Transparent by design

Accuracy, confidence and diagnostic limitations

A panic-full is strong diagnostic evidence, but it is not a complete electrical test. iPanic Analyzer reports a likely cause and the checks needed to confirm it.

What the result can do

Identify the panic family and important signature tokens.
Prioritize a subsystem or component consistent with the model.
Show alternative physical causes.
Recommend confirmation tests and a safe diagnostic order.

What the result cannot guarantee

That the first-ranked component is always the failed part.
That previous repair damage or liquid ingress is visible in the log.
That a software, board or connector fault can be distinguished without physical testing.
That an incomplete or truncated log contains enough evidence.

How to interpret confidence

Confidence reflects the strength and consistency of the available evidence; it is not a warranty or a percentage guarantee of repair success. Technicians should confirm power, continuity, connector condition and known-good parts as appropriate.