Trust & validation

Treat every synthetic release as a measurable risk decision.

MirrorFoundry starts with the intended use, source boundary, disclosure threat model, utility requirement, reviewer, and evidence that must remain.

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PurposePrivacyUtilityRelease decision

Accepted evidence boundary

Clear claim boundary

This page describes MirrorFoundry's proposed delivery and validation model. It does not claim guaranteed anonymisation, regulatory approval, or any particular third-party certification.

Six control surfaces

Make the release boundary visible at every stage.

Final controls depend on the intended use, applicable law, source risk, deployment, and signed agreements.

01

Private workspace

A dedicated customer environment is provisioned only after an agreed SOW.

Defined in SOW
02

Data minimisation

Sources, fields, destinations, purposes, and retention are limited to the approved workflow.

Defined in SOW
03

Empirical privacy testing

Releases can be assessed for similarity, memorisation, inference, and rare-record exposure.

Defined in SOW
04

Task-based utility

Fidelity is measured against the analyses or models the synthetic release is intended to support.

Defined in SOW
05

Admin-led access

Customer administrators invite authorised employees; no public signup exists.

Defined in SOW
06

Contract-defined controls

Residency, subprocessors, encryption, deletion, audit, support, and incident terms are agreed during diligence.

Defined in SOW
Release-gate agenda

Set the evidence threshold before running the generator.

A release policy should make the stopping condition, exception path, and reviewer explicit.

01

What intended use and legal basis are in scope?

02

Which sources, fields, people, and destinations are permitted?

03

Which disclosure attacks and similarity risks must be tested?

04

Which analytical or model tasks define useful enough?

05

Which rare cohorts and model failure modes require coverage?

06

Who can approve a deviation from a threshold?

07

What evidence, configuration, and limitations must be retained?

08

How will deletion, exit, incidents, and subprocessors be handled?

Start with one release

Put the validation requirements into the first scope.

Bring your intended use, source constraints, privacy questions, model tasks, and required evidence. We’ll make them explicit before implementation.

Request an assessment