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          "ticker": "SO",
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              "prob": 0.6,
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              "target_price": 109
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              "notes": "Lower growth and higher rates.",
              "target_price": 95
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            "bull": {
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              "direction": "POS"
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              "driver": "Debt reduction efforts",
              "impact": "HIGH",
              "direction": "POS"
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            {
              "driver": "Dividend sustainability",
              "impact": "MED",
              "direction": "POS"
            }
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          "method_notes": "Valuation using dividend discount model with 3% growth and 6% required return. Not investment advice.",
          "current_price": 97.17,
          "recommendation": "BUY",
          "thesis_bullets": [
            "Stable regulated utility with predictable cash flows.",
            "Attractive dividend yield supported by earnings.",
            "Investment in clean energy transition driving growth.",
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        "rawOutput": "{\n  \"model\": \"AI Equity Analyst v1.0\",\n  \"as_of\": \"2026-04-08T20:00:00.000Z\",\n  \"ticker\": \"SO\",\n  \"currency\": \"USD\",\n  \"current_price\": 97.17,\n  \"target_price_6m\": 98.50,\n  \"target_price_12m\": 100.00,\n  \"recommendation\": \"HOLD\",\n  \"confidence\": 0.80,\n  \"thesis_bullets\": [\n    \"Vogtle nuclear project completion significantly de-risks Southern's long-term capital expenditure profile.\",\n    \"Strong Southeast US demographic trends support consistent rate base and revenue growth.\",\n    \"Premium valuation at 19x forward P/E limits near-term multiple expansion potential.\",\n    \"High debt load (D/E 1.84) presents interest rate sensitivity in a higher-for-longer environment.\",\n    \"Attractive 3.37% dividend yield provides downside protection but total return upside is constrained.\"\n  ],\n  \"key_drivers\": [\n    {\n      \"driver\": \"Vogtle Units 3 & 4 Operations\",\n      \"impact\": \"HIGH\",\n      \"direction\": \"POS\"\n    },\n    {\n      \"driver\": \"Southeast US Population Growth\",\n      \"impact\": \"HIGH\",\n      \"direction\": \"POS\"\n    },\n    {\n      \"driver\": \"Interest Rate Environment\",\n      \"impact\": \"HIGH\",\n      \"direction\": \"NEG\"\n    },\n    {\n      \"driver\": \"Regulatory Rate Case Outcomes\",\n      \"impact\": \"MED\",\n      \"direction\": \"POS\"\n    },\n    {\n      \"driver\": \"Data Center Power Demand\",\n      \"impact\": \"MED\",\n      \"direction\": \"POS\"\n    },\n    {\n      \"driver\": \"Debt Servicing Costs\",\n      \"impact\": \"MED\",\n      \"direction\": \"NEG\"\n    }\n  ],\n  \"risks\": [\n    \"Adverse regulatory rulings in key jurisdictions like Georgia or Alabama.\",\n    \"Higher interest rates increasing debt servicing costs on $66B total debt.\",\n    \"Operational issues at newly commissioned Vogtle nuclear units.\",\n    \"Slower than expected economic growth in the Southeast US.\"\n  ],\n  \"assumptions\": {\n    \"revenue_cagr_3y\": 0.04,\n    \"ebit_margin_target\": 0.25,\n    \"wacc\": 0.065,\n    \"terminal_multiple\": 18.0\n  },\n  \"scenarios\": {\n    \"bear\": {\n      \"target_price\": 85.00,\n      \"prob\": 0.20,\n      \"notes\": \"Interest rates remain elevated, compressing utility multiples and increasing debt costs.\"\n    },\n    \"base\": {\n      \"target_price\": 100.00,\n      \"prob\": 0.60,\n      \"notes\": \"Steady rate base growth and Vogtle cash flows support current premium valuation.\"\n    },\n    \"bull\": {\n      \"target_price\": 115.00,\n      \"prob\": 0.20,\n      \"notes\": \"Surging data center power demand drives above-trend EPS growth and multiple expansion.\"\n    }\n  },\n  \"method_notes\": \"Valuation based on 18x-20x forward P/E and DCF (6.5% WACC). Premium multiple justified by Vogtle completion, but limits upside to ~3%, warranting a HOLD. Not investment advice.\"\n}",
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            "Operational issues at newly commissioned Vogtle nuclear units.",
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          "ticker": "SO",
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              "prob": 0.6,
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              "target_price": 100
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              "target_price": 85
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              "driver": "Vogtle Units 3 & 4 Operations",
              "impact": "HIGH",
              "direction": "POS"
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            {
              "driver": "Southeast US Population Growth",
              "impact": "HIGH",
              "direction": "POS"
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              "driver": "Interest Rate Environment",
              "impact": "HIGH",
              "direction": "NEG"
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            {
              "driver": "Regulatory Rate Case Outcomes",
              "impact": "MED",
              "direction": "POS"
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            {
              "driver": "Data Center Power Demand",
              "impact": "MED",
              "direction": "POS"
            },
            {
              "driver": "Debt Servicing Costs",
              "impact": "MED",
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          "method_notes": "Valuation based on 18x-20x forward P/E and DCF (6.5% WACC). Premium multiple justified by Vogtle completion, but limits upside to ~3%, warranting a HOLD. Not investment advice.",
          "current_price": 97.17,
          "recommendation": "HOLD",
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            "Vogtle nuclear project completion significantly de-risks Southern's long-term capital expenditure profile.",
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            "Premium valuation at 19x forward P/E limits near-term multiple expansion potential.",
            "High debt load (D/E 1.84) presents interest rate sensitivity in a higher-for-longer environment.",
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              "target_price": 88
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              "direction": "NEG"
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