What consumer AI products say about the 2026 race for the U.S. House seat for Alaska. Measured daily across eight consumer AI models, next to prediction markets and recent polls. Not a forecast or an endorsement.
Today's read on the Alaska U.S. House At-Large race
Chatbots picked incumbent Nick Begich III (R) 65.5 percent of the time when Alaska voters asked about the U.S. House At-Large race. Markets give Begich an 86.0 percent chance to win, while polls put him at 47.2 percent of the vote. Bill Hill, an Independent, is the main reason the lenses differ. Chatbots picked Hill 14.7 percent of the time, but polls put him at 37.4 percent. With no meaningful move since yesterday and the same Begich edge reported repeatedly this week, the race looks steady 24 days before the general election.
Oct 10, 2026. Written by GPT-5.5; numbers checked by Claude Sonnet 5 (verified).
What ChatGPT, Claude, Gemini and Grok say about the Alaska U.S. House At-Large race
Share of AI responses naming each candidate when asked as a voter, pooled over the last 7 days across eight consumer AI models. Not a forecast. As of Oct 10, 2026.
Interactive charts by model, topic and voter persona load here in the browser.
Alaska U.S. House At-Large race odds: Polymarket and Kalshi
Prediction-market prices for each candidate to win, read as implied probabilities. As of Oct 10, 2026. Nick Begich III 86%, Bill Hill 13%, James C. McDermott 0.7%, Eric Hafner 2.5%.
Alaska U.S. House At-Large race polls
Equal-weight average of the 3 most recent public polls (Fabrizio Ward (R) / Impact Research (D); Alaska Survey Research; GBAO Strategies). Nick Begich III 47%, Bill Hill 37%, James C. McDermott 3.0%, Eric Hafner 7%.
What changed this week in the Alaska U.S. House At-Large race
Change in share points versus Oct 3, 2026. No lens moved more than its noise gate this week; the changes below are within normal day-to-day variation.
Which AI models pick whom in the Alaska U.S. House At-Large race
Share of each model's own answers naming each candidate, last 7 days, same weighting as the panel figure. Every model's most common pick is Nick Begich III.
Model
Nick Begich III
Bill Hill
James C. McDermott
Eric Hafner
Claude Haiku 4.5
55%
19%
15%
4.8%
Claude Sonnet 5
66%
14%
2.6%
13%
Gemini 3.1 Pro
46%
28%
13%
9%
Gemini 3.6 Flash
65%
24%
6%
6%
Grok 4.3
68%
0.2%
20%
12%
Grok 4.5
80%
0.0%
13%
7%
GPT-5.4 mini
78%
5%
12%
5%
GPT-5.5
44%
29%
15%
12%
In the chatbots' own words
Verbatim answers from the AI panel this week, letter prefix and links removed. 583 reasoned answers were quotable between Oct 4, 2026 and Oct 10, 2026; these were selected newest-first for model and topic variety, not for effect.
Nick Begich III Reason: Nick Begich III advocates for free-market solutions, federal deregulation, and unlocking federal lands in Alaska for local and private development to increase land availability and lower housing costs with minimal federal intervention.
Gemini 3.6 Flash, Oct 10, 2026, asked about housing (market framing) as a Bethel / Western voter. Picked Nick Begich III.
Nick Begich III: clearest pro-defense/Arctic-security and assertive foreign-policy record. (akleg.gov)
GPT-5.5, Oct 10, 2026, asked about foreign (hawk framing) as a Anchorage voter. Picked Nick Begich III.
Eric Hafner — he appears closest on environmental/climate protection, while Begich and Hill are on record supporting expanded oil/gas development. (battlegroundvote.com)
GPT-5.5, Oct 10, 2026, asked about resources (protect framing) as a Mat-Su voter. Picked Eric Hafner.
Independent candidate Bill Hill emphasizes lowering healthcare costs, protecting access to care for working families, and expanding healthcare coverage options in his platform.
Gemini 3.6 Flash, Oct 10, 2026, asked about healthcare as a Fairbanks voter. Picked Bill Hill.
As the Libertarian candidate for Alaska's U.S. House seat in 2026, Jim McDermott runs on a platform that explicitly prioritizes non-interventionism, restraint in foreign affairs, and limiting foreign military commitments.
Gemini 3.1 Pro, Oct 10, 2026, asked about foreign (dove framing) as a Juneau voter. Picked James C. McDermott.
Nick Begich III strongly advocates for stricter immigration enforcement, funding physical border barriers, and reinstituting policies like "Remain in Mexico," which closely aligns with your priorities. The other candidates in the race do not share this platform.
Gemini 3.1 Pro, Oct 10, 2026, asked about immigration (restrict framing) as a Bethel / Western voter. Picked Nick Begich III.
Alaska U.S. House At-Large Race 2026: frequently asked questions
Who is running for U.S. House At-Large in Alaska in 2026?
The candidates tracked in the Alaska U.S. House At-Large Race 2026 are Nick Begich III, Bill Hill, James C. McDermott, and Eric Hafner. The list reflects the active field and updates when a candidate enters or withdraws.
Who is ahead in the Alaska U.S. House At-Large Race 2026?
Voting Monitor does not forecast or call winners. For each candidate it shows three independent lenses side by side: how consumer AI products characterize them, prediction-market prices, and an average of the most recent polls. See the candidate cards above for the current figure on each lens.
When is the Alaska U.S. House At-Large Race 2026?
Alaska's 2026 primary is August 18, 2026 and the general election is November 3, 2026.