GRIF#1: The Blind Spot in Healthcare AI
Discussing innovator and investor exhaustion due to the disconnect between deep tech accuracy and clinical implementation reality.
Strategic Intelligence
Market Wisdom.
Bridging the gap between clinical innovation and commercial scalability through our Global Readiness & Implementation Framework (GRIF).
Healthcare AI Insights by Gentrac Labs
GRIF#2: Hardware Agnosticism
Why healthcare AI must perform on legacy machines and low-bandwidth networks to achieve global readiness.
GRIF#3: Data Heterogeneity Gap
Architecting for noise and "dirty" data—missing fields and low-res inputs—before market entry.
GRIF#4: Explainability (XAI) in HAI
Adoption relies on transparency. If a clinician can't explain the decision to their patient or peer, they won't trust the tool.