Looking to purchase smart bulbs in Scottsdale immediately so I can set up voice lighting before guests arrive tonight.
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. 34 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.
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 |
|---|---|---|---|---|---|---|---|
best smart bulbs compatible with alexa and google assistant RELATED | Google ↗ AI Mode ↗ | Determine which smart bulbs support standard voice assistants. | — | comparison_table | best smart color bulbs | 2x of 3 | |
how to set up smart bulbs in 5 minutes RELATED | Google ↗ AI Mode ↗ | Learn the fastest method to install and connect smart bulbs before guests arrive. | — | how_to_steps | fast setup guide | 2x of 3 | |
smart bulbs in stock near me scottsdale REFORMULATION | Google ↗ AI Mode ↗ | Find stores in Scottsdale that currently have smart light bulbs available for immediate purchase. | — | map/local_pack | local same day pickup | 1x of 3 | |
smart bulbs available for in store pickup scottsdale REFORMULATION | Google ↗ AI Mode ↗ | Find stores in Scottsdale that currently have smart bulbs in stock for immediate pickup today. | — | map/local_pack | local same day pickup | 1x of 3 | |
smart light bulbs available for store pickup today REFORMULATION | Google ↗ AI Mode ↗ | Find smart bulbs that can be picked up locally right away. | — | map/local_pack | local same day pickup | 1x of 3 | |
best smart light bulbs compatible with alexa and google assistant ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify specific smart bulb brands that work with major voice assistants for quick setup. | — | comparison_table | best smart color bulbs | 1x of 3 | |
how to set up smart bulbs without a hub in 10 minutes IMPLICIT | Google ↗ AI Mode ↗ | Learn the fastest way to install and configure smart lights. | — | how_to_steps | fast setup guide | 1x of 3 | |
philips hue vs wyze smart bulbs speed and ease of setup COMPARATIVE | Google ↗ AI Mode ↗ | Compare different smart bulb brands to determine which is easiest to install quickly. | — | review_roundup | smart bulb brand comparison | 1x of 3 | |
philips hue vs wyze smart bulbs setup speed COMPARATIVE | Google ↗ AI Mode ↗ | Compare different smart bulb brands based on how easy and fast they are to install. | — | comparison_table | smart bulb brand comparison | 1x of 3 | |
philips hue vs LIFX vs wyze bulb comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare top smart bulb brands to decide which one to buy right now. | — | comparison_table | smart bulb brand comparison | 1x of 3 | |
smart bulbs that dont need a hub for voice control IMPLICIT | Google ↗ AI Mode ↗ | Find Wi-Fi enabled smart bulbs that can be set up instantly without a separate hardware hub. | — | buyers_guide | hubless smart bulb troubleshooting | 1x of 3 | |
smart bulbs that dont need a hub ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find Wi-Fi enabled smart bulbs that can be set up immediately without requiring a separate bridge or hub. | — | buyers_guide | hubless smart bulb troubleshooting | 1x of 3 | |
where to buy smart home devices locally ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify national or regional electronics and hardware retailers that carry smart lighting. | — | map/local_pack | local same day pickup | 1x of 3 | |
target best buy home depot scottsdale smart lighting inventory PERSONALIZED | Google ↗ AI Mode ↗ | Check stock levels at major big-box retailers in Scottsdale for smart lighting products. | — | map/local_pack | local same day pickup | 1x of 3 | |
smart home lighting setup checklist PERSONALIZED | Google ↗ AI Mode ↗ | Get a checklist to ensure all steps of voice lighting configuration are completed successfully. | — | checklist | fast setup guide | 1x of 3 | |
easy smart lighting setup for parties and events PERSONALIZED | Google ↗ AI Mode ↗ | Discover quick lighting scenes or configurations suitable for hosting guests. | — | web_article | best smart color bulbs | 1x of 3 | |
