We know healthcare data because we've lived it
Integral was founded by a team that has spent decades working inside healthcare's most complex data environments. We didn't read about the problems - we experienced them firsthand, and we built the platform we wished existed.
{
"dataset": "clinical_notes_q1_2026",
"standard": "hipaa_expert_determination",
"records_processed": 2_847_391,
"phi_entities_found": 14_209_455,
"phi_entities_redacted": 14_209_455,
"data_utility_preserved": "94.2%",
"re_identification_risk": "0.04%",
"status": "determined",
"completed_in": "4 days",
"expert_review": "approved"
}Expert Determination, Not Just Safe Harbor
Most vendors stop at Safe Harbor's 18 identifiers. Integral supports the full HIPAA Expert Determination method, a statistically rigorous, flexible approach that lets you retain linkage tokens, preserve geographic or temporal data, and use alternative privacy models like differential privacy and k-map analysis.
Every engagement produces a signed Expert Determination; a formal opinion based on qualified statistical analysis, justifying low re-identification risk based on your specific data, use case, and privacy posture.
Compliance as Infrastructure
Traditional compliance is a services business: consultants, spreadsheets, and months of back-and-forth. Integral encodes compliance logic into software, repeatable, auditable, and fast enough to run on every dataset, every time. Full lifecycle coverage from ingestion to defensible delivery, with continuous monitoring as your data evolves.
Infrastructure Compliance Is Not Data Compliance
Most organizations have HIPAA-compliant infrastructure; SOC 2 on their servers, encryption in transit, access controls on their databases. That attests to the container. Expert Determination formally assesses the contents.
A secure data center full of improperly de-identified patient records is a compliant building with a liability problem inside it. Integral closes that gap, ensuring the data itself is defensible, not just the systems that store it.
Deep Domain Expertise
Our team includes HIPAA privacy experts, statisticians, data engineers, and product leaders who have worked at the intersection of healthcare and technology for decades. That experience is encoded directly into the platform. Every rule, every workflow, and every recommendation reflects real-world knowledge of how healthcare data actually moves and where things break down.
The real advantage shows up in Expert Determination engagements. There is no one-size-fits-all formula; the right remediation strategy depends on the data, the use case, and the privacy posture. We optimize remediation to preserve what matters: geographic precision over demographics, clinical dates over other entities, synthetic replacement that keeps clinical text natural. You choose the trade-offs, and we find the path that preserves the most value.
See Integral in action.
Book a demo to see how Integral handles your regulated data types.