Real ChatGPT answer + Gemini simulation · index seedZE1CPhRz29McompleteAI OverviewSports and outdoors · youth sportscommercial
What are the best youth football helmet safety ratings right now because I read some scary things online and I want to make sure my kid is protected out there?
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
100%
3 of 3 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
What are the best youth football helmet safety ratings right now because I read some scary things online and I want to make sure my kid is protected out there?
33 unique queries · 3 passes
brand safety comparisons
1 query · 2 hits
schutt vs riddell youth football helmet safety comparison2xGoogle ↗
COMPARATIVE
nocsae certification standards
1 query · 2 hits
nocsae standards youth football helmets2xGoogle ↗
RELATED
helmet sizing and fitting
1 query · 2 hits
when should you replace a youth football helmet2xGoogle ↗
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-6100% predicted
2026 youth football helmet safety ratings Virginia Tech youth helmets STAR ratings latest youth football helmet ratings Google ↗
Virginia Tech helmet ratings youth football helmets STAR methodology youth 2025 2026 Google ↗
NOCSAE youth football helmet certification recertification warning football helmet safety Google ↗
- Youth Football Helmet Ratings · helmet.beam.vt.edu
- Virginia Tech Helmet Lab · vtechworks.lib.vt.edu
- Youth Football Helmet Ratings · helmet.bme.vt.edu
- Virginia Tech Youth Football Helmet Ratings · helmet.beam.vt.edu
- NOCSAE Youth Football Helmet Standard · nocsae.org
- NOCSAE Finalizes First-Ever Performance Standard for Youth Football Helmets · nocsae.org
- NOCSAE Summer 2026 Meeting Recap · nsga.org
- General Recertification Requirements and Recommendations · nocsae.org
- Football Helmet Perf Spec · nocsae.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 |
|---|---|---|---|---|---|---|---|
schutt vs riddell youth football helmet safety comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare safety performance between the two leading youth helmet brands. | — | comparison_table | brand safety comparisons | 2x of 3 | |
nocsae standards youth football helmets RELATED | Google ↗ AI Mode ↗ | Understand the baseline certification requirements for football helmets. | — | glossary/definition | nocsae certification standards | 2x of 3 | |
when should you replace a youth football helmet IMPLICIT | Google ↗ AI Mode ↗ | Know the lifespan of a youth helmet and when wear and tear compromises safety. | — | checklist | helmet sizing and fitting | 2x of 3 | |
youth football helmet safety ratings virginia tech 2024 REFORMULATION | Google ↗ AI Mode ↗ | Find the official, authoritative Virginia Tech safety star ratings for current youth football helmets. | — | comparison_table | virginia tech safety ratings | 1x of 3 | |
youth football helmet safety ratings 2026 REFORMULATION | Google ↗ AI Mode ↗ | Find the most recent official safety ratings for kids football helmets. | — | comparison_table | virginia tech safety ratings | 1x of 3 | |
youth football helmet safety ratings virginia tech REFORMULATION | Google ↗ AI Mode ↗ | Find the official and most trusted independent safety ratings for youth football helmets. | — | comparison_table | virginia tech safety ratings | 1x of 3 | |
virginia tech youth football helmet ratings ENTITY EXPANSION | Google ↗ AI Mode ↗ | Locate the industry-standard helmet rating organization results specifically for youth models. | — | web_article | virginia tech safety ratings | 1x of 3 | |
nicsl youth football helmet ratings REFORMULATION | Google ↗ AI Mode ↗ | Access the National Operating Committee on Standards for Athletic Equipment certified helmet listings. | — | web_article | virginia tech safety ratings | 1x of 3 | |
best youth football helmets 2024 2025 RELATED | Google ↗ AI Mode ↗ | Discover top-performing youth football helmets currently available on the market. | — | buyers_guide | safest helmet reviews and replacement | 1x of 3 | |
signs a youth football helmet doesn't fit properly IMPLICIT | Google ↗ AI Mode ↗ | Learn how to check if a child's helmet is correctly sized and adjusted for maximum protection. | — | how_to_steps | concussion prevention and signs | 1x of 3 | |
safest youth football helmets 2024 RELATED | Google ↗ AI Mode ↗ | Identify the top-performing helmets specifically marketed for children and teens in the current year. | — | buyers_guide | safest helmet reviews and replacement | 1x of 3 | |
are 5 star youth football helmets actually safe RELATED | Google ↗ AI Mode ↗ | Understand what 5-star ratings mean in practical terms for concussion prevention. | — | faq_page | value of five star helmets | 1x of 3 | |
best football helmet for kids concussion prevention IMPLICIT | Google ↗ AI Mode ↗ | Identify specific youth helmet models designed explicitly to minimize concussion risks. | — | buyers_guide | concussion prevention technology | 1x of 3 | |
