Best LLMs for Multi Perspective Decision Synthesis

Output schema

Every answer on this task is checked against this JSON Schema, whichever model wrote it. An answer that doesn't fit counts as a model failure, and the call is retried on another model.

{
  "description": "Individual voter's structured decision from the investment panel.",
  "properties": {
    "confidence": {
      "description": "Confidence level in the vote (0.0 to 1.0)",
      "maximum": 1,
      "minimum": 0,
      "title": "Confidence",
      "type": "number"
    },
    "direction": {
      "description": "Investment direction recommendation",
      "enum": [
        "BULLISH",
        "BEARISH",
        "NEUTRAL"
      ],
      "title": "Direction",
      "type": "string"
    },
    "entry_condition": {
      "default": "",
      "description": "Entry condition or price level (e.g., 'Buy at market', 'Limit order at $480', 'On pullback to 50-day MA')",
      "title": "Entry Condition",
      "type": "string"
    },
    "expected_pct_change": {
      "description": "Expected percentage change (e.g., 12.5 for +12.5%, -8.0 for -8%)",
      "title": "Expected Pct Change",
      "type": "number"
    },
    "expected_timeframe_days": {
      "description": "Expected timeframe in days for the move to materialize",
      "minimum": 1,
      "title": "Expected Timeframe Days",
      "type": "integer"
    },
    "key_reasoning": {
      "description": "2-3 sentence summary of the key reasoning behind this vote",
      "title": "Key Reasoning",
      "type": "string"
    },
    "position_size_pct": {
      "default": 2,
      "description": "Recommended position size as percentage of portfolio (e.g., 2.0 for 2%)",
      "maximum": 100,
      "minimum": 0,
      "title": "Position Size Pct",
      "type": "number"
    },
    "preferred_instrument": {
      "default": "",
      "description": "Specific tradeable instrument recommended (e.g., 'SPY', 'TSLA 200 call Apr 2025', '/ES futures')",
      "title": "Preferred Instrument",
      "type": "string"
    },
    "risk_factors": {
      "description": "Top risk factors considered in reaching this decision",
      "items": {
        "type": "string"
      },
      "title": "Risk Factors",
      "type": "array"
    },
    "stop_loss": {
      "default": "",
      "description": "Stop-loss level or condition (e.g., 'Stop at $460', 'Trail 5%', 'Exit if breaks below 200-day MA')",
      "title": "Stop Loss",
      "type": "string"
    }
  },
  "required": [
    "direction",
    "expected_pct_change",
    "expected_timeframe_days",
    "confidence",
    "key_reasoning"
  ],
  "title": "InvestPanelVote",
  "type": "object"
}