Develop AI Workflows with privacy-preserving healthcare data
De-identify clinical notes, medical imaging, and audio at scale. HIPAA-compliant infrastructure that AI 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
print(result.compliant) # TrueTrusted by healthcare and AI teams
0%
Data utility preserved
on average across all datasets
0 days
Expert Determination
vs. 3–6 months traditionally
0B+
PHI entities processed
across regulated datasets to date
Privacy infrastructure for every data type
Purpose-built de-identification for the unstructured healthcare data that AI models need most.
Clinical Notes
De-identify free-text medical records, discharge summaries, and pathology reports with healthcare-native NER.
DICOM Studies
Strip PHI from DICOM headers and burned-in pixel annotations across all major imaging modalities automatically.
CT Scans
Process volumetric CT datasets at scale. Remove patient identifiers from metadata and embedded overlays.
MRIs
De-identify MRI sequences including structural, functional, and diffusion imaging with full DICOM compliance.
Ultrasound
Redact burned-in PHI from real-time and stored ultrasound imagery including cine loops and 3D volumes.
X-Ray & Radiographs
Automated PHI removal from digital radiography, mammography, and fluoroscopy studies at any resolution.
Pathology Slides
De-identify whole slide images and digital pathology datasets. Strip patient data from slide labels and metadata.
Genomic Data
Process genomic indicators, variant call files, and sequencing metadata with re-identification risk scoring.
Voice & Audio
Redact patient identifiers from recorded consultations, telehealth sessions, and dictated clinical notes.
De-identification that's certified, flexible, and deployable anywhere
Most tools anonymize data. Integral certifies it under HIPAA Expert Determination — with flexible remediation strategies and deployment options that fit your infrastructure.
Certified, not just de-identified
Every dataset receives a signed Expert Determination certification — a PDF opinion backed by qualified statistical experts that justifies low re-identification risk based on your data, use case, and privacy posture. Not a black-box score. A defensible artifact for regulators, partners, and legal teams.
Flexible remediation strategies
Preserve geographic precision over demographics. Retain clinical dates at the cost of other entities. Replace PHI with synthetic entities that hide in plain sight. Integral's remediation adapts to what your data consumers need — not a one-size-fits-all checklist.
Cloud or self-hosted — your choice
Deploy as a fully managed cloud platform with dashboards, team management, and usage analytics. Or run the same core engine inside your VPC, on-prem, or air-gapped environment. Same API, same capabilities — your data, your infrastructure.
Trusted by data teams
“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.”
“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'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.”
“Working with Integral has streamlined how we prepare healthcare data for downstream use. The process is straightforward, turnarounds are fast, and their remediation options give us clear paths forward. It's made delivering compliant, analysis-ready datasets much more efficient.”
“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.”
“We needed to move fast for a client – we couldn't have done it without Integral. It was fast, simple and we have confidence and trust in the results.”
“Enabled us to develop a compliant Large Language Model from a massive unstructured dataset of doctors' notes, maintaining both privacy and data utility where it truly mattered.”
“We are extremely happy with their innovative approach to maintain and compliantly grow our patient data services. If you are evaluating your ED needs in the future, I would spend the time to meet with Shubh and see the Integral solution.”
“Your attention to detail and collaborative spirit have been invaluable in getting our Expert Determination over the line. It's been a pleasure working together, and I truly appreciate the partnership and open communication we've shared.”
Start de-identifying healthcare data
Book a demo to see how Integral handles your data types — clinical notes, medical imaging, audio, and more.