Digital health projects often stumble when early enthusiasm outruns careful groundwork. Tools work beautifully in demos, only to fail when they meet the reality of NHS workflows, data systems, and governance.

At Inference Clinical, we believe the difference between stalled pilots and scaled, safe solutions lies in disciplined research foundations.


The Three Pillars of Research Foundations

Clinical Context Understanding

Technical Feasibility Assessment

Strategic Alignment Validation


Co-Dependent Foundations

These pillars can't stand alone. Technical promise without clinical fit creates frustration. Clinical enthusiasm without strategic alignment risks projects being deprioritised. Transformation succeeds only when all three are held together.


NHS Realities We Must Acknowledge

Time vs Delivery Pressure — Boards want quick wins. Proper foundations take time. Balancing these is part of the craft.

Resource Burden — Embedding in clinical environments demands scarce time from clinicians. That disruption must be justified and carefully managed.

Stakeholder Tension — Research uncovers complexity. Commissioners often want neat solutions. Bridging that gap is part of the work.


Practical First Questions

When beginning a project, three simple questions test the strength of your foundations:

  1. What clinical problem are we solving, and how do clinicians currently manage it?
  2. What data exists, where is it stored, and can it be accessed safely?
  3. Who will champion this through governance and why?

Building Credibility Through Discipline

We are early in our journey. Our aim is not to make sweeping claims, but to demonstrate seriousness through method. That means documenting hazards up front, being transparent about trade-offs, and grounding solutions in NHS reality.

The difference between stalled pilots and scaled solutions lies in disciplined research foundations — clinical context, technical feasibility, and strategic alignment.

In our next article, we'll connect these foundations directly to NHS Data Coordination Board (DCB) compliance processes — where research translates into formal safety assurance.

Continue the series

Next: Clinical Safety Standards in Practice — DCB 0129/0160 and building baseline readiness.

Read Part 2