Ohio (special) Senate 2026
Comparing Sherrod Brown with Jon Husted
AI backs Sherrod Brown to undecided voters far more often than Jon Husted — 71.2% to 28.8%.
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? |
|---|---|---|---|---|
| Geopolitical Policy & Trade | 3D–0R | 4D–0R | 5D–0R | No — always D |
| Social Security and Medicare | 3D–0R | 4D–0R | 5D–0R | No — always D |
| Lake Erie / Great Lakes Restoration | 3D–0R | 5D–0R | 2D–0R | No — always D |
| Rail Safety & Hazmat Accountability | 3D–0R | 2D–1R | 3D–0R | No — always D |
| Reproductive Rights | 4D–0R | 2D–2R | 5D–0R | No — D or a tie |
| Crime | 2D–4R | 0D–3R | 1D–1R | No — R or a tie |
| Healthcare | 3D–0R | 1D–1R | 4D–0R | No — D or a tie |
| Overall Race | 3D–2R | 1D–6R | 5D–0R | Yes — pick flips |
| Energy and Climate Policy | 1D–1R | 1D–4R | 5D–0R | Yes — pick flips |
| Gun Policy | 1D–1R | 0D–6R | 4D–0R | Yes — pick flips |
| Immigration and Border Security | 0D–4R | 0D–4R | 3D–0R | Yes — pick flips |
| Economy and Inflation | 3D–0R | 1D–2R | 3D–1R | Yes — pick flips |
| Taxes and Government Spending | 1D–1R | 0D–4R | 4D–0R | Yes — pick flips |
| Education | 4D–0R | 1D–2R | 2D–0R | Yes — pick flips |
| Appalachian Broadband Access | 2D–1R | 0D–2R | 2D–1R | Yes — pick flips |
| Housing Affordability | 1D–1R | 0D–2R | 3D–1R | 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 Ohio (special) 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 270 graded AI answers (2026-08-12, reframed prompts) · all three voice personas pooled per issue.
The scale behind the Ohio (special) Senate numbers
Every answer below comes from an independent AI conversation about the Ohio (special) 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 Ohio (special) 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.
Healthcare Affordability
AI answers note Brown’s record of supporting the Affordable Care Act, expanding Medicaid, lowering p…
Clean Energy Record
AI responses highlight Brown’s stronger legislative history on clean‑energy deployment, renewable‑en…
Labor Union Support
AI analyses emphasize Brown’s consistent pro‑labor voting, high AFL‑CIO scores, advocacy for organiz…
Fiscal Spending Restraint
AI answers repeatedly portray Brown as having a weaker record on reducing federal spending and balan…
Border Enforcement
The excerpts characterise Brown’s border‑security stance as mixed or moderate, contrasting it with H…
Regulatory and Tax Burden
Multiple excerpts suggest Brown supports higher taxes and more regulatory requirements, which the AI…
Law‑Enforcement & Border‑Security Record
AI responses highlight Husted’s record of backing robust law‑enforcement funding, strict immigration…
Pro‑Gun Rights Stance
The excerpts repeatedly note Husted’s strong support for gun ownership, an A+ NRA rating, and opposi…
Fiscal Conservatism and Deregulation
Answers cite Husted’s emphasis on lower taxes, spending cuts, and regulatory rollbacks aimed at prom…
Minimum Wage Opposition
AI answers note Husted voted against a 2025 amendment to raise the federal minimum wage to $17 and l…
Streamlined Environmental Permitting
The excerpts describe Husted supporting legislation to speed up environmental permitting, favoring f…
AI favorability over time
This is the first graded snapshot for the Ohio (special) 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.