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All 20 racesRace 15 of 20

CA-22 (Central Valley)

House · California · Cook rating: Toss-up

Heavily Latino district on a redrawn 2026 map

Randy Villegas

Randy Villegas

David Valadao

David Valadao

RepublicanIncumbentCampaign site

From the EvidentlyAEO AI Midterms Tracker

40 AI answers from 4 models · collected Oct 23, 2026

Sentiment gap

Average sentiment of answers about each candidate, 1 to 100

Villegas
67
Valadao
57

Villegas +10 more positive

Name recall

Who the assistants name in the 3 questions that mention neither candidate

Villegas 10 of 12, first 1

Valadao 11 of 12, first 10

AI vs Cook rating

Cook Political Report rating, Toss-up, against the AI models' lean

AI modelsLean D
CookToss-up

AI leans more Democratic than Cook

Model agreement

How many assistants that made a call agree on the same one

100%agree

3 of 3 assistants · 1 declined

3 Villegas0 toss-up0 Valadao1 no call

Who the AI models favor

Of 4 AI models asked about CA-22 today, 3 say Randy Villegas is favored over David Valadao and 1 declines to assess it.

Randy Villegas

Villegas

Democrat

David Valadao

Valadao

Republican

  • 3 favor Villegas
  • 0 toss-up
  • 0 favor Valadao
  • 1 no call

Three of four assistants favor Villegas.

Each assistant’s call

  • Google AI ModeDeclined

Each assistant was asked: “Who is favored to win, and what do polls and forecasts say?”

Polls these assistants cite range from Randy Villegas +4 (Tulchin Research / House Majority PAC, June 15-21) to Randy Villegas +4 (Tulchin Research / House Majority PAC, June 15-21) (2 different polls and averages).

Strengths and weaknesses AI cites

Attributes raised by at least 2 of the 4 models, with a quote checked against the original answer.

Randy Villegas

Randy Villegas

  • Local roots & ties74
    “His supporters argue that his grassroots organizing and focus on working-class communities offer an alternative to the party establishment.”ChatGPT
    “Randy Villegas presents himself as a "people-first" leader rooted directly in the working-class realities of the Central Valley.”Gemini
    “Villegas emphasizes his local record on the school board where he advocated for wage increases for teachers and school staff.”Google AI Mode

    Raised by 4 of 4 models.

  • Economic policy66
    “Activism: Built a career as a community organizer focused on grassroots advocacy, labor rights, and working-class representation.”Gemini
    “Supports raising taxes on the wealthiest Americans, tax incentives for small businesses, and policies intended to improve workers' wages and economic security.”ChatGPT
    “His campaign focuses on working-class families and high fuel prices.”Google AI Mode

    Raised by 4 of 4 models.

  • Ideology & policy platform65
    “He supports Medicare for All and argues that Valadao's vote for the 2025 budget law threatens families who depend on public health coverage.”ChatGPT
    “Villegas campaigns on reversing these health cuts, protecting coverage, and moving toward guaranteed, accessible healthcare for all residents.”Gemini
    “Villegas has heavily leveraged this vote, warning that it will strip healthcare access away from Valley families through newly implemented work requirements.”Google AI Mode

    Raised by 4 of 4 models.

  • Healthcare policy69
    “Villegas rejects these restrictions entirely, viewing healthcare as a human right that should be publicly funded for all.”Google AI Mode
    “Villegas has focused heavily on economic populism and healthcare reform.”Gemini
    “The results don’t provide enough detail to make a fair policy-by-policy comparison with Villegas.”Perplexity

    Raised by 3 of 4 models.

  • Unclear or generic attribute68
    “He successfully advocated for increased teacher and staff wages and highlighted improvements in student graduation rates.”Google AI Mode
    “His proposals include capping prescription drug and medical procedure prices.”ChatGPT
    “He is a political scientist with a doctorate.”Perplexity

    Raised by 3 of 4 models.

David Valadao

David Valadao

  • Experience & qualifications76
    “Valadao has historically found success by positioning himself as an independent voice focused on local stability and practical fixes.”Gemini
    “Valadao is a dairy farmer from Hanford and has served in Congress, with a break in his service, since first being elected in 2012.”ChatGPT
    “Valadao is a battle-tested politician who has represented the Central Valley for multiple terms.”Google AI Mode

    Raised by 4 of 4 models.

  • Local roots & ties70
    “Valadao pitches himself as an even-tempered pragmatist focused on agricultural needs, water supply, and working across party lines.”Gemini
    “His background in the region's dairy-farming industry and established political profile give him a basis for maintaining support.”ChatGPT
    “Valadao enjoys deep-rooted trust from the agricultural and business sectors due to his continuous local presence as a dairy farmer, community member, and experienced representative.”Google AI Mode

    Raised by 4 of 4 models.

  • Economic policy66
    “His longevity and seniority on the Appropriations Committee allow him to campaign on delivering tangible federal funding and business advocacy.”Gemini
    “His emphasis on water supply, irrigation, farm policy and rural economic needs directly addresses longstanding Central Valley concerns.”ChatGPT
    “Historically, Republican Rep. David Valadao has successfully appealed to these voters on farming issues.”Google AI Mode

    Raised by 4 of 4 models.

Does AI tie each candidate to what voters care about?

Randy Villegas

26% of what AI says about Villegas is about the issues voters rank highest

David Valadao

27% of what AI says about Valadao is about the issues voters rank highest

How favorably AI discusses each candidate on the issues voters care about, scored 1 to 100
What voters care aboutRandy VillegasDavid Valadao
healthcare693 mentions · 3 models503 mentions · 3 models
cost of living, taxes6621 mentions · 4 models6627 mentions · 4 models
water and agriculture685 mentions · 3 models584 mentions · 3 models

Top issues come from the AI answers about what voters care about. Scores are average sentiment, 1 to 100, of what AI says about each candidate on that issue.

What AI says voters care about

Top issues

  1. 1.Healthcare
  2. 2.Cost of living
  3. 3.Water and agriculture
  4. 4.Taxes

Party trusted more on

  • EconomySplit
  • HealthcareDemocrats
  • ImmigrationSplit

Enthusiasm edge

Split. Which side’s voters most models say are more motivated to turn out.

Polls the AI models cite

As stated in each AI answer. Not independently verified, and some are averages rather than single polls.

Polls cited in AI answers, with each candidate's number and how far each poll sits from the real polling reference
PollDatesVillegasValadaoCited by
Tulchin Research / House Majority PACLVJune 15-214844ChatGPT
PollingSource average—4844Perplexity

Where the answers came from

Photos: Randy Villegas (CC BY 4.0 (Maremoto Fund)); David Valadao (Public domain (official House photo, 2021)), via Wikimedia Commons.

This tracker shows what AI assistants say when asked the same neutral questions every day. It is not a poll, a forecast or an endorsement. AI answers can be wrong or out of date, and poll numbers are reported as the AI stated them. Candidate photos are from Wikimedia Commons under their stated licences. Party icons: Font Awesome Free (CC BY 4.0).

Cite this

Source: EvidentlyAEO AI Midterms Tracker, "CA-22 (Central Valley): What AI Models Say," data as of Oct 23, 2026. https://evidentlyaeo.com/election-2026/ca-22

Free to quote and screenshot with this credit and a link.