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AI-native SDLC for regulated healthcare.

Industry: healthcare and technology. Products named on the original card: Sniffr.ai and MrProbe. Published results: 93% golden-dataset accuracy, and zero PHI extractions in production. The client is not named on the QDEX site, so this page does not invent one.

Problem. A regulated healthcare engineering team needed AI inside the software lifecycle — code review and agent behavior — without PHI leaving the controls they already run. Generic copilots do not produce an evidence pack a compliance officer can file.

Approach. Sniffr.ai validated pull requests against architectural and security expectations. MrProbe tested the agents: adversarial techniques plus a golden-dataset scorecard aimed at factuality and disclosure. QDEX's healthcare solution page describes the surrounding design: prompts logged, disclosures controlled, models probed before they touch a patient workflow. HIPAA is one of the frameworks MrProbe maps.

Result. The figures we publish are 93% golden-dataset accuracy and zero PHI extractions in production. We do not add time-to-value, contract value, or hospital counts that were not on the original card.

QDEX Consulting delivered the engagement from its Chennai and Dubai practice. A similar scope starts with a conversation at sales@qdexconsulting.com.

  • Healthcare AI solution
  • Sniffr.ai — AI code review
  • MrProbe — AI agent red teaming platform
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