Connecting to current market prices.

Polymarket weather · ensemble pricing

Weather markets,
marked to model.

Six operational forecast models (ECMWF, NOAA, DWD, JMA, ECCC, and Météo-France) run against every live Polymarket temperature bracket. We convert the ensemble into a real probability distribution and show you, in cents, where the order book disagrees with the physics.

Includes an AI weather analyst that answers questions and explains the live board in plain English.

17Cities priced
187Live brackets
6Models in ensemble
$489K24h market volume
PolyWeather AI / Desktop bookmarklet

Ask the weather.
Understand the live board.

The PolyWeather bookmarklet launches an AI weather analyst on any Polymarket weather page. Ask a plain-English question about the forecast, or have it explain the live data shown across this site: market prices, six-model probabilities, model disagreement, settlement-station conditions, liquidity, edge, and risk. No browser extension required. Desktop only.

Example conversationLive context
You ask

“Why does the market disagree with the forecast?”

PolyWeather AI

I compare the current market price with the six-model probability, then explain model spread, station conditions, liquidity, and the risks that could change the outcome.

Weather answers
Temperature, rain, snow, and timing
Live market data
Price, probability, edge, and depth
Evidence and risk
Models, station, spread, and liquidity
  1. Save it to your bookmarks bar

    Drag the blue button to your desktop browser's bookmarks bar, not onto the page. Or copy the code and paste it into a bookmark's URL field, keeping the javascript: prefix.

    Bar hidden? In Chrome, Edge, Brave, or Firefox, use Ctrl + Shift + B on Windows/Linux.

  2. Open a weather market

    Go to Polymarket in the same desktop browser and open the weather market you want to view. Keep that market page active.

  3. Open the AI weather analyst

    Click Activate PolyWeather to launch the AI on the market page. Ask about the forecast or have it explain any live PolyWeather metric, including price, model probability, edge, spread, station conditions, liquidity, and risk.

If a signature request to verify appears before you use the bookmarklet, your wallet may show a screen similar to the example pictured here. This image shows how that request could appear, although the exact wording, details, and layout may vary depending on the wallet you use.

Example wallet signature request on Polygon from polymarket.com, showing a batch contract interaction with Cancel and Confirm options
01 / Signal

The edge board

Every open temperature bracket, ranked by how far the market price sits from the ensemble probability. Conviction weights the gap by how much size the book can actually absorb.

Live Polymarket temperature brackets ranked by ensemble edge
MarketSettlesBook24hEnsembleDivergenceEdgeDepth
Houston88 to 89°FOct 1296¢+4532%
−63.3$524
Wellington16°COct 132¢+133%
+31.0$788
Los Angeles66 to 67°FOct 1287¢+6034%
−53.1$433
Shanghai27°COct 1352¢+719%
−32.6$575
Wellington18°COct 1348¢−414%
−34.3$396
Shanghai25°COct 134¢−120%
+15.9$846
Shanghai26°COct 1337¢−624%
−12.8$926
Los Angeles70 to 71°FOct 122¢−1015%
+12.9$895
Wellington19°COct 1326¢+53%
−23.5$341
Wellington17°COct 1320¢+132%
+12.8$569
London19°COct 123¢−237%
+4.3$879
Shanghai28°COct 138¢011%
+2.8$738
New York72 to 73°FOct 1230¢−926%
−4.4$251
13 tradable brackets · white = book, blue = ensemble
02 / Distribution

The whole ladder, city by city

A single bracket price tells you nothing on its own. Here is the full bracket ladder next to the ensemble distribution, plus each model's raw run for the settlement day.

Cities · 17

Paris high on Oct 12

Now 15.3°C · Overcast · wind 12 km/h

Open on Polymarket ↗
Model runs · daily maxmean 19.3°Cspread 0.93°σ used 1.30°
  • ECMWF IFS 0.2518.5°
  • NOAA GFS19.6°
  • DWD ICON19.5°
  • JMA GSM/MSM17.9°
  • ECCC GEM20.2°
  • Meteo-France ARPEGE20.2°
  • 14°C or below0¢0%0.0
  • 15°C0¢0%+0.1
  • 16°C0¢1%+1.3
  • 17°C0¢7%+6.6
  • 18°C0¢18%+18.3
  • 19°C0¢29%+29.0
  • 20°C100¢26%−73.5
  • 21°C0¢13%+13.2
  • 22°C0¢4%+3.9
  • 23°C0¢1%+0.6
  • 24°C or higher0¢0%0.0
03 / Method

No black box. Four steps.

  1. 01

    Pull the book

    Every open Polymarket weather event, every temperature bracket: mid price, 24-hour drift and resting liquidity, straight from the Gamma API.

