The data operations layer that makes regulated health data usable
Expert Determination, privacy engineering, and defensible remediation for regulated healthcare data. Infrastructure that data teams integrate in minutes, not months.
from integral import Integral
client = Integral(api_key="int_live_...")
# De-identify a clinical note
result = client.deidentify(
content="Patient John Smith, DOB 03/15/1985, "
"presented at Springfield General "
"with acute chest pain...",
modality="clinical_note",
)
print(result.text)
# "Patient [REDACTED], DOB [REDACTED],
# presented at [REDACTED] with acute
# chest pain..."
print(result.phi_count) # 3
Trusted by healthcare and data teams
94.2%
Data utility preserved
on average across all datasets
4 days
Expert Determination
vs. 3–6 months traditionally
14B+
PHI entities processed
across regulated datasets to date
Privacy expertise across every regulated data type
Purpose-built privacy engineering for the healthcare data that downstream use cases require most.
Clinical Notes
Free-text medical records, discharge summaries, and pathology reports. Healthcare-native NER with synthetic replacement that preserves clinical context.
Medical Imaging (DICOM)
PHI removal from headers and burned-in pixel annotations across all imaging modalities, including CT, MRI, ultrasound, X-ray, pathology slides, and mammography.
EHR / Structured Records
Structured EHR extracts, lab results, and clinical data feeds with field-level remediation and configurable trade-offs.
Genomic Data
Genomic indicators, variant call files, and sequencing metadata with re-identification risk scoring.
Claims & Rx Data
Claims, prescription, and structured administrative datasets with linkage token preservation and field-level remediation.
Audio & Voice
Recorded consultations, telehealth sessions, and dictated clinical notes. PHI redaction across spoken-word healthcare data.
Formally determined, flexible, and deployable anywhere
Most tools stop at anonymization. Integral provides independent Expert Determination under HIPAA, with flexible remediation strategies and deployment options that fit your infrastructure.
Determined, not just de-identified
Every dataset receives a signed Expert Determination, a formal opinion based on qualified statistical analysis scoped to your data, use case, and privacy posture. Defensible documentation for regulators, partners, and legal teams.
Flexible remediation, deploy anywhere
Preserve geographic precision over demographics. Retain clinical dates. Replace PHI with synthetic entities that hide in plain sight. Remediation adapts to what your data consumers need. Deploy as a managed cloud platform or run the same engine inside your VPC, on-prem, or air-gapped environment. Same API, same capabilities.
Trusted by data teams
“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.”
“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 compliant as data shifts.”
“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.”
“It felt like a true collaboration. Integral was responsive, detail-oriented, and genuinely invested in getting it right. That kind of partnership is rare in compliance work, and it is exactly what we needed to move with confidence.”
“By combining our data privacy infrastructure with Integral's data certification 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.”
“Integral's collaborative spirit was evident from the start. They were focused on supporting us throughout the process to satisfy both HIPAA compliance standards and STATinMED's privacy standards while also optimizing for our research needs.”
“Integral provided the expertise and structure we needed to turn complex, regulated healthcare data into actionable and compliant 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.”
See Integral in action
Book a demo to see how Integral handles your regulated data types.