Your pipeline, defended from within.
An embedded team of data privacy experts, building data sanitization controls inside your data pipeline. We provide guidance and documentation independently. You maintain operational controls. The result is defensible posture accelerating data velocity.
Three moments where data and AI teams need an independent layer
At data acquisition
Upstream providers represent data as already de-identified. Standard agreements shift detection and remediation back to you. You need independent assessment of what you actually received, not just what the contract says.
Before annotators see it
Externalization to human reviewers is the highest-risk moment in a regulated data workflow. Triage, remediation, and documented controls before exposure. Not optional for HIPAA-covered data.
Before labeled data ships
The dataset-level Expert Determination that downstream model builders — and their enterprise and government procurement teams — will accept as defensible. Process-level coverage for the pipeline. Dataset-level coverage for the delivery.
An independent assessment layer, not a staffing augmentation
We engage as a forward-deployed service partner — co-building pipelines and governance controls alongside your team, then providing independent Expert Determinations at the process and dataset level. No platform to install. No separate team to hire. You retain full operational responsibility. We provide the independent layer that documents what was built and signs off on the posture.
Under HIPAA, Integral provides the formal Expert Determination role. For other data modalities — enterprise, behavioral, financial — we provide oversight and attestation to pipeline posture.
What the engagement covers
Acquisition Assessment
Independent review of datasets you are onboarding or acquiring. Verify de-identification posture against your use case and recipient class — not just the upstream provider's representation.
Triage & Remediation Design
Co-build classification and transformation workflows that identify regulated data by modality and preserve training signal without over-redacting. We design and document the controls; you operate them.
Pre-Externalization Controls
Oversight and documented handling protocols for the moment data is exposed to annotators — sandboxing, access controls, and process controls scoped per regulatory framework.
Process-Level Expert Determination
Formal, signed assessment of your data handling processes. Documents that triage logic, remediation controls, and pipeline architecture meet a defensible standard for the intended use case.
Dataset-Level Expert Determination
Independent re-identification risk assessment scoped to specific datasets, source types, and downstream use cases. Signed by qualified statistical experts using peer-reviewed methodology. Audit-ready.
A defined pilot, not an open-ended engagement
Scope
Define one intake source, modality, or pipeline stage. Assess current handling and map the regulatory surface. A clear picture in days, not months of discovery.
Build & Determine
Co-implement triage and remediation controls for the defined scope. Deliver a formal Expert Determination — process-level, dataset-level, or both — with full audit documentation.
Expand
The pilot becomes your baseline. Extend coverage across additional modalities, acquisition sources, and annotation workflows. Move to ongoing re-assessment as the program scales.
Data that moves at the speed your pipeline needs — and holds up when it matters.