Audience simulation

Know the room before you walk in

Test campaigns against simulated panels of your real segments. Ranked variants and the reactions behind them, in hours.

No panel recruiting · first study free · your data stays yours

01How it works

A research panel that answers in hours, not weeks

  1. Step 01

    Build your segments

    Persona models calibrated on your first-party data, one for every audience cell you actually target, not census averages.

  2. Step 02

    Test every variant

    Show creative, pricing, or positioning to the panel and get a ranked preference with confidence intervals per segment.

  3. Step 03

    Ship with evidence

    Verbatim-style reactions explain the why, so the deck you take to the CMO argues for itself.

02Results

Pilots called the in-market winner in every campaign

Rank accuracy
12/12
Campaigns where the simulated winner won in market
Time to insight
4hrs
Was three weeks with a recruited panel
Cost per study
$1.2k
94% saved vs. field research
Media protected
$340k
One failing hero asset caught before launch

Across three enterprise pilots in CPG, fintech, and retail, simulated preference rankings matched in-market results, segment by segment.

Pilots ran 2026-04 to 2026-06 across 12 audience cells, n = 2,400 simulated respondents per study. Rank accuracy compares the top simulated variant with the top in-market variant.

03The study view

Every variant ranked, every reaction explained

One screen answers the two questions a launch review asks: which variant wins with each segment, and why. Drill from the ranking into the simulated reactions that produced it.

Panel
2,400 simulated respondents per study
Segments
Up to 12 audience cells
Inputs
Images, video, copy, pricing
Exports
Deck, CSV, Ori report
Study · Spring launch
Hero creative · Gen-Z, AU 4 variants

Which hero creative earns the click?

  • B · Friends62%
  • A · Studio21%
  • D · Founder11%
  • C · Product6%
MA
Feels like a friend recommending it, not an ad. I'd actually stop scrolling for this one.
— Maya · Simulated Gen-Z shopper
Confidence ±3.1 pts
04The panel

Personas built from your data, speaking in their own words

MA
Maya, 22
Simulated Gen-Z shopper · Melbourne
Value-ledTikTok-firstSkeptical
If a creator I follow uses it, I'll look. If it's a brand talking at me, I'm gone.
DK
Daniel, 41
Simulated fintech switcher · Sydney
Fee-sensitiveDesktop
Show me what I save in a year. A percentage on its own means nothing to me.
PR
Priya, 34
Simulated grocery planner · Auckland
Time-poorLoyalty member
The bundle is useful, but I need to know it arrives before Sunday.

Each persona is a calibrated model of a real segment. Names are illustrative.

05Questions

What teams ask before their first study

The simulation caught in four hours what our panel would have told us three weeks after launch.

VP Growth · CPG pilot client
How accurate are simulated audiences?

In our pilots the simulated winner matched the in-market winner in 12 of 12 campaigns. Every ranking ships with per-segment confidence intervals, so you can see where the panel is certain and where it isn't.

What data do you need from us?

A brief and whatever first-party segment data you have: CRM attributes, survey history, or past campaign results. We calibrate the personas against it.

Where does our data go?

It stays in your private workspace and is never used to train shared models.

How long does a study take?

About four hours from brief to ranked variants. Most teams run their first study the week they sign up.

Run your first study this week

Bring one campaign question. Leave with ranked variants and the segment reactions behind them.

Run a free study

First study free · results in one business day