We are moving to a new neighborhood and trying to decide whether Kinetic Windstream or Spectrum is the more reliable internet provider for a busy family of five.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We are moving to a new neighborhood and trying to decide whether Kinetic Windstream or Spectrum is the more reliable internet provider for a busy family of five.
1 real search · 1 real-search pass
Kinetic by Windstream vs Spectrum reliability fiber cable customer satisfaction outages 2025 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
Kinetic by Windstream vs Spectrum reliability fiber cable customer satisfaction outages 2025 2026 Google ↗
- Internet Customer Satisfaction Survey 2026 · cabletv.com
- Kinetic vs. Spectrum Internet: Why Kinetic Fiber Is Better for Home Internet · reviews.org
- Kinetic vs. Spectrum: Which Internet Provider Is Best? · highspeedinternet.com