The independent privacy layer
for AI.
AI runs on real-world data. Integral transforms real-world data into compliant, AI-ready data assets.
Trusted by healthcare and data teams
For AI Builders
You need real-world data to build on. Integral assesses and engineers sensitive data so it arrives training-ready — fast, defensible, and documented.
For Data Collaborators
You hold valuable sensitive data. Make it usable for AI without taking on the risk. Integral's independent privacy layer means you keep control while expanding utility.
Data Lifecycle
Data types we process
Healthcare & clinical records
Claims, EHR extracts, lab results, patient registries — assessed and remediated so sensitive healthcare data flows into analytics and AI pipelines with documented defensibility.
Behavioral & consumer data
Browsing patterns, purchase histories, location traces, ad-tech signals — signal-preserving remediation keeps the training value while managing re-identification risk.
Enterprise & operational data
Supply-chain records, HR datasets, financial transactions, CRM exports — continuous assessment keeps the documentation current as data moves and context evolves.
Purpose-built for sensitive data
Every capability is designed around the reality of working with sensitive healthcare data at scale.
Analytical value retained after privacy remediation — measured, not assumed.
Entities assessed and remediated across client datasets.
Four years building and operating privacy programs for the world's most sensitive datasets.
Real-world data, de-identified upstream
Integral assesses re-identification risk through qualified Expert Determination, engineers privacy remediation that preserves analytical value, and documents every decision for downstream examination.
Defensible privacy assessments
Signed, scoped opinions from qualified statistical experts grounded in HIPAA methodology. The highest standard of defensibility.
Qualified expert sign-off
Every determination is supported by a qualified expert who signs off on the methodology and results. Examination-ready from day one.
Documentation that travels with data
Audit-ready documentation, monitoring timeline, and field-level retention tracking. Every decision logged and traceable.
Trusted by teams building on sensitive data
“Before Integral, compliance projects were a limiting factor. It would take months to get one done, and we still couldn't explain why certain decisions were made. Integral's approach is notably more creative and scalable than any other solution. Their operations process is very clean, which builds confidence with our clients. And by automating most of the process, Integral has cut our timelines in half. That speed has made a huge difference for us.”
“Integral provided the expertise and structure we needed to turn complex, regulated healthcare data into actionable insights. Their team is consistently responsive, highly knowledgeable, and deeply collaborative. They bring a level of rigor, attention to detail, and flexibility that is critical in this space.”
“Integral goes beyond the initial report. They peel back the layers and keep asking the right questions until they truly understand how your data works. That level of attention is what you need when pharma clients are asking hard questions and expect real answers.”
“We wanted a solution that would allow us to massage the data sets we were already using and augment them over time - without requiring a from-scratch re-analysis of the overarching data set. Today, all our data sources go through Integral before they ever hit an environment we access. Without Integral's flexibility, we couldn't stay defensible as data shifts.”
“By combining our data privacy infrastructure with Integral's privacy assessment technologies, we delivered a tailored solution that met our client's needs faster and more cost-effectively than alternatives. We look forward to supporting more clients in responsibly harnessing sensitive data for impactful LLM applications.”
“It felt like a true collaboration. Integral was responsive, detail-oriented, and genuinely invested in getting it right. That kind of partnership is rare, and it is exactly what we needed to move with confidence.”
