Methodology
Our analysis combines structured layout data, directional context, rule frameworks, and model-generated explanations with strict output validation.
Input Layer
1. Floor plan image(s), optionally room photos.
2. User-confirmed north angle and main entrance point.
3. Room-level annotations to reduce detection ambiguity.
Reasoning Layer
A structured rule framework scores layout flow, commanding position, balance, and key conflict zones. Missing data is marked as assumption rather than asserted as fact.
Recommendations are normalized into severity, effort, and actionable steps, then validated against JSON schema checks to keep report format stable.
Output Layer
1. Preliminary summary with major blockers and quick wins.
2. Full report with sectioned diagnosis and room-level action plan.
3. Re-run comparison to measure improvements after adjustments.
For lifestyle optimization inspiration only. Not professional, medical, legal, or financial advice. Results vary by home layout and input quality.