I am confused about whether I should buy an Apple TV device or a Roku box for my living room television, keeping in mind that I want the simplest remote control with the largest buttons possible.
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). 22 of 34 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 |
|---|---|---|---|---|---|---|---|
apple tv vs roku comparison COMPARATIVE | Google ↗ AI Mode ↗ | The user wants a direct feature and performance comparison between Apple TV and Roku streaming devices. | Comparison | comparison_table | apple tv versus roku comparison | 3x of 3 | |
simplest streaming device remote with large buttons REFORMULATION | Google ↗ AI Mode ↗ | The user wants to find out which streaming device offers the most accessible remote control with large buttons. | Comparison | buyers_guide | simplest streaming device remote | 2x of 3 | |
roku remote with large buttons ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find specific Roku remote models or third-party accessories that feature extra large buttons. | Other / navigational | buyers_guide | roku large button remote options | 1x of 3 | |
apple tv remote vs roku remote buttons size COMPARATIVE | Google ↗ AI Mode ↗ | Compare the physical size of the buttons and overall simplicity of Apple TV and Roku remotes. | Comparison | buyers_guide | apple tv versus roku comparison | 1x of 3 | |
roku voice remote pro large buttons accessibility ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to know specific details about Roku remote options and whether large button accessibility versions exist. | Comparison | product_spec_sheet | roku large button remote options | 1x of 3 | |
apple tv siri remote accessibility large buttons ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check if Apple TV offers an accessible remote control option with larger buttons. | Instruction | product_spec_sheet | apple tv accessibility remote features | 1x of 3 | |
simplest streaming device remote control REFORMULATION | Google ↗ AI Mode ↗ | Find recommendations for streaming hardware that prioritizes extreme simplicity in the remote control. | Instruction | review_roundup | simplest streaming device remote | 1x of 3 | |
apple tv siri remote accessibility features ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to understand the accessibility options available for the Apple TV remote control. | Comparison | faq_page | apple tv accessibility remote features | 1x of 3 | |
roku accessible remote large buttons ENTITY EXPANSION | Google ↗ AI Mode ↗ | Discover if Roku offers a specialized accessibility remote with larger buttons. | Instruction | product_spec_sheet | roku large button remote options | 1x of 3 | |
best streaming media players for seniors IMPLICIT | Google ↗ AI Mode ↗ | The user is looking for recommendations for streaming boxes that are easy for older adults or people needing simple controls to use. | Comparison | review_roundup | best streaming devices for seniors | 1x of 3 | |
best streaming device for seniors simple remote IMPLICIT | Google ↗ AI Mode ↗ | Discover streaming devices designed for older adults or users needing simplified navigation and large buttons. | Instruction | web_article | best streaming devices for seniors | 1x of 3 | |
apple tv accessibility remote options ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find out if Apple offers alternative remote controls with simpler layouts for Apple TV. | Comparison | faq_page | apple tv accessibility remote features | 1x of 3 | |
apple tv accessibility features guide RELATED | Google ↗ AI Mode ↗ | Learn about all accessibility options available on the Apple TV platform. | Instruction | faq_page | apple tv accessibility remote features | 1x of 3 | |
can you use third party universal remotes with apple tv RELATED | Google ↗ AI Mode ↗ | The user wants to know if they can pair an aftermarket simple remote with large buttons to an Apple TV. | Comparison | how_to_steps | universal remotes for apple tv | 1x of 3 | |
big button remote control compatible with streaming boxes RELATED | Google ↗ AI Mode ↗ | Look for universal third-party remote controls with large buttons that work with streaming boxes. | Comparison | web_article | big button universal remotes | 1x of 3 | |
roku voice remote pro vs standard remote buttons COMPARATIVE | Google ↗ AI Mode ↗ | Compare different remote versions offered by Roku regarding button layouts and simplicity. | Comparison | comparison_table | roku large button remote options | 1x of 3 | |
