// What we do
Start with the decision.
The method follows.
These are study designs and modeled outputs. Define the population and endpoint; agree the external evidence needed before committing resources.
Causal action brief · illustrative
| Price | Value | Proof | Speed |
|---|---|---|---|
| $29 | $2M | $8M | $14M |
| $49 | $11M | $56M | $24M |
| $69 | $5M | $31M | $18M |
2.73×Annual price, $348 to $950“We validated customer feedback on pricing through Subconscious.ai’s survey insights, which gave us the confidence to adjust our pricing strategy successfully.”
“The best comparison we've done across all our work together.”
$60Modeled price from five iterative experiments“This research is instrumental in shaping the final pieces of our marketing strategy—messaging, positioning, and creative direction.”
// What we do
These are study designs and modeled outputs. Define the population and endpoint; agree the external evidence needed before committing resources.
Compare actions. Review evidence.
Define the choice, compare alternatives in a market simulation, and review the evidence before acting.
Researcher review
Check the population, outcome and limits before deciding what to test next.The action.
Effect and interval.
Match the human comparison.
Revise the study design when evidence changes.
// Evidence record
The program, replication method, category context and public working paper.
2023
Program
Selected for UChicago’s Transform Cohort 2, run by the Polsky Center and Data Science Institute.
2024
Validation
The July 2026 working paper describes a 2024 discrete-choice replication pipeline and its aggregate parameter-rank results.
2025
Market shift
a16z discusses AI market research and simulated audiences. This is category context, not validation of Subconscious.
2026
Public working paper
The paper reports parameter-rank correlation and proposes a harder check: agreement on held-out human treatment effects. It states limits.