Real ChatGPT answer · index seedyU0rx2r4v3EcompleteSports and outdoors · skiing and snowboardingcommercial
Looking for peer-reviewed recommendations on the best ski tuning machines used by local shops in Vermont for a flawless base grind.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Looking for peer-reviewed recommendations on the best ski tuning machines used by local shops in Vermont for a flawless base grind.
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
peer reviewed research alpine ski base grinding stone grinding surface structure friction glide performance Wintersteiger Montana Reichmann machines Google ↗
Vermont ski shops Wintersteiger Montana stone grinding ski tuning machines Google ↗
- 10.1007/s12283-013-0135-x · doi.org
- Changes in the cross-country ski base properties resulting from the ski use · cris.vtt.fi
- Changes in the cross-country ski base properties resulting from the ski use · researchportal.helsinki.fi
- A Scientific Perspective on Reducing Ski-Snow Friction to Improve Performance in Olympic Cross-Country Skiing, the Biathlon and Nordic Combined · pmc.ncbi.nlm.nih.gov
- A tribological perspective on friction and performance in Olympic snow and ice sports | Sport Sciences for Health · link.springer.com
- Shop services · alpineshopvt.com
- Ski & Snowboard Tunes & Service & Repair · alpineshopvt.com
- Shop profile · bootfitters.com
- Vermont · bootfitters.com
- Norse House · norsehouse.com
- Season tune program · aspeneast.com
- Tuning services · blackdogdeals.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
peer reviewed research alpine ski base grinding stone grinding surface structure friction glide performance Wintersteiger Montana Reichmann machines OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Vermont ski shops Wintersteiger Montana stone grinding ski tuning machines OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |