Real ChatGPT answer + Gemini simulation · index seedCd0YFq35OGocompleteAI OverviewBeauty and personal care · hair carehowto
What heat protectant spray actually works best for thick curly hair during a humid day like today?
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search31 queries10/30/2026
Download run
Gemini unique queries
30
4 in ≥ half the passes · stability 38%
ChatGPT real searches predicted
100%
1 of 1 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
What heat protectant spray actually works best for thick curly hair during a humid day like today?
30 unique queries · 3 passes
best humidity heat protectant for curly…
4 queries · 8 hits
best heat protectant spray for thick curly hair humidity2xGoogle ↗
REFORMULATION
how to apply heat protectant spray evenly on thick curly hair2xGoogle ↗
REFORMULATION
reddit best heat protectant for curly hair humidity2xGoogle ↗
REFORMULATION
best drugstore heat protectant for curly hair humidity2xGoogle ↗
COMPARATIVE
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. 30 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
best heat protectant sprays for thick curly hair humidity anti-frizz 2026 reviews Google ↗
- Shop at Sephora · sephora.com
- Shop at Sephora · sephora.com
- 9 Best Heat-Protectant Sprays 2026 to Tone Down Damage · allure.com
- The Best Heat Protectant Sprays of 2026, According to Experts · elle.com
- 10 Best Heat Protectants of 2025, According to Hairstylists · self.com
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
30 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best heat protectant spray for thick curly hair humidity REFORMULATION | Google ↗ AI Mode ↗ | Find top-rated heat protectant sprays specifically for thick, curly hair types that can also withstand high humidity. | — | review_roundup | best humidity heat protectant for curly… | 2x of 3 | |
how to apply heat protectant spray evenly on thick curly hair REFORMULATION | Google ↗ AI Mode ↗ | Learn the proper application technique to ensure thick curls are fully protected from heat damage. | — | how_to_steps | best humidity heat protectant for curly… | 2x of 3 | |
reddit best heat protectant for curly hair humidity REFORMULATION | Google ↗ AI Mode ↗ | Read authentic consumer experiences and recommendations from online hair communities. | — | forum/qna | best humidity heat protectant for curly… | 2x of 3 | |
best drugstore heat protectant for curly hair humidity COMPARATIVE | Google ↗ AI Mode ↗ | Identify budget-friendly heat protectants that perform well against humidity. | — | buyers_guide | best humidity heat protectant for curly… | 2x of 3 | |
best heat protectant for thick curly hair humidity REFORMULATION | Google ↗ AI Mode ↗ | Find top-rated heat protectants that specifically address both curls and humidity. | — | review_roundup | best humidity heat protectant for curly… | 1x of 3 | |
top anti frizz heat protectant curly hair RELATED | Google ↗ AI Mode ↗ | Identify heat protectants that double as strong anti-frizz agents for curls. | — | buyers_guide | best humidity heat protectant for curly… | 1x of 3 | |
how to prevent frizz in curly hair when using heat tools RELATED | Google ↗ AI Mode ↗ | Learn techniques and styling methods to minimize frizz when blow-drying or flat-ironing curly hair. | — | how_to_steps | humidity prevention and ingredients for… | 1x of 3 | |
top anti humidity heat protectant sprays curly hair RELATED | Google ↗ AI Mode ↗ | Discover specialized anti-humidity formulas designed for textured hair. | — | buyers_guide | best humidity heat protectant for curly… | 1x of 3 | |
why does curly hair frizz in humidity IMPLICIT | Google ↗ AI Mode ↗ | Understand the scientific mechanism of how humidity affects curly hair and why certain products prevent it. | — | web_article | humidity prevention and ingredients for… | 1x of 3 | |
anti humidity hair products that block moisture IMPLICIT | Google ↗ AI Mode ↗ | Understand the chemical mechanism or product categories that effectively repel moisture to stop hair from expanding. | — | web_article | humidity prevention and ingredients for… | 1x of 3 | |
how to prevent frizz with heat protectant in humid weather IMPLICIT | Google ↗ AI Mode ↗ | Learn the correct application techniques and product features to block out frizz on humid days. | — | how_to_steps | humidity prevention and ingredients for… | 1x of 3 | |
color wow dream coat vs living proof smooth blowout for curly hair COMPARATIVE | Google ↗ AI Mode ↗ | Compare two leading humidity-blocking styling products to see which is better for thick curls. | — | comparison_table | brand comparisons of heat protectants | 1x of 3 | |
color wow dream coat vs ouai heat protection spray COMPARATIVE | Google ↗ AI Mode ↗ | Compare two leading humidity-blocking and heat-protecting products to see which performs better. | — | comparison_table | brand comparisons of heat protectants | 1x of 3 | |
