How much should I realistically expect to spend on youth baseball gear for a complete beginner without getting ripped off?
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
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.
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. 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.
- Frequently Asked Questions · arlingtonlittleleague.org
- The Complete Youth Baseball Equipment Guide · baseballparents.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.
Queries
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
cost of youth baseball equipment for beginners REFORMULATION | Google ↗ AI Mode ↗ | The user wants a direct restatement of the cost expectations for starter gear. | — | buyers_guide | beginner equipment total cost | 2x of 3 | |
cheap vs expensive youth baseball bat difference COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to know if paying more for a bat actually matters for a beginner or if cheap bats are fine. | — | comparison_table | gear brands pricing and value | 2x of 3 | |
how to buy used youth baseball gear safely PERSONALIZED | Google ↗ AI Mode ↗ | The user is looking for alternative ways to save money by purchasing secondhand equipment. | — | how_to_steps | buying cheap and used gear | 2x of 3 | |
cost of youth baseball gear for beginners REFORMULATION | Google ↗ AI Mode ↗ | The user wants a direct summary of the total average cost to equip a starting youth baseball player. | — | web_article | beginner equipment total cost | 1x of 3 | |
youth baseball equipment budget breakdown RELATED | Google ↗ AI Mode ↗ | The user wants to see a categorized breakdown of expenses to understand where the money goes. | — | buyers_guide | equipment budget and cost breakdown | 1x of 3 | |
complete beginner youth baseball gear checklist IMPLICIT | Google ↗ AI Mode ↗ | The user needs to know what specific items must be bought versus what can be skipped. | — | checklist | essential gear checklist for beginners | 1x of 3 | |
youth baseball starter kit price breakdown RELATED | Google ↗ AI Mode ↗ | The user wants to see structured cost breakdowns of all-in-one starter packages versus buying pieces individually. | — | pricing_page | equipment budget and cost breakdown | 1x of 3 | |
what baseball gear does a 7 year old need to start IMPLICIT | Google ↗ AI Mode ↗ | The user needs to know the absolute mandatory items versus optional equipment for young beginners. | — | checklist | starter kits for young kids | 1x of 3 | |
youth baseball bat price vs quality for kids COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare cheap bats versus expensive bats to avoid overpaying. | — | comparison_table | gear brands pricing and value | 1x of 3 | |
what equipment does a beginner youth baseball player actually need IMPLICIT | Google ↗ AI Mode ↗ | The user wants an essential gear checklist so they do not accidentally overspend on unnecessary items. | — | checklist | essential gear checklist for beginners | 1x of 3 | |
best youth baseball glove brands under 50 dollars ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user is looking for specific affordable glove brands and models for beginners. | — | review_roundup | affordable youth baseball gloves | 1x of 3 | |
best youth baseball glove brands for beginners ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants specific brand recommendations that offer good value without paying pro prices. | — | review_roundup | affordable youth baseball gloves | 1x of 3 | |
how to outfit a 7 year old for tee ball on a budget PERSONALIZED | Google ↗ AI Mode ↗ | The user wants targeted spending advice for a young beginner starting at the tee ball level. | — | web_article | starter kits for young kids | 1x of 3 | |
best youth baseball brands for value rawlings vs easton vs wilson ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to identify reputable, cost-effective brand names known for durable entry-level gear. | — | buyers_guide | gear brands pricing and value | 1x of 3 | |
cheap youth baseball cleats worth buying RELATED | Google ↗ AI Mode ↗ | The user wants to find out if low-cost molded cleats hold up well for a season. | — | faq_page | buying cheap and used gear | 1x of 3 | |
average price of youth baseball cleats and pants RELATED | Google ↗ AI Mode ↗ | The user wants to know the typical costs for apparel and footwear separate from bats and gloves. | — | pricing_page | gear brands pricing and value | 1x of 3 | |
