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        "rawOutput": "{\n  \"model\": \"EquityResearchAI\",\n  \"as_of\": \"2026-04-08T20:00:03.000Z\",\n  \"ticker\": \"AAPL\",\n  \"currency\": \"USD\",\n  \"current_price\": 258.9,\n  \"target_price_6m\": 260.0,\n  \"target_price_12m\": 265.0,\n  \"recommendation\": \"HOLD\",\n  \"confidence\": 0.6,\n  \"thesis_bullets\": [\n    \"Strong brand loyalty and ecosystem drive recurring revenue.\",\n    \"Services growth partially offsets declining hardware sales.\",\n    \"High profitability supports shareholder returns via buybacks.\",\n    \"Regulatory risks and competition pose significant challenges.\",\n    \"Innovation in AR and AI could unlock new growth.\"\n  ],\n  \"key_drivers\": [\n    { \"driver\": \"iPhone Sales\", \"impact\": \"HIGH\", \"direction\": \"NEG\" },\n    { \"driver\": \"Services Revenue\", \"impact\": \"HIGH\", \"direction\": \"POS\" },\n    { \"driver\": \"Gross Margins\", \"impact\": \"MED\", \"direction\": \"POS\" },\n    { \"driver\": \"R&D Investment\", \"impact\": \"MED\", \"direction\": \"POS\" },\n    { \"driver\": \"Regulatory Environment\", \"impact\": \"MED\", \"direction\": \"NEG\" },\n    { \"driver\": \"Macroeconomic Conditions\", \"impact\": \"MED\", \"direction\": \"NEG\" },\n    { \"driver\": \"Share Buybacks\", \"impact\": \"LOW\", \"direction\": \"POS\" }\n  ],\n  \"risks\": [\n    \"Slowing global smartphone demand\",\n    \"Intensifying competition in key markets\",\n    \"Increased regulatory scrutiny on business practices\",\n    \"Supply chain vulnerabilities\",\n    \"Adverse currency exchange movements\"\n  ],\n  \"assumptions\": {\n    \"revenue_cagr_3y\": 0.03,\n    \"ebit_margin_target\": 0.35,\n    \"wacc\": 0.09,\n    \"terminal_multiple\": 20.0\n  },\n  \"scenarios\": {\n    \"bear\": { \"target_price\": 240.0, \"prob\": 0.3, \"notes\": \"Severe revenue decline and margin compression.\" },\n    \"base\": { \"target_price\": 265.0, \"prob\": 0.5, \"notes\": \"Modest growth with stable margins.\" },\n    \"bull\": { \"target_price\": 290.0, \"prob\": 0.2, \"notes\": \"Strong innovation driving above-consensus growth.\" }\n  },\n  \"method_notes\": \"DCF valuation with assumed 3% revenue CAGR and 35% EBIT margin. Target prices imply low expected return, warranting HOLD. Not investment advice.\"\n}",
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            "Adverse currency exchange movements"
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              "target_price": 265
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              "target_price": 240
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              "target_price": 290
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          "method_notes": "DCF valuation with assumed 3% revenue CAGR and 35% EBIT margin. Target prices imply low expected return, warranting HOLD. Not investment advice.",
          "current_price": 258.9,
          "recommendation": "HOLD",
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            "Strong brand loyalty and ecosystem drive recurring revenue.",
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            "High profitability supports shareholder returns via buybacks.",
            "Regulatory risks and competition pose significant challenges.",
            "Innovation in AR and AI could unlock new growth."
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        "rawOutput": "{\n  \"model\": \"Equity-Research-Alpha-v1\",\n  \"as_of\": \"2026-04-08T20:00:03.000Z\",\n  \"ticker\": \"AAPL\",\n  \"currency\": \"USD\",\n  \"current_price\": 258.9,\n  \"target_price_6m\": 260.0,\n  \"target_price_12m\": 265.0,\n  \"recommendation\": \"HOLD\",\n  \"confidence\": 0.65,\n  \"thesis_bullets\": [\n    \"Valuation remains stretched at 34x P/E despite significant top-line revenue contraction.\",\n    \"EPS growth of 22.5% YoY shows strong cost control and aggressive share repurchases.\",\n    \"Services segment provides margin resilience, offsetting hardware cyclicality and volume declines.\",\n    \"High ROE of 151% reflects efficient capital allocation but masks underlying growth challenges.\",\n    \"Current risk-reward is balanced; upside is capped by macroeconomic headwinds and valuation.\"\n  ],\n  \"key_drivers\": [\n    {\n      \"driver\": \"Services Revenue Growth\",\n      \"impact\": \"HIGH\",\n      \"direction\": \"POS\"\n    },\n    {\n      \"driver\": \"iPhone Upgrade Cycle\",\n      \"impact\": \"HIGH\",\n      \"direction\": \"NEG\"\n    },\n    {\n      \"driver\": \"Share Repurchase Program\",\n      \"impact\": \"MED\",\n      \"direction\": \"POS\"\n    },\n    {\n      \"driver\": \"Operating Margin Expansion\",\n      \"impact\": \"HIGH\",\n      \"direction\": \"POS\"\n    },\n    {\n      \"driver\": \"Regulatory Scrutiny (App Store)\",\n      \"impact\": \"MED\",\n      \"direction\": \"NEG\"\n    },\n    {\n      \"driver\": \"AI Feature Monetization\",\n      \"impact\": \"MED\",\n      \"direction\": \"POS\"\n    }\n  ],\n  \"risks\": [\n    \"Prolonged consumer hardware replacement cycles.