Real ChatGPT answer · index seedtXeRcCgrBC8completeSports and outdoors · camping and hikingcommercial

What are the most accurate smartphone apps or web platforms for cross-referencing avalanche hazard forecasts with detailed topographical snowpack data?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the most accurate smartphone apps or web platforms for cross-referencing avalanche hazard forecasts with detailed topographical snowpack data?
2 real searches · 1 real-search pass
official avalanche forecast apps platforms terrain slope angle shading CalTopo Gaia GPS Avalanche Canada app NWAC 2026Google ↗
OBSERVEDComparison
avalanche forecast data snowpack observations platform SnowPilot Avalanche.org official avalanche centers app topo mapsGoogle ↗
OBSERVEDReason

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)
Short factOther / navigationalComparison50%ConsequenceReason50%DefinitionInstructionYes / no

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
official avalanche forecast apps platforms terrain slope angle shading CalTopo Gaia GPS Avalanche Canada app NWAC 2026 Google ↗
avalanche forecast data snowpack observations platform SnowPilot Avalanche.org official avalanche centers app topo maps Google ↗
  1. Official Avy information · nwac.dev.avy-fx.org
  2. Google Play · play.google.com
  3. Official app and resources · utahavalanchecenter.org
  4. Official website · avalanche.ca
  5. iOS app · apps.apple.com
  6. SnowPilot database · snowpilot.org
  7. CalTopo website · caltopo.com
  8. onX Backcountry · onxmaps.com
  9. Gaia GPS website · gaiagps.com
  10. Avalanche.org · avalanche.org
  11. USDA NRCS / SNOTEL · nrcs.usda.gov
  12. Colorado Avalanche Information Center · avalanche.state.co.us
  13. National Weather Service · weather.gov
  14. Avalanche.org » Avalanche Forecast · avalanche.org

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
official avalanche forecast apps platforms terrain slope angle shading CalTopo Gaia GPS Avalanche Canada app NWAC 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
avalanche forecast data snowpack observations platform SnowPilot Avalanche.org official avalanche centers app topo maps
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1