Real ChatGPT answer + Gemini simulation · index seedwBloSdXyMnEcompleteAI OverviewHealth and wellness · women's healthcomparison
Can you compare the monthly cost of prescription spironolactone versus expensive topical retinoids for treating adult hormonal acne when you have no insurance coverage
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search36 queries10/30/2026
Download run
Gemini unique queries
33
3 in ≥ half the passes · stability 36%
ChatGPT real searches predicted
33%
1 of 3 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
Can you compare the monthly cost of prescription spironolactone versus expensive topical retinoids for treating adult hormonal acne when you have no insurance coverage
33 unique queries · 3 passes
spironolactone versus retinoids cost
1 query · 2 hits
spironolactone vs topical retinoid cost without insurance2xGoogle ↗
REFORMULATION
spironolactone cash price discounts
1 query · 2 hits
how much does generic spironolactone cost monthly cash price2xGoogle ↗
ENTITY EXPANSION
affordable uninsured acne treatments
1 query · 2 hits
cheapest way to treat hormonal acne without insurance2xGoogle ↗
IMPLICIT
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. 33 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.
ChatGPT3 real searches · gpt-633% predicted
2026 US cash price generic spironolactone 50 mg 100 mg 30 tablets GoodRx price Google ↗
2026 cash price prescription topical retinoids tretinoin Altreno Aklief Tazorac without insurance monthly cost Google ↗
American Academy Dermatology acne guidelines spironolactone topical retinoids pregnancy monitoring potassium Google ↗
- How Much Does Spironolactone Cost Without Insurance? · goodrx.com
- How Much Is Aklief Without Insurance? · goodrx.com
- How to Save on Self-Pay Dermatology Medications · goodrx.com
- Tretinoin Prices & Coupons (2026) · rx.com
- Acne clinical guideline · aad.org
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
33 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
spironolactone vs topical retinoid cost without insurance REFORMULATION | Google ↗ AI Mode ↗ | The user wants a direct price comparison between generic spironolactone and brand-name topical retinoids for cash-paying patients. | — | comparison_table | spironolactone versus retinoids cost | 2x of 3 | |
how much does generic spironolactone cost monthly cash price ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to find the typical retail cash price for a 30-day supply of generic spironolactone. | — | pricing_page | spironolactone cash price discounts | 2x of 3 | |
cheapest way to treat hormonal acne without insurance IMPLICIT | Google ↗ AI Mode ↗ | The user is looking for the most affordable overall strategies for managing adult hormonal acne on a budget. | — | buyers_guide | affordable uninsured acne treatments | 2x of 3 | |
spironolactone vs topical retinoids cost without insurance REFORMULATION | Google ↗ AI Mode ↗ | The user wants a direct price comparison between generic spironolactone and premium topical retinoids for cash-paying patients. | — | comparison_table | spironolactone versus retinoids cost | 1x of 3 | |
how much does generic spironolactone cost cash price ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to know the typical monthly out-of-pocket retail price for generic spironolactone pills. | — | pricing_page | spironolactone cash price discounts | 1x of 3 | |
average monthly cost of brand name topical retinoids cash price ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to know the typical out-of-pocket expense for popular high-end retinoid creams like Tazorac or Aklief. | — | pricing_page | topical retinoid cash prices | 1x of 3 | |
tretinoin adapalene out of pocket cost no insurance ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to check the cash prices of common topical retinoids like tretinoin and adapalene. | — | pricing_page | tretinoin out of pocket cost | 1x of 3 | |
average price of tazorac and altreno without insurance ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to know the cash price for premium topical retinoids commonly prescribed for acne. | — | product_spec_sheet | tretinoin out of pocket cost | 1x of 3 | |
cheapest way to get prescription acne medication without insurance RELATED | Google ↗ AI Mode ↗ | The user is looking for actionable tips, discount programs, or alternative services to lower their overall prescription acne medication costs. | — | buyers_guide | affordable uninsured acne treatments | 1x of 3 | |
goodrx coupons for spironolactone and tretinoin RELATED | Google ↗ AI Mode ↗ | The user wants to find discount card options to lower the cost of these acne medications. | — | web_article | spironolactone cash price discounts | 1x of 3 | |
goodrx spironolactone 100mg price discount RELATED | Google ↗ AI Mode ↗ | The user is looking for coupon or discount options to lower the out-of-pocket cost of spironolactone. | — | calculator/tool | spironolactone cash price discounts | 1x of 3 | |
spironolactone for hormonal acne effectiveness and side effects RELATED | Google ↗ AI Mode ↗ | The user wants to evaluate whether the clinical benefits and safety profile of spironolactone justify its cost. | — | web_article | hormonal acne treatment guidelines | 1x of 3 | |
is oral spironolactone cheaper than prescription retinoid cream COMPARATIVE | Google ↗ AI Mode ↗ | The user wants a definitive answer on which medication class is generally more affordable. | — | faq_page | spironolactone versus retinoids cost | 1x of 3 | |
spironolactone monthly cost vs expensive retinoids adults COMPARATIVE | Google ↗ AI Mode ↗ | The user wants an explicit contrast between the economy of systemic spironolactone versus premium topical creams. | — | comparison_table | spironolactone versus retinoids cost | 1x of 3 | |
are expensive retinoids worth it compared to generic acne treatments COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to know if high-cost topical retinoids offer significantly better results than cheaper alternatives. | — | review_roundup | topical retinoid cash prices | 1x of 3 | |
how to get cheap prescription acne medication without insurance PERSONALIZED | Google ↗ AI Mode ↗ | The user seeks guidance on accessing affordable dermatology care and prescriptions while uninsured. | — | how_to_steps | affordable uninsured acne treatments | 1x of 3 | |
cost of telehealth prescription for hormonal acne spironolactone RELATED | Google ↗ AI Mode ↗ | The user wants to know the total cost including online doctor visits required to get spironolactone without insurance. | — | faq_page | hormonal acne treatment guidelines | 1x of 3 | |
how to save money on prescription drugs using goodrx or manufacturer coupons IMPLICIT | Google ↗ AI Mode ↗ | The user needs practical tools to reduce the high out-of-pocket costs of their medications. | — | calculator/tool | spironolactone cash price discounts | 1x of 3 | |
can tele-health acne prescriptions save money without insurance RELATED | Google ↗ AI Mode ↗ | The user wants to know if direct-to-consumer online dermatology services offer cheaper consultation and drug bundle options. | — | faq_page | affordable uninsured acne treatments | 1x of 3 | |
adult hormonal acne treatment budget friendly options PERSONALIZED | Google ↗ AI Mode ↗ | The user is seeking budget-conscious recommendations tailored to adult hormonal acne breakouts. | — | web_article | hormonal acne budget options | 1x of 3 | |
generic tretinoin cream cash price without insurance ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to check if generic retinoids offer a significantly cheaper alternative to expensive brand-name retinoids. | — | pricing_page | tretinoin out of pocket cost | 1x of 3 | |
adult hormonal acne treatment options on a budget REFORMULATION | Google ↗ AI Mode ↗ | The user is searching for cost-effective therapeutic strategies specifically tailored for adult hormonal breakouts. | — | web_article | hormonal acne budget options | 1x of 3 | |
is spironolactone cheaper than retinoids COMPARATIVE | Google ↗ AI Mode ↗ | The user wants a direct answer on whether oral spironolactone costs less than premium topical retinoids. | — | faq_page | spironolactone versus retinoids cost | 1x of 3 | |
adult hormonal acne treatment cost breakdown RELATED | Google ↗ AI Mode ↗ | The user wants an overview of all typical expenses associated with managing adult hormonal acne. | — | pdf_whitepaper | hormonal acne budget options | 1x of 3 | |
is spironolactone cheaper than tretinoin COMPARATIVE | Google ↗ AI Mode ↗ | The user wants a direct price comparison between generic spironolactone pills and generic tretinoin cream. | — | comparison_table | spironolactone versus retinoids cost | 1x of 3 | |
cost comparison oral spironolactone vs topical tretinoin REFORMULATION | Google ↗ AI Mode ↗ | The user wants a precise financial breakdown comparing oral spironolactone and topical tretinoin. | — | comparison_table | spironolactone versus retinoids cost | 1x of 3 | |
can dermatologist prescribe cheap alternatives for hormonal acne RELATED | Google ↗ AI Mode ↗ | The user wants to know if dermatologists can actively help patients minimize prescription costs. | — | forum/qna | hormonal acne budget options | 1x of 3 | |
spironolactone monthly cost comparison cash vs insurance REFORMULATION | Google ↗ AI Mode ↗ | The user is analyzing the financial impact of paying entirely out of pocket for spironolactone. | — | comparison_table | spironolactone cash price discounts | 1x of 3 | |
how to get cheap acne prescriptions without insurance IMPLICIT | Google ↗ AI Mode ↗ | The user needs actionable advice on navigating pharmacy pricing and discount programs for acne medications. | — | how_to_steps | affordable uninsured acne treatments | 1x of 3 | |
best affordable alternatives to brand name topical retinoids PERSONALIZED | Google ↗ AI Mode ↗ | The user seeks lower-cost substitutes for expensive retinoids that still deliver strong anti-acne benefits. | — | buyers_guide | topical retinoid cash prices | 1x of 3 | |
adult hormonal acne treatment cost comparison uninsured REFORMULATION | Google ↗ AI Mode ↗ | The user wants a synthesized economic overview of managing adult hormonal breakouts without insurance coverage. | — | web_article | hormonal acne budget options | 1x of 3 | |
generic tretinoin price without insurance 45g tube ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to know the exact unit cost of a standard tube of generic tretinoin without insurance coverage. | — | product_spec_sheet | tretinoin out of pocket cost | 1x of 3 | |
most cost effective treatment for adult female acne COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to identify the single most economical medical treatment for adult female hormonal acne. | — | buyers_guide | hormonal acne budget options | 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 | — | 927 / 1,595 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 927 / 1,477 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 927 / 1,469 |