color wow dream coat vs verb ghost prep curly hair humidity COMPARATIVE | Google ↗ AI Mode ↗ | Compare two popular anti-humidity and heat-protecting products head-to-head. | — | comparison_table | brand comparisons of heat protectants | 1x of 3 | |
ouai thermal protection spray ingredients review ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check the specific ingredients and performance of a popular specific heat protectant brand. | — | product_spec_sheet | brand comparisons of heat protectants | 1x of 3 | |
top rated anti frizz heat protectant brands for coarse curls ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify specific prominent hair care brands known for handling coarse, curly textures. | — | buyers_guide | best humidity heat protectant for curly… | 1x of 3 | |
ouai thermal shield vs living proof restore smooth blowdry concentrate ENTITY EXPANSION | Google ↗ AI Mode ↗ | Explore alternative high-end heat protectant brands known for smoothing curly hair. | — | product_spec_sheet | brand comparisons of heat protectants | 1x of 3 | |
best lightweight heat protectant for fine curly hair vs thick hair PERSONALIZED | Google ↗ AI Mode ↗ | Determine how product selection changes between fine versus thick curly hair textures. | — | faq_page | best humidity heat protectant for curly… | 1x of 3 | |
best heat protectant for curly hair Reddit recommendations PERSONALIZED | Google ↗ AI Mode ↗ | Find authentic, peer-reviewed product suggestions from real users with curly hair on community forums. | — | forum/qna | best humidity heat protectant for curly… | 1x of 3 | |
best heat protectant for low porosity thick curls PERSONALIZED | Google ↗ AI Mode ↗ | Find a heat protectant tailored to low porosity, thick curly hair structures. | — | faq_page | best humidity heat protectant for curly… | 1x of 3 | |
silicone vs water based heat protectant for humidity COMPARATIVE | Google ↗ AI Mode ↗ | Determine whether silicone-based or water-based formulas provide better a barrier against humid air. | — | web_article | humidity prevention and ingredients for… | 1x of 3 | |
does silicone in heat protectant help with humidity for curly hair RELATED | Google ↗ AI Mode ↗ | Understand the chemical role of silicones in blocking humidity for curls. | — | glossary/definition | humidity prevention and ingredients for… | 1x of 3 | |
what ingredients block humidity in hair styling products IMPLICIT | Google ↗ AI Mode ↗ | Identify specific active ingredients like polymers or silicones that shield hair from moisture in the air. | — | glossary/definition | humidity prevention and ingredients for… | 1x of 3 | |
silicone vs water based heat protectant for curly hair RELATED | Google ↗ AI Mode ↗ | Understand whether silicones are necessary to block humidity in curly hair heat protectants. | — | glossary/definition | humidity prevention and ingredients for… | 1x of 3 | |
best drugstore heat protectant spray for curly hair frizz REFORMULATION | Google ↗ AI Mode ↗ | Find affordable, budget-friendly heat protectants that control frizz and humidity for curls. | — | review_roundup | best humidity heat protectant for curly… | 1x of 3 | |
living proof restore smooth blow out concentrate vs bumble and bumble repair heat protectant COMPARATIVE | Google ↗ AI Mode ↗ | Compare high-end blowout concentrates and heat protectants for thick hair. | — | comparison_table | brand comparisons of heat protectants | 1x of 3 | |
lightweight heat protectant spray for thick hair that wont weigh down curls IMPLICIT | Google ↗ AI Mode ↗ | Find products that protect against heat without making thick curls limp or heavy. | — | web_article | best humidity heat protectant for curly… | 1x of 3 | |
moroccanoil perfect defense vs bumble and bumble hairdresser invisible oil primer COMPARATIVE | Google ↗ AI Mode ↗ | Compare two popular oil-infused heat protectants for thick, dry hair. | — | comparison_table | brand comparisons of heat protectants | 1x of 3 | |
polymer sealants in anti humidity hair products ENTITY EXPANSION | Google ↗ AI Mode ↗ | Explore the technology of humidity-blocking polymers used in modern hair protectants. | — | pdf_whitepaper | humidity prevention and ingredients for… | 1x of 3 | |
does heat protectant stop frizz in humidity REFORMULATION | Google ↗ AI Mode ↗ | Understand if standard heat protectants actually offer anti-humidity benefits or if a separate product is needed. | — | faq_page | humidity prevention and ingredients for… | 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 | 10 | 10 | — | 911 / 1,172 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 911 / 1,409 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 911 / 1,501 |