Which AI is best at predicting the future? The Sikt Bench preview
Sikt Bench tests how well AI models forecast real events, using only what was knowable at the time. The first preview ranks six models on 232 events.
Read the articleThe full record of Sikt's first election benchmark. 13 timestamped rounds on the House, the Senate, ten key Senate races and their margins, next to the markets, from September 30 to election morning.

The 2026 midterms were Sikt Intelligence's first public election benchmark. From September 30 to election morning on November 3, Sikt published 13 rounds of forecasts on control of the House and Senate, ten key Senate races, and how much each race would be won by. Each one carried a timestamp and sat next to Kalshi and Polymarket. Every round is still online, unchanged, and every one will be graded against the certified results.
This page is the record: the final forecast, where Sikt and the markets differed, and a map of every page from the benchmark.
The last round was round 13, from Nov 3, 2026, on the morning of election day, before any votes were counted.
Sikt's latest Midterm Bench forecast, from Nov 3, 2026, gives Democrats a 75% chance of controlling the Senate, against 76% on the markets at the time. See every round on Sikt's Senate forecast page.
Sikt's latest Midterm Bench forecast, from Nov 3, 2026, gives Democrats a 91% chance of controlling the House, against 94% on the markets at the time. See every round on Sikt's House forecast page.
Sikt's pick in each key Senate race, next to the market for the same candidate at the time of the forecast:
| Race | Sikt's pick | Sikt | Markets then |
|---|---|---|---|
| Iowa | Hinson (R) | 51% | 50% |
| Alaska | Peltola (D) | 53% | 71% |
| Ohio | Brown (D) | 60% | 72% |
| Texas | Talarico (D) | 62% | 72% |
| Nebraska | Ricketts (R) | 64% | 69% |
| Maine | Jackson (D) | 66% | 74% |
| Michigan | El-Sayed (D) | 77% | 79% |
| New Hampshire | Pappas | 92% | – |
| Georgia | Ossoff | 94% | – |
| North Carolina | Cooper | 96% | – |
If every Sikt favorite in the 10 races won, Alaska, Ohio, Texas and Maine would change hands, for 51 Democratic seats and a Democratic majority, assuming the other 25 races go to the party that holds them.
From round 9, Sikt also forecast each race's margin, with an 80% range: the result should land inside it 8 times in 10. In the final round the closest races were Alaska (Peltola +1.0), Iowa (Hinson +1.2) and Ohio (Brown +2.1).
Sikt's middle estimate is 52 Democratic Senate seats, with an 80% range of 48 to 55; 51 is a majority. Kalshi's seat markets put the middle at 52 or fewer (48 to 53+), so Sikt expects the same as the market. See the chart.
Sikt's middle estimate is 230 Democratic House seats, with an 80% range of 219 to 243; 218 is a majority. Kalshi's seat markets put the middle at 241 (217 to 243+), so Sikt expects 11 fewer than the market. See the chart.
For the national House popular vote, Sikt's middle estimate is Democrats by 8.2 points (80% range: Democrats by 4.7 to Democrats by 11.7), against Democrats by 9.8 on Kalshi's market.
Every race, with Sikt's range next to Kalshi's margin market, is in 2026 Senate race margins. The seat counts are in how many seats will Democrats win in 2026?
Sikt and the markets differ most in Alaska (Mary Peltola: Sikt 53%, markets 71%) and Ohio (Sherrod Brown: Sikt 60%, markets 72%). In the other 5 races the two are within 10 points. In 6 of the 7 races Sikt is less sure of the favorite than the markets are.
Each race page explains Sikt's reasoning in plain language: the history of the state, the polls, the year, and what held Sikt back.
The midterms hub
The Senate races
Each race page has Sikt's read, its margin forecast and a table of every round with the market from the same day.
The articles
Every round as a data file is on the press page.
Votes are still being counted and certified, and close races can take weeks. Once the results are certified, every forecast will be scored: the win forecasts against the markets, and the margins against their 80% ranges. The misses count as much as the hits.
The next benchmark runs on SiktBench, starting with a preview of how public AI models forecast real events: which AI is best at predicting the future? Join the waitlist to hear when it starts.
Yes. Sikt published 13 timestamped rounds from September 30 to the morning of November 3, 2026, on control of the House and Senate, ten key Senate races and each race's margin, next to Kalshi and Polymarket.
Sikt's AI forecaster favors Democrats to win both the House (91%) and the Senate (75%). The final round was round 13, from Nov 3, 2026; every race is in the table above.
On each race page, linked above, and on the 2026 midterms page. Each page lists every round with the market price from the same day.
After the results are certified. Every forecast will be graded, including the ones that missed.