Inputs, prompt conditions and scoring

What the model receives

The account pack contains 35 files, including one exact duplicate, representing 34 unique assets. Both analysis conditions receive the fixed reviewed taxonomy records. One account is one case even when the model inspects many asset rows.

What changes between prompts

The simple and scaffolded analysis prompts use the same labelled portfolio. The scaffold structures the concentration, risk, gap and recommendation assessment. The earlier classification/instrument workflow is separate from this comparison.

How the result is scored

The evaluation checks analysis against an answer key, including numerical consistency, real risks, unsupported risks, gaps and deliberately absent categories. Recommendation quality and operator readiness have a separate judged layer. Read the published score as performance on this fixed analysis task, rather than proof that an arbitrary portfolio can be classified and planned end to end.