INSIGHT STATUS: PRACTICAL

Insights

Notes and frameworks aimed at senior technical and regulatory leaders—focused on evidence, traceability, verification strategy, and delivery confidence.

Insights and Thought Leadership
Traceability

Designing an evidence chain that survives audit

The goal is not “more documents”—it’s a coherent narrative. A good evidence chain makes it easy to answer: what changed, why it changed, which risks are affected, and what evidence supports acceptance.

Practical checks:

• Each requirement has acceptance criteria and a verification method.
• Each risk control is explicit: where it lives (design/process) and how it is verified.
• Release evidence can be assembled by following links, not by searching inboxes.

Related: Regulated Delivery Approach

DevSecOps

CI/CD that generates evidence, not just builds

In regulated environments, pipeline outputs must be defensible: controlled builds, test evidence capture, and quality gates that reflect risk and intended use.

Practical checks:

• Build provenance is repeatable and reviewable.
• Automated tests produce evidence artefacts suitable for review.
• Security checks are risk-informed and integrated into release readiness.

Optional: DevSecOps Accelerator (Regulated Software)

Healthcare AI

Pragmatic guardrails for AI/ML in regulated workflows

AI/ML introduces uncertainty. Good governance makes behaviours testable, boundaries explicit, and responsibilities clear.

Practical checks:

• Intended use and system boundaries are unambiguous.
• Validation expectations are defined early, aligned to risk controls.
• Monitoring and change control expectations are defined for the deployed context.

Related: AI/ML Integration Services

Free Resource

Evidence Chain Readiness Checklist

A practical one-page self-assessment to evaluate your traceability, risk control mapping, and release evidence posture—before an auditor does.

What's included:

• Requirements ↔ Risk ↔ Tests mapping questions
• Release evidence assembly check
• Pipeline evidence hygiene indicators
• Scoring guide with interpretation

Download Checklist

Publications & Resources

Key academic and industry contributions.

Papers & Articles

Patents & Code

Awards & Recognition

Linde Global Innovation Challenge 2017

Linde Global Innovation Challenge 2017 Award