- Where the numbers come from
- Each race is its own forecast question on The Forecasting Machine. This page shows the latest forecast for each one, and opening any race reads the reasoning behind it.
- Who makes these forecasts
- Every number on this page is produced by AI. No human forecaster, pollster or election desk reviews a race before it appears here, and there is no polling average underneath it. Read it as one model's reading of the race rather than as a consensus of anybody's.
- Control is its own question
- The chance of control is not the expected seats added up. It is forecast directly, because the races are not independent: a national swing moves many of them together, and only a question about the chamber can account for that.
- What the ratings mean
- Safe starts at 95% for the leading side, Likely at 80% and Lean at 60%; anything below that is a toss-up. These are this election's own cut points, so a race rounds down into its band rather than up out of it.
- How often it updates
- The forecasts are re-run on a schedule through the campaign, and this page refreshes itself while you have it open, so a race can move between two visits on the same day. Forecasting stops at November 3, 2026 at 6:00 PM ET.
- How a race is called
- A race is called when its forecast question resolves and a person confirms the result; the AI that writes the forecasts never calls a race on its own. Until then it is marked as not called yet and keeps its final forecast.
- The 7-day change
- How far a race moved over the last seven days, always labelled with the side it moved toward. It answers a different question from who is ahead: a seat can be Safe D and still have had the largest Republican gain on the page.
- Independent questions are binary
- In Idaho, Montana, Nebraska, and South Dakota, the question asks whether the independent wins. All other outcomes are counted in the Republican channel, a Democratic win included. That is a limit of a two-outcome question, not a three-way forecast or a guess about caucus.
- A probability is not a prediction
- A race at 80% is one the trailing side wins one time in five. A page this confident-looking will still get races wrong, and that is what the numbers are saying rather than a failure of them.
Latest forecast on this page: October 22, 2026.