Industry Perspectives

Step-by-step HIPAA breach notice process for AI vendors: assign owners, trace PHI, meet 60-day deadlines, and preserve evidence.

Map card-data paths, remove unnecessary connections, enforce MFA, confirm vendor PCI duties, and test logging and incident response.

A vulnerability score alone doesn't determine patient risk—assess exposure, clinical harm, remediation, disclosure, and verification.

Plan, test, and fix HIPAA backup restores to meet RTO/RPO, verify ePHI integrity, and produce audit-ready recovery evidence.

HIPAA-focused workflow to inventory, transform, test, document, and govern de-identified healthcare data for safe sharing.

Assign owners, thresholds, dashboards, and retest rules to monitor AI in clinical care and PHI, aligned with NIST, HIPAA, and FDA guidance.

Four-category FDA testing approach to validate security requirements, model threats, find vulnerabilities, and link fixes to SBOMs and postmarket evidence.

Match HITRUST pathway to actual risk and contracts, verify scope and assessor, and maintain controls—certification doesn't replace HIPAA or a BAA.

A 10-step internal HIPAA audit guide: scope, ePHI mapping, risk analysis, safeguards testing, logs, training, incident recovery, and verification.

Compare component scanning and penetration testing for medical devices; when to scan, scope, safety, and how to prioritize fixes, retests.

Seven lifecycle gates to assess, validate, monitor, and retire clinical AI while protecting patients and PHI.

ISO 27559 checklist to de-identify clinical DICOM images: metadata cleanup, burned-in text and face review, risk assessment, and export validation.

Treat vendor AI disclosures as a starting point. Verify model limits, data provenance, human review, patient impact, and incident reporting.

Map PHI flows, verify vendor evidence, and score residual risk to approve PHI access with a HIPAA-based control matrix.

Explains using biometrics with identity proofing, encrypted templates, MFA, role-based permissions, logging, and tested failover to protect PHI.

Side‑by‑side guide to EU MDR/IVDR and U.S. Section 524B requirements for SBOMs, patching, and postmarket security records.

Seven linked record categories to trace device cybersecurity risks from identification through testing, release, and closure.

Link real-time alerts to controls, owners, and verified fixes to detect, investigate, and close HIPAA monitoring gaps.

A safety-first DAST workflow for testing medical device interfaces, protecting evidence, rating clinical impact, and managing fixes.

Nine end-to-end security checks for device-to-EHR connections covering certificates, access, data integrity, failover, and incident response.

Centralized TPRM for IDNs reduces vendor-related breaches, improves HIPAA compliance, and protects patient safety across multiple healthcare facilities.

Steps to assign owners, preserve evidence, meet FDA MDR deadlines, and maintain audit-ready incident files for medical devices.

Seven static testing methods to evaluate medical-device code and artifacts, with lifecycle guidance on evidence and risk review.

Limit healthcare AI to low-risk language tasks; require human review for consent, medication, triage, and documentation to prevent harmful errors.