- Type
- Research preprint
- Publication
- University of Toronto · research preprint
- Version used
- arXiv:2610.15033v1
- Source date
- 10 October 2026
- Recorded in Atlas
- 26 October 2026
- License
- Linked and paraphrased; rights remain with the source.
Preprint, not established consensus. Two English-language US-market query sets, collected through APIs using selected small models. Questions were written for organizations using the authors’ monitoring platform, not sampled from customer query logs. Page-feature findings are associations; the controlled identity tests concern constructed inputs. No separate validity period has been established for the finding.
How Atlas uses this source
Does GEO actually work?
Preprint, not established consensus. Two English-language US-market query sets, collected through APIs using selected small models. Questions were written for organizations using the authors’ monitoring platform, not sampled from customer query logs. Page-feature findings are associations; the controlled identity tests concern constructed inputs.
Open the source passage