AI-Powered Message Testing for Political Campaigns

Hundreds of voices.
One clear signal.

Your last message testing poll cost $30,000–40,000 and tested 2 variants. Quorum assembles 200–1,000 AI voters calibrated to your exact district — results in under an hour, starting at $500/month.

Why quorum matters

In any deliberative body, nothing counts until you have quorum — the minimum number of voices needed to make a legitimate decision. Campaign message testing has never had this.

8–12

voices in a focus group

Not quorum

2–3

variants in a $35k poll

Not enough options

200–1,000

district-calibrated AI voters

Quorum reached

How Quorum works

Assemble the quorum

Select your congressional district. Quorum builds a representative panel of 200–1,000 AI voters using Census demographics, Cook PVI partisan lean, and CES issue priorities — each voter with a distinct profile and perspective.

Put it to a vote

Submit up to 5 message variants — same topic, different framing. Each voter independently evaluates each variant across 8 dimensions. No groupthink. No moderator bias. Every voice counted.

Call the result

See which message wins the quorum — and why. Get demographic breakdowns showing where you're strong, where you're weak, and specific suggestions for making your winner even stronger. Refine and retest the same day.

200–1,000

AI voters per evaluation

8

Scoring dimensions per variant

435

Congressional districts available

<1 hour

From submission to verdict

How the quorum votes

Every voter evaluates each message independently across eight dimensions — no groupthink, no leading questions. The result is a structured verdict built from hundreds of individual judgments.

Persuasion

Does this move the voter toward your position?

Favorability Shift

Net change in candidate perception

Emotional Response

From hostility to genuine inspiration

Relevance

Connection to what the voter actually cares about

Credibility

Whether the claim survives scrutiny

Memorability

Staying power through election day

Mobilization

Would this motivate them to take action?

Clarity

Understood on first read, no confusion

No quorum, no confidence

Your current message testing methods don't have enough voices to make a real decision. Here's how Quorum compares.

Congressional Poll

800 respondents, 2–3 variants

$30,000–$40,000 per poll

2–4 week turnaround

Topline % only — no depth

One shot, no iteration

No improvement suggestions

Focus Group

8–12 participants, qualitative

$5,000–$15,000 per session

1–3 week turnaround

Dominated by loudest voices

Moderator shapes the outcome

Not a quorum — a conversation

Quorum

200–1,000 independent AI voters

Starting at $500/mo (8 runs included)

Results in under an hour

Up to 5 variants per run

8 dimensions + segment breakdowns

Every voice counted independently

Refine and revote same day

The research behind the quorum

Quorum's methodology builds on published research demonstrating that demographically-conditioned AI models can approximate human survey distributions with high fidelity.

Political Analysis, 2023

Argyle et al. demonstrated “algorithmic fidelity” — demographically-conditioned LLMs reproduce real survey distributions with measurable accuracy.

Science, 2025

Bail et al. tested AI-generated messages on 76,977 real participants. AI-crafted persuasion shifted voter preferences by 3.9–10 points.

FlockVote, 2025

Zhou et al. used Census-calibrated AI panels to correctly predict presidential vote direction in 6 of 7 swing states.

Ready to reach quorum?

Schedule a live demo and we'll assemble your district's voter panel with your actual messages. Or start with Essentials at $500/month.