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Voting Monitor

Weekly roundup, Oct 17, 2026 to Oct 23, 2026

District O chatbots still favor Rauscher as general election nears

The AI panel still favored Republican Sen. George Rauscher this week, with no market or poll yet to check it against.

Oct 23, 2026. Written by Claude Sonnet 5 and checked by GPT-5.5, from Voting Monitor's data. No person reviewed this article before it was published. How this is made · Report an error

Rauscher still leads with the chatbots

Democrat Peter Bauer's share was 35 percent over the same stretch, while Republican Ryan Sheldon was about 11 percent. The data does not mark either change as significant. There is still no live prediction market or recent poll for this race, so the chatbots remain the only lens voters have to compare week to week.

Wide split among the chatbots

The eight chatbots checked this week do not agree with each other. Grok 4.5 gave Rauscher 74 percent of its answer, the strongest tilt on the panel, and Grok 4.3 was close behind at 64 percent. Claude Sonnet 5 also favored Rauscher heavily, at 56 percent.

GPT-5.5 was the outlier, picking Bauer over Rauscher by a margin the data puts at about 20 points against the panel's favorite. Gemini 3.1 Pro also leaned toward Bauer, giving him 38 percent against Rauscher's 36 percent. Claude Haiku 4.5 was the most evenly split of all, with its three candidates bunched between 15 and 18 percent.

The split often traces to which issue is asked about. On fisheries, Gemini 3.6 Flash pointed to Rauscher's work on the House Resources Committee, while on the same topic Gemini 3.1 Pro and Claude Sonnet 5 both named different candidates, citing Sheldon's hatchery funding stance and Bauer's subsistence focus respectively.

No market or poll to check the chatbots against

Alaska's top-four primary in August is certified history, not a forecast for November. George Rauscher led that primary with 38.8 percent, followed by Sheldon and Bauer tied at 30.6 percent each, and all three advanced to the November 3 general election now 11 days away. The chatbots' current top pick, Rauscher, matches who led that primary, but the primary vote cannot be used to grade this week's chatbot shares since the contest has moved on to the general election.

There is no live betting market for this race and no recent poll, so there is nothing to measure the chatbots against beyond their own history. That leaves the week-over-week comparison as the only check available right now, and the data does not mark this week's chatbot changes as significant.

What to watch

With 11 days until the general election and still no market or poll tracking this race, next week's test is whether Rauscher's chatbot share changes, and whether GPT-5.5 and Gemini 3.1 Pro keep leaning toward Bauer while most of the panel favors Rauscher.

In the chatbots' own words

Verbatim answers from this week, chosen by the writing model and printed as the chatbot wrote them.

What changed this week in the Alaska State Senate District O race#

Change in share points versus Oct 16, 2026. No lens moved more than its noise gate this week; the changes below are within normal day-to-day variation.

CandidateAI panel (noise)
George Rauscher+4.3pp
Peter Bauer-3.6pp
Ryan Sheldon-0.3pp

Which AI models pick whom in the Alaska State Senate District O race#

Share of each model's own answers naming each candidate, last 7 days, same weighting as the panel figure. The panel's most common pick is George Rauscher; GPT-5.5 is the model that disagrees most, picking Peter Bauer by a 20pp margin over the panel favourite.

ModelGeorge RauscherPeter BauerRyan Sheldon
Claude Haiku 4.518%15%15%
Claude Sonnet 556%42%1.6%
Gemini 3.1 Pro36%38%20%
Gemini 3.6 Flash50%38%11%
Grok 4.364%22%14%
Grok 4.574%23%3.0%
GPT-5.4 mini55%30%15%
GPT-5.527%47%26%