarkers. | — | product_spec_sheet | thyroid biomarkers in modern fertility | 1x of 3 | |
modern fertility thyroid test tsh t3 t4 ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to know specifically which thyroid markers are measured by Modern Fertility. | — | faq_page | thyroid biomarkers in modern fertility | 1x of 3 | |
does modern fertility test thyroid function REFORMULATION | Google ↗ AI Mode ↗ | Determine definitively if thyroid markers like TSH are part of the standard Modern Fertility panel. | — | faq_page | modern fertility test panel overview | 1x of 3 | |
modern fertility hormone test vs comprehensive wellness panel COMPARATIVE | Google ↗ AI Mode ↗ | Compare the clinical utility of fertility-focused testing versus a broader routine general checkup. | — | comparison_table | brand comparison of hormone tests | 1x of 3 | |
is a thyroid test necessary for a general health checkup IMPLICIT | Google ↗ AI Mode ↗ | The user wants to understand the clinical value and recommendations for routine thyroid screening in general wellness exams. | — | web_article | value of thyroid testing for wellness | 1x of 3 | |
thyroid panel and reproductive hormone testing general health checkup value RELATED | Google ↗ AI Mode ↗ | Understand the clinical value of combining thyroid and reproductive hormone tests in a routine physical. | — | web_article | value of thyroid testing for wellness | 1x of 3 | |
why is thyroid health important for fertility and general health RELATED | Google ↗ AI Mode ↗ | Understand the clinical intersection of thyroid function with reproductive health and overall well-being. | — | web_article | value of thyroid testing for wellness | 1x of 3 | |
modern fertility vs letsgetchecked thyroid and hormone panels COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare Modern Fertility with other at-home testing brands that offer both hormone and thyroid assessments. | — | comparison_table | brand comparison of hormone tests | 1x of 3 | |
symptoms of thyroid issues vs hormonal imbalance in women RELATED | Google ↗ AI Mode ↗ | Learn how to differentiate between thyroid disorders and general reproductive hormone fluctuations. | — | glossary/definition | thyroid and reproductive hormone sympto… | 1x of 3 | |
routine annual blood work vs at home hormone tests COMPARATIVE | Google ↗ AI Mode ↗ | Evaluate whether at-home kits can replace or supplement standard doctor-ordered annual lab work. | — | buyers_guide | routine annual physical blood work | 1x of 3 | |
symptoms of thyroid dysfunction vs reproductive hormone imbalance RELATED | Google ↗ AI Mode ↗ | The user wants to understand how symptoms overlap between thyroid issues and reproductive hormone problems. | — | glossary/definition | thyroid and reproductive hormone sympto… | 1x of 3 | |
is routine hormone testing recommended by doctors for annual physicals IMPLICIT | Google ↗ AI Mode ↗ | Discover medical guidelines regarding whether healthy women should test their hormones annually. | — | pdf_whitepaper | routine annual physical blood work | 1x of 3 | |
signs of thyroid imbalance in women IMPLICIT | Google ↗ AI Mode ↗ | Identify symptoms that might prompt a woman to test her thyroid function. | — | checklist | thyroid and reproductive hormone sympto… | 1x of 3 | |
best at home hormone and thyroid test kits 2026 PERSONALIZED | Google ↗ AI Mode ↗ | The user wants a curated list of top-rated at-home testing kits that cover both fertility and thyroid health. | — | review_roundup | at home hormone and thyroid tests | 1x of 3 | |
can you get a thyroid test through at home hormone kits IMPLICIT | Google ↗ AI Mode ↗ | Find out if direct-to-consumer at-home kits generally support thyroid biomarker screening. | — | buyers_guide | at home hormone and thyroid tests | 1x of 3 | |
tsh tsh to t4 modern fertility panel breakdown ENTITY EXPANSION | Google ↗ AI Mode ↗ | Learn specific thyroid biomarkers that should be included in a thorough thyroid check. | — | glossary/definition | thyroid biomarkers in modern fertility | 1x of 3 | |
how do thyroid hormones affect fertility and reproductive health RELATED | Google ↗ AI Mode ↗ | The user wants to know the physiological connection between thyroid function and reproductive hormones. | — | web_article | thyroid and reproductive hormone sympto… | 1x of 3 | |
