Ethically sourced data starts at the source.

MCSA is building consented, provenance-tracked datasets, contributed deliberately by the people who created the data.

What we're building

Through Portibilify, individuals contribute eligible AI prompts they have already created, under explicit, purpose-scoped consent, de-identified before authorized use, with the permissions attached to each record traceable from contribution onward. The result is a dataset with a property most training data lacks: every record in it is there on purpose.

Why consented data

Provenance is becoming the defining question in AI data. Regulators, courts, and enterprise procurement increasingly ask the same things: where did this data come from, and who agreed to what? Consent-first sourcing answers by design, reducing legal and reputational exposure, and producing data whose contributors are participants rather than subjects.