subconscious.ai
Action models 2026

Action models for product and strategy.

Most AI predicts words. Subconscious predicts what actions will drive the outcome. 93% accuracy against real human behavior. Minutes, not months.

In production at
93% Accuracy against real human outcomes
8h To a live simulation
24/7 Always-on experiments
SOC 2 Type I certified
The problem

The say-do gap.

$80B is spent annually on research that models stated preferences. 46% of online panel respondents fail basic quality checks. The gap between what people say and what they do is where capital gets misallocated. Everyone else is building language models. We are building action models.

Stated
"I'd pay 20% more for premium."
62 pp
Revealed
Buys the cheaper SKU 6 of 7 weeks.

Model what people do, not what they say.

How it works

Live within eight hours.

Connect your data. Define the decision. We stand up a live simulation of your market within eight hours. Once live, run experiments under five minutes.

01 · Connect

Your data, your customers

De-identified customer histories, product traits, and journey events become the substrate. Bring your own panel; no syndicated proxies.

02 · Define

The decision matters

Pricing point, message, segment, channel — pick the one that's about to consume eight figures of capital. Frame it as a counterfactual.

03 · Simulate

Random assignment, in silico

Treatment vs. control, drawn from your population. Each respondent sees one arm. Agents return revealed actions, not stated intent.

04 · Prioritize

Outcomes ranked by lift

Causal effect estimates with confidence intervals. We tell you what would happen, what wouldn't, and where the gap is widest.

Use cases

Where this earns the meeting.

Pricing

Elasticity, before markdown season eats the plan.

Test the price ladder across SKUs and segments. We tell you which lifts contribution; which cannibalizes the SKU upstairs.

Messaging

Pretest copy against the cohort that buys.

Frames, hooks, and value-prop variants against real-decision behavior. Ship only the lines that move pipeline.

Product

Counterfactual feature priority.

Which surface, in which state, against which competitor. The roadmap stops being a list of opinions.

Audience

Behavioral clusters, not demographic shells.

Who churns. Who upgrades. Who refers. Conditional probabilities, not personas in slide 14.

Client outcomes

What shipped on this.

5×
Head of Product, Finta
5× ARR · +92% revenue uplift on the validated price.
$8M
VP Research, Fortune 100 Aerospace
Full research budget replaced by a 3-minute simulation.
93%
Director of Strategy, Global Consulting
Launch precision against the post-launch revealed cohort.
Performance

Against the incumbent stack.

Metric
Traditional research
Subconscious
Time to insight
6–8 weeks
Under 5 minutes
Behavioral accuracy
62%
93%
Sample size required
1,000+
0 (synthetic)
Panel fraud rate
46%
0%
Privacy compliance
Manual audit
By design