Which streaming device is faster and less glitchy overall for a family that watches a lot of TV, Roku or Apple TV?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which streaming device is faster and less glitchy overall for a family that watches a lot of TV, Roku or Apple TV?
1 real search · 1 real-search pass
Apple TV 4K vs Roku Ultra speed performance reliability app switching glitches 2026Google ↗
OBSERVEDComparison
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 (1)
Classes come from the query-classifier (a local Laya model).
Searches and sources
ChatGPT1 real searches · gpt-6
Apple TV 4K vs Roku Ultra speed performance reliability app switching glitches 2026 Google ↗
- Apple TV 4K (2022) review: The one you’ve been waiting for · tomsguide.com
- Apple TV 4K vs Roku Ultra (2026): Which 4K Streamer Is Best? · itechguides.com
- Apple TV 4K vs. Roku Ultra: Key Differences and Which to Buy · itechguides.com