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Voting Monitor

Weekly roundup, Oct 23, 2026 to Oct 29, 2026

Chatbot support for Talarico slips over the week even as he keeps the lead

Democrat James Talarico still gets picked most often by chatbots voters consult about the Texas Senate race, but his share dropped over the week while Ted Brown's rose and markets stayed far more bullish on him than the panel.

Oct 29, 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

A real shift among the chatbots

Chatbots answering as a voter in Texas still pick Democrat James Talarico most often in the U.S. Senate race, but his share of those answers fell this week, dropping from about 50 percent to 43 percent over the past seven days.

The movement shows up almost entirely in the chatbot answers. Libertarian Ted Brown picked up about 5 points there, while Republican Ken Paxton held roughly steady. Markets and polls barely moved over the same stretch.

This is a change in how often chatbots name each candidate when asked, not a shift in votes. The primary ended in August, and with the race now in the general election phase, chatbots are being compared with the current general election contest.

Where the chatbots split

The panel's top pick is Talarico, but the eight chatbots sampled spread out widely. Gemini 3.1 Pro, Gemini 3.6 Flash, Claude Haiku 4.5 and Claude Sonnet 5 all put Talarico at 50 percent or higher. GPT-5.4 mini and GPT-5.5 put him lowest, near 33 percent, with GPT-5.5 instead giving Ted Brown its largest share of any chatbot, at about 43 percent.

Grok 4.5 is the outlier, picking Paxton over Talarico by 22.5 points, the widest gap from the panel's top choice. Grok 4.3 also leans toward Paxton, though less heavily.

The split often tracks the question asked. Chatbots citing immigration and healthcare records tend to name Talarico, while those weighing border enforcement or federal tax cuts tend to name Paxton, and on tax questions specifically, several chatbots instead point to Ted Brown's platform of abolishing the federal income tax and the IRS.

Markets see a bigger lead than the chatbots do

Prediction markets give Talarico a far stronger position than the chatbots do, a gap of about 25 points, with Talarico priced near 69 percent against the chatbots' 43 percent. For Paxton the gap runs the other way by about 7 points, with chatbots naming him more often than markets price him to win.

Polls, last updated by Rasmussen Reports on October 21, put Talarico at 48 percent and Paxton at 46 percent, a close race that sits between the chatbot and market pictures. Ted Brown polls at just 3 percent, well below the roughly 19 percent share he gets in chatbot answers, a gap of about 15 points.

None of these three signals is the right answer. They are measuring different things, a probability of winning, a poll share and a share of chatbot answers, and this week they present Talarico's position differently.

What to watch

Watch whether Talarico's chatbot share keeps drifting down or stabilizes, since this week marked the first real move since markets shifted toward him last week. Also watch Ted Brown's chatbot numbers, which rose enough this week to count as a real change and now sit well above his standing in the polls.

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 Texas Senate race#

Change in share points versus Oct 22, 2026. Movement that clears the noise gate this week: the AI panel.

CandidateAI panelMarkets (noise)Polls (noise)
James Talarico-6pp+1.0pp0pp
Ted Brown+5ppn/a0pp
Ken Paxton+1.3pp-2.0pp0pp

Which AI models pick whom in the Texas Senate 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 James Talarico; Grok 4.5 is the model that disagrees most, picking Ken Paxton by a 23pp margin over the panel favourite.

ModelJames TalaricoKen PaxtonTed Brown
Claude Haiku 4.550%33%13%
Claude Sonnet 553%35%13%
Gemini 3.1 Pro50%40%10%
Gemini 3.6 Flash50%25%25%
Grok 4.338%57%5%
Grok 4.538%60%2.5%
GPT-5.4 mini33%40%27%
GPT-5.533%23%43%