FixEvidence standards
How FixEvidence ranks the next action
Recommendation, evidence strength and outcome confidence are calculated separately.
Decision order
- Apply safety stops.
- Validate appliance, brand and exact-model context.
- Recognize supported error codes without treating a code as proof of one failed part.
- Remove actions already attempted.
- Apply symptom, prerequisite, model-family and source-reviewed rules.
- Add the closest available moderated outcome layer: exact model, model family, brand, then general guidance.
- Subtract cost, difficulty and risk penalties.
Recommendation and confidence are different
A high-ranked action can still have limited outcome confidence. Match confidence explains how specifically the technical rule fits; outcome confidence explains the amount and quality of community evidence.
Minimum denominators
FixEvidence does not display a success or recurrence percentage from fewer than five matched observations. Raw counts remain visible. Higher confidence requires larger samples, verification signals and, where available, exact-model relevance.
Repair journeys
Attempts are stored separately, including failures. A final resolution and follow-up never erase earlier failed attempts; otherwise success rates would be biased upward.
Last updated: August 28, 2026.