Pipeline uptime (30d)
99.7%
1 missed cycle on 2026-03-18
Avg latency
94 min
GFS publish to queryable
T+24h RMSE (t2m)
1.42 K
AI ensemble mean vs ERA5
Cycles processed
1,847
Since January 2026

Temperature RMSE by lead time

2m temperature (K) — lower is better
WeatherLabs AI ensemble
GFS operational

Anomaly correlation (Z500)

500 hPa geopotential height, NH — higher is better
WeatherLabs AI
GFS operational

Wind speed RMSE

10m wind speed (m/s) — lower is better
WeatherLabs AI
GFS operational

Precipitation Brier skill score

Probability of >1mm precip — higher is better
WeatherLabs AI
GFS operational

Recent pipeline events

Mar 31, 16:14
OK Cycle 12z processed successfully. 627 files, 94 min latency.
Mar 31, 10:08
OK Cycle 06z processed. 627 files, 88 min latency.
Mar 31, 04:12
OK Cycle 00z processed. 627 files, 92 min latency.
Mar 30, 22:15
OK Cycle 18z processed. 627 files, 95 min latency.
Mar 30, 16:18
SLOW Cycle 12z processed with elevated latency (142 min). NOAA source delay.
Mar 18, 10:00
MISSED Cycle 06z skipped. NOAA server outage (HTTP 503). Resumed at 16z.

Validation methodology

All verification scores are computed against ECMWF ERA5 reanalysis at 0.25° resolution. ERA5 is the closest approximation to ground truth available globally — it assimilates millions of observations from weather stations, satellites, radiosondes, and aircraft into a physically consistent atmospheric state every hour.

For each forecast cycle, we interpolate our predictions to ERA5 grid points and compute standard meteorological scores: Root Mean Square Error (RMSE) for continuous variables, Anomaly Correlation Coefficient (ACC) for pattern verification, and Brier Skill Score (BSS) for probabilistic predictions of binary events (e.g., precipitation exceeding a threshold).

Scores are computed separately for the Northern Hemisphere extratropics (20°N-90°N), tropics (20°S-20°N), and Southern Hemisphere (90°S-20°S). The headline numbers shown on this page are NH extratropical scores, which is the standard benchmark region for numerical weather prediction.

All verification data is available for download via the API. See documentation for the verification endpoint.