troubleshooting smart bulb voice control not connecting RELATED | Google ↗ AI Mode ↗ | Find quick fixes in case the smart lighting fails to pair with voice assistants. | — | faq_page | hubless smart bulb troubleshooting | 1x of 3 | |
electronics stores open late in scottsdale for smart home devices REFORMULATION | Google ↗ AI Mode ↗ | Identify retailers in Scottsdale open late to purchase hardware. | — | map/local_pack | local same day pickup | 1x of 3 | |
electronics stores open late near me IMPLICIT | Google ↗ AI Mode ↗ | Find retail locations that are open right now to purchase hardware. | — | map/local_pack | local same day pickup | 1x of 3 | |
best buy scottsdale hours smart home department REFORMULATION | Google ↗ AI Mode ↗ | Verify store operating hours to ensure time to drive and purchase bulbs today. | — | map/local_pack | local same day pickup | 1x of 3 | |
troubleshooting smart bulb not connecting to wifi RELATED | Google ↗ AI Mode ↗ | Find quick fixes for common connection errors during smart bulb setup. | — | faq_page | hubless smart bulb troubleshooting | 1x of 3 | |
smart bulbs that work out of the box with bluetooth RELATED | Google ↗ AI Mode ↗ | Find bulbs that bypass complex router configurations using direct bluetooth. | — | product_spec_sheet | hubless smart bulb troubleshooting | 1x of 3 | |
can you use smart bulbs with standard light switches IMPLICIT | Google ↗ AI Mode ↗ | Understand basic installation constraints regarding existing wall switches. | — | forum/qna | hubless smart bulb troubleshooting | 1x of 3 | |
fastest installing smart lighting system for beginners IMPLICIT | Google ↗ AI Mode ↗ | Discover the most user-friendly smart lighting options that require minimal technical knowledge. | — | review_roundup | fast setup guide | 1x of 3 | |
best budget smart color bulbs 2026 REFORMULATION | Google ↗ AI Mode ↗ | Identify affordable, highly-rated smart color-changing bulbs. | — | review_roundup | best smart color bulbs | 1x of 3 | |
multani color changing smart led bulb features ENTITY EXPANSION | Google ↗ AI Mode ↗ | Review specifications of popular readily available smart LED bulbs. | — | product_spec_sheet | best smart color bulbs | 1x of 3 | |
smart bulb color changing options for parties ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find smart bulbs that support RGB color customization suitable for hosting guests. | — | product_spec_sheet | best smart color bulbs | 1x of 3 | |
how to connect smart lights to voice control fast IMPLICIT | Google ↗ AI Mode ↗ | Quickly link new smart bulbs to an existing smart speaker. | — | how_to_steps | fast setup guide | 1x of 3 | |
fastest smart bulb pairing app setup guide RELATED | Google ↗ AI Mode ↗ | Find guidance on streamlining the companion app pairing process. | — | tutorial_video/transcript | fast setup guide | 1x of 3 | |
target best buy home depot scottsdale smart bulbs stock REFORMULATION | Google ↗ AI Mode ↗ | Check inventory status across major box retailers in Scottsdale. | — | map/local_pack | local same day pickup | 1x of 3 | |
target best buy home depot smart bulb inventory ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check stock status at major big-box retailers. | — | buyers_guide | local same day pickup | 1x of 3 | |
troubleshooting smart bulb pairing issues RELATED | Google ↗ AI Mode ↗ | Anticipate and fix common setup failures during emergency installation. | — | faq_page | hubless smart bulb troubleshooting | 1x of 3 | |
smart bulb installation checklist for smart home beginners REFORMULATION | Google ↗ AI Mode ↗ | Get a simple checklist to ensure all steps are completed before guests arrive. | — | checklist | fast setup guide | 1x of 3 | |
smart bulb voice control setup guide video RELATED | Google ↗ AI Mode ↗ | Watch a video demonstration of pairing smart bulbs with voice assistants. | — | tutorial_video/transcript | fast setup guide | 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 | — | 913 / 1,332 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 913 / 1,396 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 913 / 1,397 |