Iowa Senate 2026
Comparing Josh Turek with Ashley Hinson
AI backs Ashley Hinson to undecided voters somewhat more often than Josh Turek — 55.8% to 44.2%.
Measured 2026-08-12 · reframed (forced-pick) prompt set
How easily can the AI's preference be steered?
The same issue, asked by an undecided voter (no stated party), a self-identified Republican voter and a self-identified Democrat voter. Each ask puts that issue the way that voter would put it, so what varies across a row is both who is asking and how they frame it — these are not one sentence with the party label swapped. Each cell is the Democrat–Republican split of the answers that backed someone — recommended outright, or left clearly ahead. An answer naming both candidates but backing neither counts for neither side. Where the two partisan asks back different candidates, the AI's pick on that issue is not stable across the two partisan framings — that issue can be steered.
| Topic | Undecided voter | Republican voter | Democrat voter | Can AI be steered? |
|---|---|---|---|---|
| Crime | 0D–5R | 0D–5R | 1D–2R | No — always R |
| Education | 0D–3R | 0D–5R | 1D–3R | No — always R |
| Energy and Climate Policy | 2D–2R | 2D–2R | 3D–1R | No — D or a tie |
| Healthcare | 3D–0R | 2D–2R | 4D–1R | No — D or a tie |
| Social Security and Medicare | 3D–0R | 2D–2R | 5D–0R | No — D or a tie |
| Farm Bill Reauthorization Delay | 0D–3R | 0D–5R | 1D–1R | No — R or a tie |
| Geopolitical Policy & Trade | 3D–0R | 2D–2R | 3D–0R | No — D or a tie |
| Housing Affordability | 2D–1R | 2D–2R | 2D–0R | No — D or a tie |
| Overall Race | 2D–3R | 0D–6R | 4D–2R | Yes — pick flips |
| Interstate Farm Standards Preemption | 2D–3R | 0D–6R | 3D–1R | Yes — pick flips |
| Reproductive Rights | 3D–0R | 1D–3R | 5D–0R | Yes — pick flips |
| Gun Policy | 0D–3R | 0D–4R | 4D–0R | Yes — pick flips |
| Immigration and Border Security | 0D–3R | 0D–4R | 3D–0R | Yes — pick flips |
| Taxes and Government Spending | 0D–3R | 0D–4R | 3D–0R | Yes — pick flips |
| Economy and Inflation | 3D–0R | 1D–2R | 3D–0R | Yes — pick flips |
Measured on the reframed (forced-pick) prompt set. Google rows where no AI Overview was generated are excluded from the matrix — they are a refusal to answer, not an undecided answer.
How AI sees the Iowa Senate candidates
Ask AI about an issue, and how often does it back each candidate? Every number below is that share — e.g. 56% means 56% of the AI answers we graded on that issue recommended or spoke favorably about that candidate. Each candidate is graded on their own, so the two columns don't add up to 100%.
Measured from 263 graded AI answers (2026-08-12, reframed prompts) · all three voice personas pooled per issue.
The scale behind the Iowa Senate numbers
Every answer below comes from an independent AI conversation about the Iowa Senate — not a single sample, but a full grid of voter questions asked in three distinct voices, across every issue voters say they care about, and graded independently.
AI perception of the Iowa Senate candidates
Recurring points in each candidate's favor, and points where AI answers turn critical, extracted from the graded answers themselves — not opinion, just what the excerpts actually say.
Pro‑Union Record
AI answers note Turek’s 100% pro‑union voting record, sponsorship of labor‑rights bills, and advocac…
Housing Affordability Focus
The excerpts highlight Turek’s stronger record on affordable housing, first‑time homeownership, rent…
Reproductive Freedom Stance
Responses repeatedly describe Turek as supporting reproductive freedom, opposing abortion restrictio…
Limited Federal Record
AI answers note Turek is a state representative with little or no federal legislative record, especi…
Sparse Crime Policy Focus
The excerpts assert Turek’s priorities do not specifically address rural crime, retail theft, or pub…
Weaker Pro‑Tax‑Cut Stance
AI responses describe Turek as less favorable to broad business tax cuts, focusing on closing loopho…
Regulatory Reduction Record
The AI answers cite Hinson’s votes and sponsorship of the Business Owners Protection Act and Small B…
Agricultural Producer Protection
The excerpts highlight Hinson’s authorship and advocacy of the Save Our Bacon Act, portraying her as…
Border Security Enforcement
AI responses point to Hinson’s votes for the Secure the Border Act, Laken Riley Act, and related imm…
Public-School Funding Record
AI answers note Hinson supports school‑choice expansions and voted for the 2025 tax bill that cut SN…
Minimum Wage Record
The excerpts describe Hinson’s record as weak on raising wages, lacking support for minimum‑wage hik…
Anti-Abortion Legislative Record
AI responses highlight Hinson’s pro‑life stance, sponsoring the Life at Conception Act and other fed…
AI favorability over time
This is the first graded snapshot for the Iowa Senate (2026-08-12). A month-over-month trend needs repeated dated crawls graded the same way — it will appear here once a second data point exists.
Key sources driving AI conclusions
Every citation an AI answer showed its work with, classified by how that specific answer was graded toward each candidate.
Recent perception shifts
Perception shifts are computed by diffing two dated, graded crawls of the same prompts. Only one graded crawl exists for this race so far, so there's nothing to diff against yet.