Tag vLLM

DevOps, Healthcare AI, Infrastructure

Why We Self-Host Everything: A Healthcare AI Startup’s Guide to Sovereign Infrastructure

Self-hosted AI infrastructure visualization with three server racks, shield and lock security icon, network topology graph, and circuit board traces representing on-premise healthcare AI deployment

Cloud-first fails for healthcare AI. Here is how IntelMedica runs LLMs, databases, and Kubernetes on self-hosted infrastructure at $0 per token.

JFMD
March 8, 2026

AI Research, Healthcare Infrastructure, Machine Learning

Small Models, Big Impact: Why Healthcare AI Doesn’t Need GPT-5

Comparison of small versus large neural network architectures: compact efficient teal network on left versus expansive blue network on right, connected by DNA helix pattern

Why 4B-parameter models outperform 70B+ models for clinical tasks. Cost, latency, privacy, and performance data from IntelMedica's production systems.

JFMD
March 8, 2026

AI Research, Clinical Tools, Prior Authorization

How AI is Revolutionizing Prior Authorization: Building Doc Assist AI

Abstract visualization of AI automating prior authorization: document stacks flowing through a neural processing node producing approved results, with cyan particle trails on dark background

Learn how IntelMedica's Doc Assist AI uses a 7-layer anti-hallucination architecture to cut prior authorization turnaround from days to minutes.

JFMD
March 8, 2026