The four signals of human response
Neural, linguistic, cultural, historical. Anyone predicting with one family hits a ceiling. Anyone who integrates all four crosses it.
OpenAffect Research
A research program on neural encoding, signal fusion, and the methodology behind OpenAffect. 18 briefs, all published.
Neuromarketing is two categories that share a name. One earned its skeptics. The other has not yet earned its believers. Treat them differently.
A million synthetic panelists is still qualitative research. Behavioral prediction gets good the same way weather forecasting did: signal fusion, not sensor scale.
Every company claims their predictions work. Very few publish enough to let anyone check. We publish because that is the only way this field stops repeating the last twenty years.
Synthetic panels replace specific focus-group functions. They do not replace novel stimuli or edge cases. The winning stack uses both.
A four-tier framework for pre-launch creative testing, mapped to budget thresholds and decision risk.
VidMob, CreativeX, Marpipe, Memorable, and a capabilities matrix for buyers. Useful tools, but a rear-view mirror.
Real prices by format and geography. Standard US groups still run $6K to $12K each. Synthetic is cheaper but not the same thing.
Why predictive scoring should fuse four signal families and what each one covers that the others cannot.
The first production-grade, open-sourced foundation model for predicting brain response to video. Not a decoder, not a neuromarketing product, the start of commodity behavioral prediction infrastructure.
The 2012 finding that small-n fMRI predicts population behavior held up. Encoding models now let you run the same paradigm in-silico.
Using small-sample neural data to predict aggregate population behavior. A formalized discipline since 2017, with fifteen years of evidence across crowdfunding, microlending, media, and public health.
The richest public ad record ever assembled. Ninety percent of marketers miss the value. API access, research uses, and third-party tooling, with the methodological warnings.
A composite benchmark from WordStream, Databox, Revealbot, and Varos. What good performance actually looks like by platform, industry, objective, and frequency.
Every prediction system that works is a signal-integration system. Weather. Medicine. Chess. Protein folding. Cultural prediction is newer, not different.
Original calibration study. Honest error bars. Failure modes published with successes.
TRIBE v2, MindEye, MindEye2, Huth Lab, Algonauts. A neutral reviewer's map of the 2026 applied encoding stack.
Poldrack's 2006 critique was correct. Most neuromarketing ignored it. Forward-prediction frames route around the problem.
Use the product
Join the waitlist to be among the first teams scoring creative with OpenAffect before it ships.
Join the waitlist