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Weather models
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Weather models, compared

These are the open physics models run by national weather agencies and ECMWF. Here is who runs each one, how they differ, and how they scored when we tested them against the weather that actually happened. When they line up they are reliable; when they split, the day is genuinely uncertain.

Quick answer

The big weather apps (Apple Weather, AccuWeather, The Weather Channel) do not publish exactly how their forecasts are made, so we grade the open models directly. The European model (ECMWF) is generally the most accurate global model and tops several of our tested scoreboards, but no model wins everywhere - so we grade them country by country and show them side by side.

ECMWF IFS logo

European · ECMWF IFS

European Centre for Medium-Range Weather Forecasts · EU (Reading, UK) · ~25 km (open 0.25° release)
91
avg score

Widely regarded as the world's most accurate global model. Run by a 35-nation European agency, its high-resolution forecast is the benchmark others are measured against.

Apps that ride on it: Apple Weather (in part), Windy
NOAA GFS logo

American · NOAA GFS

US National Oceanic and Atmospheric Administration · United States · ~13–25 km
83
avg score

The United States' flagship global model, fully open and updated four times a day. Windy offers it alongside ECMWF and ICON.

Apps that ride on it: Windy
Ge

German · DWD ICON

Deutscher Wetterdienst · Germany · ~13 km global / 2 km regional
80
avg score

Germany's national model, known for sharp handling of European and mid-latitude weather. Open data, and a favourite third option on power-user tools.

Apps that ride on it: Windy
UKMO Unified Model logo

Met Office · UKMO Unified Model

UK Met Office · United Kingdom · ~10 km global
87
avg score

Britain's own national model, run by the Met Office. Strong over the UK and North Atlantic.

Apps that ride on it: Met Office app, Windy (UKV)
En

Env. Canada · ECCC GEM

Environment and Climate Change Canada · Canada · ~15 km global
86
avg score

Canada's national model, built for a country of extreme cold snaps and fast-moving systems. Published as open data by Environment Canada.

Apps that ride on it: WeatherCAN, weather.gc.ca (ECCC)
NWS National Blend of Models logo

NWS · NWS National Blend of Models

US National Weather Service · United States · ~2.5 km

The official US statistical blend that fuses many models into one gridded forecast. NWS forecasters use it as the starting point for their official gridded forecast.

Apps that ride on it: weather.gov (NWS)

Common questions

What is a weather model?
A weather model is a physics simulation of the atmosphere run on a supercomputer. It takes the current state of the atmosphere and steps it forward in time. Weather apps build their forecasts from model output like this, and the big ones (Apple Weather, AccuWeather, The Weather Channel) do not publish exactly how they combine it.
Which weather model is the most accurate?
Over the long run the European model (ECMWF) is generally the strongest global model, and it tops our tested scoreboards in several markets. But no model wins every day or every place, which is exactly why we grade them per country and show all of them side by side rather than trusting one.
What is the difference between the ECMWF, GFS and ICON models?
ECMWF is the European model, GFS is the American model (NOAA), and ICON is the German model (DWD). They solve the same physics with different code, resolution and starting data, so they disagree - and that disagreement is the honest signal of how uncertain a forecast really is.
Do weather apps make their own forecasts?
Some do. Apple says its forecast is provided by Apple Weather, AccuWeather runs its own Digital Forecast System, and The Weather Channel's forecasts are informed by The Weather Company's own GRAF model; BBC Weather credits MeteoGroup. None of them publishes exactly how its forecast is made, so none can be graded directly - which is why we grade the open models instead.

Head-to-head comparisons

See the models tested