ElectorateIQ is a message-testing and polling instrument, and we validate it as one. In a 25-question battery across 12 audiences — scored against live public polls from Gallup, Pew, YouGov, Marist, AP-NORC and others — it named the leading position on 91% of questions and pointed the right direction on 87%. It's strongest on who voters are and what they prioritize, and honest about where it compresses. Here's the evidence, and the limits.
We assembled a panel for each of 12 audiences — national registered voters; Texas, Florida, Michigan and Pennsylvania; Chicago, New York and San Francisco; young voters, suburban women, rural voters and independents — and put the same 25 questions to them that public pollsters had recently fielded. Every answer was scored against the published benchmark.
On questions it passes, mean error is ~3.5 pts; across all numeric items it is about 9.6 pts. Read it as a directional instrument, not a substitute for a final poll.
The clearest results are where demographics and place drive opinion — subgroup differences and local-market priorities. A sample of passing questions, ElectorateIQ vs. the published benchmark:
| Question & audience | ElectorateIQ | Published poll |
|---|---|---|
| Student-loan forgiveness — young voters | 64% | 55–65% |
| Reproductive rights "important" — suburban women | 55% | 55–65% |
| Congestion-pricing support — New York City | 45% | 45–50% |
| "Balanced" drug approach — San Francisco | 43% | 40–50% |
| Border-security spending — Texas | 55% | 55–65% |
| Top municipal issue is crime — Chicago | #1 (26%) | #1 |
| 2026 generic congressional ballot — national | D+5 | D+6 |
Against a live Navigator Research immigration study — five message framings across eight audiences — ElectorateIQ's ranking of which framings drew more support correlated with the published toplines at a Spearman of 0.69, agreeing on the direction of lift in 65% of head-to-head pairs.
| Audience | Rank correlation vs. live study |
|---|---|
| Independents | 0.90 |
| AAPI | 0.80 |
| National · Republicans · White | 0.70 |
| Black · Hispanic/Latino | 0.60 |
| Overall (8 audiences) | 0.69 |
It discriminates best when messages genuinely differ; near-identical framings are harder to separate. This is one live study — more voter message-testing validation is underway.
Topline accuracy isn't enough. We hold the engine to controls designed to catch the ways naive AI polling quietly fails.
Every deployment back-tests against a real quantity — a precinct result, a statewide topline, a registration mix, a published issue poll — before the read is trusted.
We check that support splits sensibly by party, place, and demographics — and that a message's ranking shifts with who is listening, not just its overall level.
A placebo test checks the panel doesn't drift on off-topic text, and a rank-stability test checks competing messages rank consistently on repeat runs. These bound how much movement to believe.
Directional, not distributional. Average error is about 9.6 points across the numeric items. ElectorateIQ is built to tell you which way an audience leans and which message lands better — not to replace a final poll where a 3–5 point margin decides the call.
It compresses on high-identity issues. On questions where partisan identity drives a strong skew — immigration enforcement, rural energy identity — the model pulls toward the center and can understate the gap, and in a few cases invert it. We name these rather than bury them.
Best where opinion is genuinely distributed. Subgroup differences, local-market priorities, and messages that meaningfully differ are the sweet spot; hair-splitting near-ties and intra-coalition heterodoxy are harder.
Aggregate only. A twin represents someone like a voter, never a specific, identifiable individual. Validity holds at the aggregate level, which is where we always measure it.
Message-testing evidence is still expanding. One live message study validates well today; more voter message-testing wargames are underway. Ask us for the latest.
We'll benchmark against a result you can check, then hand you the keys.