Privacy is not a constraint on the system. It is part of the system.

SINGULARIS models the decision, not the person. Every signal arrives with its provenance and permission attached, every estimate is auditable, and nothing ineligible is ever acted upon. Governance is wired into the bid — not bolted on after it.

Permission travels with the signal — from collection to bid.

A signal that cannot prove its consent basis does not enter the decision. Permission, jurisdiction, and expiry are carried as first‑class fields on every input — checked at ingestion, re‑checked at activation, and honored when a market member exercises their rights. The spine is the same on every surface.

What SINGULARIS never does.

Every bid can be explained. Every decision can be traced.

Aligned to GDPR, CCPA / CPRA, and the evolving global standard — and built to make the auditor's job easy, not hard. Governance is a feature of the intelligence, measured in the same loop as everything else.