modern fertility vs letsgetchecked thyroid and hormone testing comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare Modern Fertility's testing coverage with alternative at-home health testing providers. | — | comparison_table | brand comparison of hormone tests | 1x of 3 | |
is modern fertility worth it for general health monitoring PERSONALIZED | Google ↗ AI Mode ↗ | Read user experiences and expert opinions on using fertility kits for general health tracking. | — | review_roundup | modern fertility test panel overview | 1x of 3 | |
does insurance cover modern fertility tests or thyroid panels IMPLICIT | Google ↗ AI Mode ↗ | The user wants to know if health insurance or HSA/FSA accounts can be used to pay for these specific tests. | — | pricing_page | doctor orders and insurance coverage | 1x of 3 | |
at home thyroid test accuracy compared to lab blood draw COMPARATIVE | Google ↗ AI Mode ↗ | Evaluate how reliable capillary blood collection for thyroid panels is versus venous blood tests. | — | review_roundup | at home hormone and thyroid tests | 1x of 3 | |
what is included in a standard annual physical blood test RELATED | Google ↗ AI Mode ↗ | Know what a typical general checkup lab panel actually covers. | — | web_article | routine annual physical blood work | 1x of 3 | |
routine blood work checklist for annual physical exam RELATED | Google ↗ AI Mode ↗ | The user wants to know what standard tests are typically ordered during a normal general physical checkup. | — | checklist | routine annual physical blood work | 1x of 3 | |
tsh tsh to t4 modern fertility biomarkers ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify specific thyroid markers like TSH, T3, and T4 and whether they are part of reproductive panels. | — | glossary/definition | thyroid biomarkers in modern fertility | 1x of 3 | |
can gynecologists order thyroid panels RELATED | Google ↗ AI Mode ↗ | Understand which healthcare providers can order comprehensive thyroid and hormone testing. | — | forum/qna | doctor orders and insurance coverage | 1x of 3 | |
modern fertility hormone test reviews and accuracy REFORMULATION | Google ↗ AI Mode ↗ | The user wants to know customer reviews and the clinical accuracy of Modern Fertility testing. | — | forum/qna | modern fertility test panel overview | 1x of 3 | |
letsgetchecked vs everlywell vs modern fertility hormone panels ENTITY EXPANSION | Google ↗ AI Mode ↗ | Explore other major competitors in the direct-to-consumer hormone and wellness testing market. | — | buyers_guide | brand comparison of hormone tests | 1x of 3 | |
reproductive hormones tested in women overview ENTITY EXPANSION | Google ↗ AI Mode ↗ | Learn about key hormones like AMH, FSH, LH, and estradiol and what they measure. | — | glossary/definition | modern fertility test panel overview | 1x of 3 | |
endocrinologist guide to thyroid screening guidelines ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants professional medical society guidelines regarding who should get screened for thyroid disorders. | — | pdf_whitepaper | doctor orders and insurance coverage | 1x of 3 | |
best at home hormone test for women over 30 looking for comprehensive health check PERSONALIZED | Google ↗ AI Mode ↗ | Find recommendations for at-home hormone tests tailored to women seeking general wellness insights. | — | buyers_guide | at home hormone and thyroid tests | 1x of 3 | |
how to interpret modern fertility results with a doctor PERSONALIZED | Google ↗ AI Mode ↗ | Understand how to use direct-to-consumer hormone lab results during a primary care physician visit. | — | how_to_steps | modern fertility test panel overview | 1x of 3 | |
limitations of at home hormone tests for general wellness IMPLICIT | Google ↗ AI Mode ↗ | Discover the drawbacks or blind spots of using fertility-specific tests for broad health assessments. | — | pdf_whitepaper | at home hormone and thyroid tests | 1x of 3 | |
can primary care doctors order the same hormone and thyroid labs COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare the cost and convenience of getting tested through an at-home kit versus a primary care physician. | — | faq_page | doctor orders and insurance coverage | 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 | — | 919 / 1,511 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 919 / 1,457 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 919 / 1,560 |