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              "target_price": 73.8
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        "rawOutput": "{\n  \"model\": \"AOS_Equity_Research_v1\",\n  \"as_of\": \"2026-04-08T20:00:03.000Z\",\n  \"ticker\": \"AOS\",\n  \"currency\": \"USD\",\n  \"current_price\": 66.77,\n  \"target_price_6m\": 70.00,\n  \"target_price_12m\": 74.00,\n  \"recommendation\": \"BUY\",\n  \"confidence\": 0.70,\n  \"thesis_bullets\": [\n    \"Dominant North American market share provides stable, high-margin replacement demand.\",\n    \"Exceptional ROE of 29.4% and strong free cash flow generation support capital returns.\",\n    \"Sluggish top-line growth reflects current headwinds in China and US housing markets.\",\n    \"Pristine balance sheet with minimal debt offers flexibility for M&A and buybacks.\",\n    \"Valuation at 16.5x forward P/E is attractive for a high-quality industrial compounder.\"\n  ],\n  \"key_drivers\": [\n    {\n      \"driver\": \"North American Replacement Demand\",\n      \"impact\": \"HIGH\",\n      \"direction\": \"POS\"\n    },\n    {\n      \"driver\": \"China Macroeconomic Recovery\",\n      \"impact\": \"MED\",\n      \"direction\": \"POS\"\n    },\n    {\n      \"driver\": \"Raw Material Costs (Steel)\",\n      \"impact\": \"MED\",\n      \"direction\": \"NEG\"\n    },\n    {\n      \"driver\": \"US New Housing Starts\",\n      \"impact\": \"MED\",\n      \"direction\": \"POS\"\n    },\n    {\n      \"driver\": \"Water Treatment Segment Expansion\",\n      \"impact\": \"LOW\",\n      \"direction\": \"POS\"\n    },\n    {\n      \"driver\": \"Foreign Exchange Headwinds\",\n      \"impact\": \"LOW\",\n      \"direction\": \"NEG\"\n    }\n  ],\n  \"risks\": [\n    \"Prolonged downturn in the Chinese real estate market impacting Asian segment sales.\",\n    \"Higher steel and freight costs compressing gross margins if pricing power wanes.\",\n    \"US consumer weakness delaying non-emergency water heater replacements.\",\n    \"Increased competition in the North American commercial boiler market.\"\n  ],\n  \"assumptions\": {\n    \"revenue_cagr_3y\": 0.035,\n    \"ebit_margin_target\": 0.195,\n    \"wacc\": 0.085,\n    \"terminal_multiple\": 16.5\n  },\n  \"scenarios\": {\n    \"bear\": {\n      \"target_price\": 58.00,\n      \"prob\": 0.20,\n      \"notes\": \"US housing stalls and China weakness persists, compressing margins and multiple.\"\n    },\n    \"base\": {\n      \"target_price\": 74.00,\n      \"prob\": 0.60,\n      \"notes\": \"Steady replacement demand and moderate China recovery support mid-single-digit earnings growth.\"\n    },\n    \"bull\": {\n      \"target_price\": 88.00,\n      \"prob\": 0.20,\n      \"notes\": \"Strong housing rebound and successful water treatment expansion drive multiple expansion.\"\n    }\n  },\n  \"method_notes\": \"Valuation based on a 10-year DCF and 16.5x forward P/E multiple. The probability-weighted scenario target of $73.60 implies a ~10% upside, supporting a BUY rating. Not investment advice.\"\n}",
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