  2. 02

    Run the ensemble

    Six operational forecast models are queried for daily maximum temperature at the exact station coordinates the market settles on.

  3. 03

    Fit the distribution

    Inter-model spread becomes σ, widened for model-to-station bias and intra-day timing error, then integrated across each bracket's edges.

  4. 04

    Rank the disagreement

    Edge is model probability minus market price. Conviction discounts that edge by how much size the order book can actually absorb.

Ensemble members · equal weight
  • ECMWFIFS 0.25Global · 0.25° · best-in-class medium range
  • NOAAGFSGlobal + HRRR nest over CONUS
  • DWDICONGlobal 13km + ICON-D2 2km nest
  • JMAGSM/MSMGSM global + MSM 5km over Japan
  • ECCCGEMGEM global + HRDPS 2.5km over Canada
  • Meteo-FranceARPEGEARPEGE + AROME 1.5km over Europe
Where this can be wrong

Ensemble spread understates true uncertainty on convective days, and the official settlement station can run warmer or cooler than the model grid cell. We floor σ at 1.5°F to avoid overconfident tails: a narrow-spread bracket showing huge edge is usually σ being too optimistic, not free money.

Mean live spread (norm. °F)
1.67°F
Resting liquidity
$1,115,414
Refresh cadence
15 min
04 / Coverage

Wherever the book is open

Coverage follows Polymarket. New city listed overnight, and it appears here on the next refresh with its settlement station already wired to the ensemble.

ParisLFPGHong KongVHHHLondonEGLLMiamiKMIASao PauloGRUWellingtonNZWNWellingtonNZWNChicagoKORDTorontoCYYZLos AngelesKLAXMadridLEMDNew YorkKNYCBuenos AiresEZEHoustonKIAHWarsawEPWAShanghaiZSPDCape TownFACT
Sourced fromPolymarket GammaECMWF IFSNOAA GFSDWD ICONJMA GSMECCC GEMMétéo-France ARPEGEOpen-Meteo
05 / FAQ

Questions a trader would ask

What is the PolyWeather AI bookmarklet?

It is an AI weather analyst saved as a desktop browser bookmark rather than a browser extension. Click it while a Polymarket weather page is open to ask forecast questions and get plain-English explanations of the live weather, model, market, station, liquidity, edge, and risk data shown across PolyWeather. It is desktop-only and cannot be used on mobile.

What can I ask the AI weather analyst?

Ask direct weather questions such as whether it will rain, snow, or clear a temperature threshold. You can also ask why a market price differs from the six-model forecast, which models disagree, what the settlement station is reporting, how strong the edge is, or which uncertainty and liquidity risks matter. Answers use the current market and weather context rather than generic definitions alone.

How do I install or update the bookmarklet?

On your computer, choose Get bookmarklet, then drag Activate PolyWeather to your bookmarks bar. You can also copy the original code and paste it into the URL field of a new bookmark. To update an existing bookmark, replace its entire URL with that code, including the javascript: prefix.

Why is the bookmarklet not opening?

Use a desktop browser with a Polymarket weather page open, not a browser settings page, a new tab, or an in-app browser. The tool is not supported on mobile. Check that the bookmark's URL contains the complete code and starts with javascript:. Some browsers or site security policies block bookmarklets. Do not disable your browser's security protections; try another desktop browser instead.

What exactly is the edge number?

Ensemble probability minus the market's YES price, in percentage points. A bracket trading at 26¢ that the ensemble puts at 41% shows +15.0 where the market is underpricing it by fifteen points. Negative edge means the opposite side is the value.

Why weight by liquidity?

A 40-point edge on a book with $200 resting is noise; a 6-point edge on a $30,000 book is a trade. Conviction multiplies the raw edge by how much of the book can absorb size, so the ranking is not dominated by dead brackets.

Is a single deterministic run per model enough?

It is a control-run ensemble, not a full 51-member EPS. Inter-model disagreement captures most of the day-one and day-two uncertainty for daily maximum temperature, which is where these markets live. We floor σ at 1.5°F so the tails stay honest.

Do you account for the settlement station?

We query the ensemble at the coordinates of the station each market settles on, so the grid cell is right. What we cannot fully remove is the station's own microclimate bias against that cell, which is one of the reasons σ is widened rather than taken raw.

How fresh is the data?

Market prices and model runs are both revalidated every fifteen minutes. Global models publish four cycles a day, so the ensemble mean typically steps rather than drifts, while the book moves continuously.

Is this trading advice?

No. It is a pricing tool. It shows where a physics-based forecast disagrees with a prediction market and nothing more. Prediction markets carry real risk of loss and are restricted in some jurisdictions.