I am redoing my doors and want to match my hinges to my door handles, which Phoenix home improvement center has the biggest selection in stock?
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). 25 of 36 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
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.
Queries
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
specialty architectural hardware stores phoenix az ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify local boutique or specialized hardware suppliers in Phoenix that might surpass big-box selections. | Comparison | map/local_pack | phoenix hardware store inventory | 2x of 3 | |
home depot vs lowes phoenix hardware selection door hinges handles COMPARATIVE | Google ↗ AI Mode ↗ | Compare major home improvement centers in Phoenix regarding their in-stock door hardware inventory. | Comparison | comparison_table | phoenix hardware store inventory | 1x of 3 | |
door hinge and handle finish matching guide REFORMULATION | Google ↗ AI Mode ↗ | Understand best practices for matching door hinges to handle finishes. | Instruction | buyers_guide | matching door hardware finishes guide | 1x of 3 | |
home improvement stores in phoenix with large door hardware inventory REFORMULATION | Google ↗ AI Mode ↗ | The user wants a direct list of major home improvement centers in Phoenix known for stocking extensive door hardware. | Comparison | map/local_pack | phoenix hardware store inventory | 1x of 3 | |
largest home improvement store phoenix inventory door hardware REFORMULATION | Google ↗ AI Mode ↗ | Find the specific hardware store in Phoenix known for the largest stock of door accessories. | Comparison | map/local_pack | phoenix hardware store inventory | 1x of 3 | |
home depot vs lowes door hardware selection phoenix COMPARATIVE | Google ↗ AI Mode ↗ | Compare major home improvement centers in Phoenix for door hardware variety. | Comparison | comparison_table | phoenix hardware store inventory | 1x of 3 | |
do home depot and lowes stock matching hinges and door handles RELATED | Google ↗ AI Mode ↗ | The user wants to know if major national chains carry matched sets or collections of door handles and hinges in-store. | Comparison | buyers_guide | matching door hardware finishes guide | 1x of 3 | |
door hinge finishes match door handle guide RELATED | Google ↗ AI Mode ↗ | Learn the best practices for coordinating door hinge metal finishes with door levers or knobs. | Comparison | buyers_guide | matching door hardware finishes guide | 1x of 3 | |
best hardware stores for interior door knobs in phoenix ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find specialized or local hardware stores in Phoenix beyond the standard big-box retailers. | Comparison | map/local_pack | phoenix hardware store inventory | 1x of 3 | |
how to match door hinge finish to door handle style IMPLICIT | Google ↗ AI Mode ↗ | The user wants design rules or best practices for coordinating hinge finishes with various door handle styles and metals. | Instruction | web_article | matching door hardware finishes guide | 1x of 3 | |
do interior door hinges need to match the doorknob RELATED | Google ↗ AI Mode ↗ | Learn interior design rules regarding whether hinges and doorknobs must match. | Yes / no | faq_page | matching door hardware finishes guide | 1x of 3 | |
ace hardware vs home depot door hardware selection phoenix COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare the variety and stock levels of specialty door hardware between local Ace Hardware stores and big-box retailers in Phoenix. | Comparison | comparison_table | phoenix hardware store inventory | 1x of 3 | |
do big box hardware stores carry matching door hinges and handles IMPLICIT | Google ↗ AI Mode ↗ | Determine whether standard home improvement centers offer cohesive product collections across hinges and handles. | Comparison | faq_page | matching door hardware finishes guide | 1x of 3 | |
door hardware finishes popular trends matte black brass nickel IMPLICIT | Google ↗ AI Mode ↗ | Identify current popular finishes for door hardware to match their new doors. | Comparison | web_article | matching door hardware finishes guide | 1x of 3 | |
best home improvement center for interior door upgrades PERSONALIZED | Google ↗ AI Mode ↗ | Find recommendations for home improvement stores tailored to comprehensive interior door replacement projects. | Comparison | review_roundup | matching door hardware finishes guide | 1x of 3 | |
eco friendly and durable door hinge coatings PERSONALIZED | Google ↗ AI Mode ↗ | Find high-durability and quality door hinges that will not wear out quickly. | Comparison | product_spec_sheet | matching door hardware finishes guide | 1x of 3 | |
best hardware stores for matching door finishes PERSONALIZED | Google ↗ AI Mode ↗ | The user wants tailored recommendations for stores that specialize in comprehensive matching finish collections rather than mismatched single items. | Comparison | review_roundup | matching door hardware finishes guide | 1x of 3 | |
