---
title: "The problem engineering teams hit in production"
subtitle: "Clinical and medical product experiences break when retrieval is brittle:"
visual:
  src: /img/healthcare/problems-visual.png
  alt: Problems visual showing fragmented data sources
problems:
  - icon:
      src: /img/healthcare/problem-card-icon-1.svg
      alt: Document icon
    text: Clinical text is messy, inconsistent, and synonym-heavy
  - icon:
      src: /img/healthcare/problem-card-icon-2.svg
      alt: Lock icon
    text: Workflows require strict constraints (tenant, role, facility, patient scope, timeframe)
  - icon:
      src: /img/healthcare/problem-card-icon-3.svg
      alt: Image icon
    text: Multimodal data (imaging, video, transcripts) demands fast similarity search plus governance
  - icon:
      src: /img/healthcare/problem-card-icon-4.svg
      alt: Alert icon
    text: RAG and agents fail without reliable retrieval and citation-friendly context
sitemapExclude: true
---