average spending on little league equipment REFORMULATION | Google ↗ AI Mode ↗ | The user wants to see general statistics or averages on what parents spend on little league. | — | dataset | equipment budget and cost breakdown | 1x of 3 | |
average budget for kids t ball and coach pitch equipment REFORMULATION | Google ↗ AI Mode ↗ | The user wants to know age-specific spending expectations, as younger kids require less expensive gear. | — | faq_page | equipment budget and cost breakdown | 1x of 3 | |
youth baseball league equipment requirements FAQ RELATED | Google ↗ AI Mode ↗ | The user wants to ensure they do not buy illegal or unapproved equipment for league play. | — | faq_page | league safety and equipment rules | 1x of 3 | |
used youth baseball gear pros and cons RELATED | Google ↗ AI Mode ↗ | The user wants to know if buying second-hand equipment is a safe way to save money. | — | forum/qna | gear brands pricing and value | 1x of 3 | |
do beginner youth baseball players need molded cleats or metal cleats RELATED | Google ↗ AI Mode ↗ | The user wants to understand specific gear rules and price differences for footwear. | — | review_roundup | essential gear checklist for beginners | 1x of 3 | |
is a batting helmet mandatory for little league IMPLICIT | Google ↗ AI Mode ↗ | The user wants to confirm if safety gear must be purchased individually or if the team provides it. | — | glossary/definition | league safety and equipment rules | 1x of 3 | |
what size baseball bat do I need for a beginner IMPLICIT | Google ↗ AI Mode ↗ | The user needs to understand sizing so they do not buy the wrong gear and waste money. | — | how_to_steps | essential gear checklist for beginners | 1x of 3 | |
hidden costs in youth baseball leagues beyond gear IMPLICIT | Google ↗ AI Mode ↗ | The user wants a realistic picture of all upcoming expenses so they are not caught off guard by league fees. | — | web_article | equipment budget and cost breakdown | 1x of 3 | |
youth baseball gear starter kit bundle reviews ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to evaluate all-in-one starter bundles as a cost-effective alternative to buying pieces individually. | — | review_roundup | starter kits for young kids | 1x of 3 | |
youth baseball batting helmet NOCSAE safety requirements ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to ensure the cheapest helmet they buy still meets mandatory safety standards. | — | product_spec_sheet | league safety and equipment rules | 1x of 3 | |
youth baseball glove sizing and pricing guide ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to find a reliable baseball glove that fits a child's hand without breaking the bank. | — | buyers_guide | affordable youth baseball gloves | 1x of 3 | |
do beginners need sliding mitts and elbow guards REFORMULATION | Google ↗ AI Mode ↗ | The user wants to identify unnecessary accessories so they can avoid buying items they don't need. | — | forum/qna | essential gear checklist for beginners | 1x of 3 | |
baseball pants and belt cost youth league RELATED | Google ↗ AI Mode ↗ | The user wants to estimate the cost of uniform components like pants and belts. | — | pricing_page | equipment budget and cost breakdown | 1x of 3 | |
youth batting helmet NOCSAE safety standards budget options RELATED | Google ↗ AI Mode ↗ | The user wants to verify that affordable protective gear meets required league safety certifications. | — | product_spec_sheet | league safety and equipment rules | 1x of 3 | |
youth baseball bat sizing chart and price guide RELATED | Google ↗ AI Mode ↗ | The user wants to match correct sizing to price to ensure they buy the right size the first time. | — | product_spec_sheet | gear brands pricing and value | 1x of 3 | |
sports authority alternatives for buying cheap youth baseball gear REFORMULATION | Google ↗ AI Mode ↗ | The user wants a list of reliable stores and online outlets offering discounts on beginner baseball gear. | — | web_article | buying cheap and used gear | 1x of 3 | |
youth baseball gear budget calculator IMPLICIT | Google ↗ AI Mode ↗ | The user wants an interactive way to calculate their expected total gear cost. | — | calculator/tool | equipment budget and cost breakdown | 1x of 3 |
Passes
Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-3.5-flash-lite | 1 | 12 | 12 | — | 915 / 1,487 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 915 / 1,360 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 915 / 1,510 |