The Model Isn't the Bottleneck. The Data Is.
The Model Isn't the Bottleneck. The Data Is.

HEALTHCARE IT PERSPECTIVES

The Model Isn't the Bottleneck. The Data Is.

One billion health records exchanged in the US, a genomics trial launching in Abu Dhabi, and agentic AI is only as good as the plumbing underneath it.

1B+

Records exchanged via TEFCA (US)

$1.3M

New HHS investment in network oversight

6

GCC nations building national HIE spines

1. The billion-record milestone changes the conversation

TEFCA crossed one billion exchanges, and HHS followed with a $1.3 million oversight investment, not a victory lap. At national scale, governance, not connectivity, becomes the constraint. Volume without oversight is just faster noise.

2. The GCC is building the same spine, faster

Abu Dhabi just launched a genomics-driven Alzheimer's trial off the Emirati Genome Programme. Add Qatar's QHIE and the UAE's Malaffi–Riayati backbone, and the GCC isn't following the interoperability curve. Greenfield advantage means the region is setting it.

Agentic AI amplifies whatever foundation it's given.

AGENTIC AI

GOVERNANCE + INTEROPERABILITY

CLEAN, STANDARDIZED DATA

GOOD DATA IN → PRECISION AT SCALE

BAD DATA IN → ERRORS AT SCALE

3. Adoption hurdles are easing, new gaps are opening

Industry research shows adoption hurdles easing for agentic AI, with new gaps right behind them. The limiting factor isn't model sophistication, it's the data feeding it. An agent acting on inconsistent records doesn't fix the problem, it scales it.

4. Governance is the new infrastructure line item

CIOs used to budget for connectivity: endpoints, bandwidth, uptime. The 2026 line item is data governance: standards adherence, terminology mapping, audit trails for every AI decision touching a patient record. Get it right before the agentic layer goes live.

Is your organization investing in AI capability faster than in the interoperability and governance it depends on? I'd like to hear where you draw that line.

Healthcare IT · Digital Health · Interoperability

Asim Khan — MBA, CHCIO, PMP, CPHIMS

Principal · Lusail Advisory — Healthcare Technology & Lifecycle Management

lusailadvisory.com