Real ChatGPT answer · index seedAT7GHNM8f7ocompleteSports and outdoors · camping and hikingcommercial

Which online meteorological tools do professional guides use to predict sudden alpine thunderstorms and barometric pressure drops in the Rocky Mountains?

ChatGPTgpt-64 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which online meteorological tools do professional guides use to predict sudden alpine thunderstorms and barometric pressure drops in the Rocky Mountains?
4 real searches · 1 real-search pass
professional mountain guides Rocky Mountains weather forecasting tools HRRR NWS mountain thunderstorms SpotWxGoogle ↗
OBSERVEDReason
NOAA HRRR model thunderstorm forecasting high resolution rapid refresh officialGoogle ↗
OBSERVEDReason
National Weather Service lightning safety mountain thunderstorms barometric pressure drops forecast toolsGoogle ↗
OBSERVEDReason
Colorado mountain weather forecast tools mesonet RAWS SNOTEL pressure observationsGoogle ↗
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 (4)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
professional mountain guides Rocky Mountains weather forecasting tools HRRR NWS mountain thunderstorms SpotWx Google ↗
NOAA HRRR model thunderstorm forecasting high resolution rapid refresh official Google ↗
National Weather Service lightning safety mountain thunderstorms barometric pressure drops forecast tools Google ↗
Colorado mountain weather forecast tools mesonet RAWS SNOTEL pressure observations Google ↗
  1. NOAA HRRR · rapidrefresh.noaa.gov
  2. nomads.ncep.noaa.gov · nomads.ncep.noaa.gov
  3. SpotWx · spotwx.com
  4. Weather Next Steps - ACMG Certified Mountain Guide in Canada and Japan | Banff, Lake Louise, Canadian Rockies, Rogers Pass, Bugaboos, Hakuba · alpinism.com
  5. SpotWx · spotwx.com
  6. Windy · windy.com
  7. Meteoblue · meteoblue.com
  8. SPC · spc.noaa.gov
  9. MesoWest · mesowest.utah.edu
  10. RAWS · raws.dri.edu
  11. NOAA Weather · weather.gov
  12. NRCS SNOTEL · wcc.nrcs.usda.gov
  13. Aviation Weather Center · aviationweather.gov
  14. Weather Stations (U.S. National Park Service) · home.nps.gov
  15. Local Obs and Climate Products · weather.gov
  16. AWC Help · aviationweather.gov
  17. GOES satellite imagery · star.nesdis.noaa.gov
  18. Multi-Radar Multi-Sensor · mrms.nssl.noaa.gov
  19. 8 tools you can use to stay lightning safe this summer · noaa.gov
  20. COMET/MetEd professional meteorology training · meted.ucar.edu
  21. Rapid Refresh Forecast System (RRFS) · gsl.noaa.gov

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
professional mountain guides Rocky Mountains weather forecasting tools HRRR NWS mountain thunderstorms SpotWx
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
NOAA HRRR model thunderstorm forecasting high resolution rapid refresh official
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
National Weather Service lightning safety mountain thunderstorms barometric pressure drops forecast tools
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Colorado mountain weather forecast tools mesonet RAWS SNOTEL pressure observations
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1