AED 2M
Annual portfolio savings.
QUALITY ENGINEERING / RELEASE / RELIABILITY
Scaling
reliable delivery.
Quality Engineering & Reliability Leader | 50-engineer function | AI Assurance
I build the teams, systems and engineering practices that help organisations ship with confidence. 22+ years connecting quality to business outcomes.
Leadership at scale
22+years of experience
50engineers in the function
25+squads supported
01 / MEASURABLE IMPACT
Reliability is a
business outcome.
Leading Quality Engineering, Release and Reliability as one connected function. The measure of progress: faster delivery, less waste and fewer failures reaching customers.
12 weeks to <4 hours
Release cycles reduced from twelve weeks to under four hours.
ESCAPED DEFECTS
65% fewer
PRODUCTION INCIDENTS
80% fewer
An agent-based testing framework contributed to these quality and reliability improvements.
Quality at organisation scale
Align engineering strategy, team capability and quality practices across a 50-engineer function supporting 25+ squads.
Release and reliability, together
Connect release management, incident response, observability and DORA metrics to the way teams deliver.
AI Assurance, grounded in engineering
Bring evaluation, adversarial testing and production feedback into AI delivery. Extend quality discipline to systems whose behaviour is not deterministic.
03 / IDEAS INTO PRACTICE
The Quality
Signal.
My perspective on quality engineering, delivery and leadership. Turning experience into useful questions, frameworks and better engineering decisions.
Read the newsletterDownload edition 01 · PDFTHE QUALITY SIGNAL MATURITY MODEL
Where are you today?
What comes next?
A five-level framework for assessing Quality Engineering maturity, from reactive delivery to continuous improvement and AI-augmented practice.
- 01Ad HocReactive, manual
- 02DefinedDocumented, repeatable
- 03ManagedMeasured, consistent
- 04OptimisingData-driven, improving
- 05InnovatingAI-augmented, predictive
04 / SELECTED ENGINEERING WORK
Strategy, with working code.
01Explore project02Explore project03Explore project
TEST INTELLIGENCE / OPEN SOURCE
Playwright Spec Doc Reporter
BDD annotations, AI failure analysis and interactive reporting. Making test results useful beyond the test run.
TEST AUTOMATION / IN PROGRESS
Multi-Agent QA Framework
Four specialised agents with DOM Memory architecture for persistent selector knowledge.
AI ASSURANCE / PRODUCTION
DeepEval Production Pipelines
RAG evaluation for faithfulness, relevancy and hallucination detection, integrated into Azure DevOps.
05 / FIELD NOTES
A perspective earned in practice.
LET’S CONNECT
Better delivery starts
with a conversation.
Quality Engineering leadership, reliable delivery, AI Assurance — or developing the people who make it happen.