how to connect large button remote to roku RELATED | Google ↗ AI Mode ↗ | The user wants to know if and how alternative simple remotes can be paired with a Roku box. | Instruction | how_to_steps | roku large button remote options | 1x of 3 | |
roku simple remote mode easy for seniors IMPLICIT | Google ↗ AI Mode ↗ | Find streaming setups that are elderly-friendly or feature minimalist interfaces and controls. | Instruction | forum/qna | roku simple mode for seniors | 1x of 3 | |
roku simple remote vs standard voice remote COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare the basic Roku remote model against more advanced versions. | Comparison | product_spec_sheet | apple tv versus roku comparison | 1x of 3 | |
how to use apple tv with simplified remote RELATED | Google ↗ AI Mode ↗ | Understand how third-party remotes or universal remotes integrate with Apple TV. | Instruction | how_to_steps | universal remotes for apple tv | 1x of 3 | |
apple tv interface simplicity vs roku COMPARATIVE | Google ↗ AI Mode ↗ | Determine which operating system interface is easier to navigate for someone wanting simplicity. | Comparison | web_article | apple tv versus roku comparison | 1x of 3 | |
apple tv 4k remote layout and design review PERSONALIZED | Google ↗ AI Mode ↗ | The user wants an evaluation of the Apple TV remote's physical design and button ergonomics. | Reason | web_article | apple tv accessibility remote features | 1x of 3 | |
big button universal remote compatible with streaming boxes PERSONALIZED | Google ↗ AI Mode ↗ | Find universal remotes with oversized buttons that can control either an Apple TV or Roku box. | Comparison | buyers_guide | big button universal remotes | 1x of 3 | |
best streaming device for elderly parents PERSONALIZED | Google ↗ AI Mode ↗ | Identify the overall best streaming device when ease of use and simple controls are the top priority. | Comparison | buyers_guide | best streaming devices for seniors | 1x of 3 | |
streaming devices with easiest user interface for living room tv REFORMULATION | Google ↗ AI Mode ↗ | The user wants to find which streaming platform has the least cluttered and most straightforward home screen. | Comparison | buyers_guide | best streaming devices for seniors | 1x of 3 | |
apple tv vs roku ease of use COMPARATIVE | Google ↗ AI Mode ↗ | Evaluate the user interface simplicity of Apple TV versus Roku for everyday viewing. | Comparison | review_roundup | roku simple mode for seniors | 1x of 3 | |
can you use a universal remote with apple tv RELATED | Google ↗ AI Mode ↗ | Check technical compatibility of third-party remotes with Apple TV hardware. | Yes / no | faq_page | universal remotes for apple tv | 1x of 3 | |
big button remote controls compatible with streaming boxes ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to find specialized standalone big-button remotes that work with major streaming players. | Comparison | review_roundup | big button universal remotes | 1x of 3 | |
roku simple mode interface RELATED | Google ↗ AI Mode ↗ | Find out if Roku has a simplified home screen or mode for less tech-savvy users. | Other / navigational | faq_page | roku simple mode for seniors | 1x of 3 | |
roku voice remote pro button layout ENTITY EXPANSION | Google ↗ AI Mode ↗ | Examine the button layout and design of Roku's most advanced remote control. | Instruction | product_spec_sheet | roku large button remote options | 1x of 3 | |
roku vs apple tv ease of use for elderly COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare how easy both Apple TV and Roku are to operate for someone requiring simple controls. | Comparison | forum/qna | roku simple mode for seniors | 1x of 3 | |
amazon fire stick vs apple tv vs roku simple remote COMPARATIVE | Google ↗ AI Mode ↗ | Compare major streaming platforms to see which offers the best remote simplicity. | Comparison | comparison_table | apple tv versus roku comparison | 1x of 3 | |
how to set up simplified home screen on roku REFORMULATION | Google ↗ AI Mode ↗ | Learn how to make the Roku software interface as uncluttered as possible. | Instruction | how_to_steps | roku simple mode for seniors | 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 | — | 949 / 1,460 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 949 / 1,350 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 949 / 1,397 |