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.
| 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.”
These are study designs and modeled outputs. Define the population and endpoint; agree the external evidence needed before committing resources.
Compare actions. Review evidence.
Read the modeled choice differences and uncertainty for the options you tested.
The action.
Effect and interval.
Match the human comparison.
Revise the study design when evidence changes.
Bring your options, target buyers, and decision deadline. We’ll help define the comparison and evidence you need.
Published replication research. Named customer decisions. Scientists and practitioners you can meet.
2023
Program
Subconscious joined UChicago's Transform Cohort 2 program, listed in the Polsky Center cohort profile.
2024
Replication
Our 2024 discrete-choice replication pipeline compared simulated choices with published human studies.
2026
Published research
The July 2026 working paper reports Spearman rank correlation of estimated choice parameters. Results: 0.55 across roughly 300 replications and 0.73 across 43 design-filtered studies. Working paper; not peer reviewed.
Today
Customer work
For Mintel, modeled preferences were compared with human conjoint results. Finta used modeled pricing work to change its offer.
Today
People
PhD scientists on staff do the research. Scientific advisors, including an NYU clinical professor, advise separately. The team includes practitioners with about twenty years of experience.
Today
Company backing
Customers pay for this work. Patent claims allowed. Subconscious is backed by U.S. investors.
Company statement