COMPANY BRAIN
INSTITUTE / PROVENANCE & ACCOUNTABILITY

Who remains accountable
when data changes form?

Company Brain's research grounding sits with its founder: Kai Swarts' published work on consent, value and responsibility in synthetic-data markets asks the same provenance question the product answers for AI agents.

ONE PUBLISHED PAPER

Provenance,
before it was a product.

Selling Ourselves

POPIA and synthetic data markets — consent, value and responsibility when data changes form. Published on SSRN.

An active research initiative

An AI-liability index is planned as a future research project. Nothing has been published on it yet—see the current status rather than a set of findings.

NOT A CERTIFICATION BODY

Research grounding,
not a compliance opinion.

This research informs how Company Brain is built. It is not a legal opinion, a regulatory determination or a substitute for your own counsel.

See the product argument