how to match door hinges to handles RELATED | Google ↗ AI Mode ↗ | Understand the technical steps and style rules for coordinating door hinges and handles. | Instruction | how_to_steps | matching door hardware finishes guide | 1x of 3 | |
ace hardware phoenix door hinges in stock ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check local Ace Hardware stock for door hinges in the Phoenix area. | Comparison | map/local_pack | phoenix hardware store inventory | 1x of 3 | |
door hinge finish guide oil rubbed bronze brushed nickel matte black REFORMULATION | Google ↗ AI Mode ↗ | The user wants to see popular door hardware finishes to decide which style they want to match. | Instruction | glossary/definition | matching door hardware finishes guide | 1x of 3 | |
phoenix ace hardware door hardware selection ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check if local Ace Hardware stores in Phoenix offer extensive door hardware options. | Comparison | web_article | phoenix hardware store inventory | 1x of 3 | |
how to choose the right size door hinge RELATED | Google ↗ AI Mode ↗ | Learn how to measure and select the correct hinge size for new doors. | Instruction | how_to_steps | matching door hardware finishes guide | 1x of 3 | |
do big box hardware stores keep matching hinges in stock RELATED | Google ↗ AI Mode ↗ | The user wants to know if matching hinges are typically available immediately on store shelves or require special ordering. | Other / navigational | faq_page | matching door hardware finishes guide | 1x of 3 | |
matching door hardware finishes trends RELATED | Google ↗ AI Mode ↗ | Discover current interior design trends for coordinating door hinges, locks, and handles. | Comparison | web_article | matching door hardware finishes guide | 1x of 3 | |
builder supply stores phoenix architectural hardware ENTITY EXPANSION | Google ↗ AI Mode ↗ | Locate wholesale or professional builder supply centers in Phoenix with massive hardware inventories. | Other / navigational | web_article | phoenix hardware store inventory | 1x of 3 | |
buying matching interior door handles and hinges checklist IMPLICIT | Google ↗ AI Mode ↗ | The user wants a checklist of what parts, quantities, and matching specifications are needed when redoing interior doors. | Instruction | checklist | matching door hardware finishes guide | 1x of 3 | |
door hinge sizes and types for interior doors REFORMULATION | Google ↗ AI Mode ↗ | Find specifications on interior door hinge dimensions and variations. | Comparison | product_spec_sheet | matching door hardware finishes guide | 1x of 3 | |
matching hinges and knobs interior design advice REFORMULATION | Google ↗ AI Mode ↗ | Get expert design advice on coordinating door handles and hinges. | Instruction | forum/qna | matching door hardware finishes guide | 1x of 3 | |
builder supply stores open to public phoenix az ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to find commercial builder supply houses in Phoenix that sell large volumes of door hardware to retail customers. | Yes / no | map/local_pack | phoenix hardware store inventory | 1x of 3 | |
where to buy matching interior door handles and hinges in phoenix REFORMULATION | Google ↗ AI Mode ↗ | Locate Phoenix retailers offering bundled or matching door handle and hinge packages. | Other / navigational | map/local_pack | phoenix hardware store inventory | 1x of 3 | |
ferguson showroom phoenix decorative hardware ENTITY EXPANSION | Google ↗ AI Mode ↗ | Explore high-end decorative hardware showrooms in Phoenix. | Comparison | map/local_pack | phoenix hardware store inventory | 1x of 3 | |
how to choose the right size and type of door hinge RELATED | Google ↗ AI Mode ↗ | The user wants technical instructions on selecting compatible hinge dimensions and corner radiuses for their replacement doors. | Instruction | how_to_steps | matching door hardware finishes guide | 1x of 3 | |
home improvement store inventory check door hardware phoenix IMPLICIT | Google ↗ AI Mode ↗ | Learn how to check real-time stock levels of door hardware at Phoenix home centers online. | Reason | calculator/tool | phoenix hardware store inventory | 1x of 3 | |
complete guide to door hinge types and finishes RELATED | Google ↗ AI Mode ↗ | Understand the full range of hinge finishes available on the market. | Comparison | glossary/definition | matching door hardware finishes guide | 1x of 3 | |
architectural door hardware showroom phoenix inventory REFORMULATION | Google ↗ AI Mode ↗ | The user wants high-end or large-scale showroom options in Phoenix specializing in coordinated door hardware lines. | Comparison | web_article | phoenix hardware store inventory | 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 | — | 931 / 1,430 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 931 / 1,353 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 931 / 1,560 |