Message testing

Test the message before you spend the budget.

Paste a mailer, a script, a stump line, or two competing framings. ElectorateIQ puts it in front of the exact electorate you're trying to move — and shows you which version appears to lift support, where it risks backfiring, and which voters warm to it. Rewrite and run it again the same afternoon.

Read reactions relatively — which message moves more, and for whom — not as a forecast.

Message test — suburban independents
Message A — "kitchen-table costs"

“I'll cut the property taxes squeezing families out of their own homes.”

Message B — "invest in schools"

“I'll fully fund every classroom so our kids get a fair start.”

Net favorable shift
Message A +11.4
Message B +6.0

Illustrative. Directional read of relative lift, not a forecast.

Minutes
Not weeks to field a message test
Any audience
Your district, your slice, on demand
A ↔ B
Head-to-head relative lift
Drill down
Every result, by subgroup & geography
How message testing works

From a draft to a decision in four steps.

1

Paste your message

Drop in a mailer, a TV or radio script, a stump line, an email or text, or two framings you're torn between.

2

Aim it

Choose the geography and audience that matter — the district you're contesting, the persuadable slice you need.

3

Read the reaction

See relative lift, backlash risk, what appears to resonate and what falls flat, and where subgroups pull apart — with synthetic verbatims for the why.

4

Rewrite & rerun

Tighten the language and test again against the same panel. Iterate until the message holds where you need it.

What you can test

If it's made of words, you can test it.

ElectorateIQ tests the language of your campaign — the message, the framing, the argument. It reads text, so anything you can write down, you can put in front of the electorate.

Mailers & scripts

Direct mail, TV and radio scripts, and the talking points behind them — before the buy is committed.

Digital, email & SMS copy

Social posts, fundraising emails, and text-message copy — the words that carry the message.

Speeches & stump lines

A full speech or a single line. Find the passage that lands and the phrasing that carries it.

Competing framings

Two ways of saying the same thing, head to head — and the subgroups each one wins or loses.

Attacks & responses

Test the opposition's likely hit and your rebuttal against it — find the response that contains the damage.

Taglines & slogans

Shortlist the slogan that appears to resonate widest before it goes on every sign in the district.

ElectorateIQ reads text, so it tests the words — the message and framing — not visual creative, imagery, or audio.

What comes back

Not a thumbs-up. A read.

Every test returns more than a winner. You see how far a message is likely to move the audience, who it moves, where it may cost you, and — in the voters' own synthetic words — why.

  • Relative lift, message vs. message
  • Backlash risk and where it concentrates
  • What appears to resonate and what falls flat
  • Subgroup and geographic divergence
  • Synthetic verbatims for the reasoning
Message A — by subgroup
Independents +13.1
Parents +8.7
Renters < 35 −2.4
Synthetic verbatim — renter, 29

“Property taxes aren't my problem — I rent. Talk to me about what I actually pay.”

Under the hood

Why the read is trustworthy.

A message test is only as good as the audience answering it. ElectorateIQ answers with a real electorate, on a proprietary engine — not a chatbot improvising a focus group.

A chatbot "focus group"ElectorateIQ
Who answersAn LLM improvising a personaTwins on real Census, party & turnout
What they believeMade up on the spotA real survey respondent's donated attitudes
The modelA general-purpose chatbotProprietary Consumer + Social ensemble
Local resolutionGeneric national averageYour ZIP, precinct, or district
AccountabilityUnvalidatedBack-tested against real results

Early validation, expanding. Against a live Navigator Research immigration study, ElectorateIQ ranked message framings in line with the published toplines (Spearman 0.69 across eight audiences). It discriminates best when messages genuinely differ; near-ties are harder. More voter message-testing wargames are underway — see the full validation or ask us for the latest.

Bring the message you're about to spend on.

We'll put it in front of your district and show you the read — before the buy.