how to check if a youth football helmet fits properly IMPLICIT | Google ↗ AI Mode ↗ | Learn the physical steps to ensure a helmet is fitted correctly to maximize its safety benefits. | — | how_to_steps | helmet sizing and fitting | 1x of 3 | |
ridell vs schutt youth football helmet safety comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare the safety performance of the two most dominant brands in youth football equipment. | — | comparison_table | brand safety comparisons | 1x of 3 | |
xenith helm fit youth vs riddell speedflex youth ENTITY EXPANSION | Google ↗ AI Mode ↗ | Evaluate specific popular high-end youth helmet models. | — | product_spec_sheet | brand safety comparisons | 1x of 3 | |
best rated youth football helmets with concussion prevention tech ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find specific helmet models that feature advanced shock-absorption or concussion-reduction technology like TPU cushioning. | — | product_spec_sheet | concussion prevention technology | 1x of 3 | |
how to choose a safe youth football helmet for my child PERSONALIZED | Google ↗ AI Mode ↗ | Get practical guidance tailored for a concerned parent buying their first youth football helmet. | — | faq_page | helmet sizing and fitting | 1x of 3 | |
how to properly fit a youth football helmet RELATED | Google ↗ AI Mode ↗ | Learn the correct fitting process to ensure maximum protection for a child. | — | how_to_steps | helmet sizing and fitting | 1x of 3 | |
parent guide to youth football concussion symptoms and prevention PERSONALIZED | Google ↗ AI Mode ↗ | Gain peace of mind and actionable knowledge regarding concussion recognition and helmet limitations. | — | web_article | concussion prevention and signs | 1x of 3 | |
what to look for when buying a kids football helmet PERSONALIZED | Google ↗ AI Mode ↗ | Get guidance tailored for a concerned parent purchasing their child's first football gear. | — | checklist | helmet sizing and fitting | 1x of 3 | |
youth football concussion prevention technology RELATED | Google ↗ AI Mode ↗ | Learn about modern padding and shell technologies designed to reduce brain injury risks. | — | web_article | concussion prevention technology | 1x of 3 | |
are five star youth football helmets worth the money RELATED | Google ↗ AI Mode ↗ | Determine if the most expensive helmets provide a meaningful safety upgrade over mid-tier models. | — | review_roundup | value of five star helmets | 1x of 3 | |
youth football helmet expiration dates and replacement rules RELATED | Google ↗ AI Mode ↗ | Determine when an older or used youth football helmet needs to be replaced. | — | web_article | safest helmet reviews and replacement | 1x of 3 | |
youth football helmet reviews 5 star rated REFORMULATION | Google ↗ AI Mode ↗ | Find reviews specifically focusing on helmets that achieved the highest safety tier. | — | review_roundup | value of five star helmets | 1x of 3 | |
vicis zero2 youth helmet safety score ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check the specific safety rating and performance data for the Vicis Zero2 Youth helmet model. | — | review_roundup | virginia tech safety ratings | 1x of 3 | |
best rated youth football helmets review 2026 REFORMULATION | Google ↗ AI Mode ↗ | Read expert roundups and reviews of the top-performing youth helmets. | — | review_roundup | safest helmet reviews and replacement | 1x of 3 | |
youth football helmet padding technology safety differences IMPLICIT | Google ↗ AI Mode ↗ | Understand how different internal padding materials protect against rotational impacts. | — | product_spec_sheet | brand safety comparisons | 1x of 3 | |
youth football helmet safety standards nocsae vs sei RELATED | Google ↗ AI Mode ↗ | Understand the differences between various safety certification organizations and testing standards. | — | glossary/definition | nocsae certification standards | 1x of 3 | |
are expensive youth football helmets safer RELATED | Google ↗ AI Mode ↗ | Understand the correlation between helmet price and level of concussion protection. | — | faq_page | value of five star helmets | 1x of 3 | |
youth football helmet safety study findings ENTITY EXPANSION | Google ↗ AI Mode ↗ | Read data and research summaries regarding youth football helmet impacts. | — | pdf_whitepaper | concussion prevention and signs | 1x of 3 | |
football helmet padding and concussion reduction studies RELATED | Google ↗ AI Mode ↗ | Review scientific evidence regarding how modern helmet designs protect against traumatic brain injury. | — | pdf_whitepaper | concussion prevention and signs | 1x of 3 | |
parent guide youth football concussion signs and helmet safety PERSONALIZED | Google ↗ AI Mode ↗ | Access comprehensive safety advice for parents worried about head trauma in youth sports. | — | pdf_whitepaper | concussion prevention and signs | 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 | — | 935 / 1,385 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 935 / 1,513 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 935 / 1,445 |