Structured problem solving
Stop closing the issue before it is solved.
Independent challenge for recurring defects, failures and corrective actions where the explanation feels plausible but the evidence is weak.
Find the true cause before automating the response. We use established root-cause methods first. AI can assist by organising incident histories or exploring patterns, but it does not replace evidence, process observation or disciplined verification.
Evidence before opinion
A root cause should explain the evidence — and survive challenge.
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Problem definition
Separate the actual failure from assumptions, symptoms and noise.
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Causal logic
Build a causal chain that connects mechanism to outcome.
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Evidence
Test suspected causes against data, timing and physical reality.
8D
Corrective action
Make actions remove the cause rather than contain the symptom.
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Verification
Define what would prove the fix worked and stays working.
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Facilitation
Get cross-functional teams out of circular debate and into evidence.
Bring the recurring problem.
Book a 30-minute introduction. Bring the problem, not a polished brief.
Lean + AI Transformation
AI can expose patterns. Evidence must establish the cause.
Use AI-assisted analysis as an input to investigation. Test its suggestions against process knowledge and evidence before deciding on corrective action.
Explore the Lean-AI™ Framework