\",\n    \"Antitrust rulings impacting App Store fee structures globally.\",\n    \"Geopolitical tensions affecting supply chain and Chinese market share.\",\n    \"Valuation multiple compression if EPS growth normalizes.\"\n  ],\n  \"assumptions\": {\n    \"revenue_cagr_3y\": 0.05,\n    \"ebit_margin_target\": 0.35,\n    \"wacc\": 0.085,\n    \"terminal_multiple\": 25.0\n  },\n  \"scenarios\": {\n    \"bear\": {\n      \"target_price\": 210.0,\n      \"prob\": 0.25,\n      \"notes\": \"Hardware sales slump worsens and App Store fees are slashed by regulators.\"\n    },\n    \"base\": {\n      \"target_price\": 265.0,\n      \"prob\": 0.55,\n      \"notes\": \"Services growth offsets hardware weakness, maintaining current premium multiples.\"\n    },\n    \"bull\": {\n      \"target_price\": 310.0,\n      \"prob\": 0.2,\n      \"notes\": \"AI-driven supercycle accelerates upgrades and expands gross margins significantly.\"\n    }\n  },\n  \"method_notes\": \"Blended DCF and historical P/E multiple valuation. The 12M target of $265 assumes a 25x terminal multiple and 8.5% WACC. The HOLD rating reflects limited upside (+2.3%) from the current $258.9 price, balancing strong EPS growth against severe top-line contraction. Not investment advice.\"\n}",
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            "Antitrust rulings impacting App Store fee structures globally.",
            "Geopolitical tensions affecting supply chain and Chinese market share.",
            "Valuation multiple compression if EPS growth normalizes."
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          "ticker": "AAPL",
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              "prob": 0.55,
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            },
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            "wacc": 0.085,
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          "key_drivers": [
            {
              "driver": "Services Revenue Growth",
              "impact": "HIGH",
              "direction": "POS"
            },
            {
              "driver": "iPhone Upgrade Cycle",
              "impact": "HIGH",
              "direction": "NEG"
            },
            {
              "driver": "Share Repurchase Program",
              "impact": "MED",
              "direction": "POS"
            },
            {
              "driver": "Operating Margin Expansion",
              "impact": "HIGH",
              "direction": "POS"
            },
            {
              "driver": "Regulatory Scrutiny (App Store)",
              "impact": "MED",
              "direction": "NEG"
            },
            {
              "driver": "AI Feature Monetization",
              "impact": "MED",
              "direction": "POS"
            }
          ],
          "method_notes": "Blended DCF and historical P/E multiple valuation. The 12M target of $265 assumes a 25x terminal multiple and 8.5% WACC. The HOLD rating reflects limited upside (+2.3%) from the current $258.9 price, balancing strong EPS growth against severe top-line contraction. Not investment advice.",
          "current_price": 258.9,
          "recommendation": "HOLD",
          "thesis_bullets": [
            "Valuation remains stretched at 34x P/E despite significant top-line revenue contraction.",
            "EPS growth of 22.5% YoY shows strong cost control and aggressive share repurchases.",
            "Services segment provides margin resilience, offsetting hardware cyclicality and volume declines.",
            "High ROE of 151% reflects efficient capital allocation but masks underlying growth challenges.",
            "Current risk-reward is balanced; upside is capped by macroeconomic headwinds and valuation."
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          "target_price_12m": 265
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        "rawOutput": "{\"model\":\"OpenAI o3\",\"as_of\":\"2026-04-08T20:00:03.000Z\",\"ticker\":\"AAPL\",\"currency\":\"USD\",\"current_price\":258.9,\"target_price_6m\":249,\"target_price_12m\":271,\"recommendation\":\"HOLD\",\"confidence\":0.61,\"thesis_bullets\":[\"Services monetization supports resilient margins and cash generation.\",\"Buybacks and balance-sheet strength provide downside support.\",\"Valuation already reflects much of AI and refresh optimism.\",\"iPhone concentration keeps revenue tied to uneven upgrade cycles.\",\"Regulatory pressure could erode App Store profitability.\"],\"key_drivers\":[{\"driver\":\"Services mix expansion\",\"impact\":\"HIGH\",\"direction\":\"POS\"},{\"driver\":\"iPhone upgrade cycle\",\"impact\":\"HIGH\",\"direction\":\"POS\"},{\"driver\":\"On-device AI adoption\",\"impact\":\"MED\",\"direction\":\"POS\"},{\"driver\":\"Capital returns\",\"impact\":\"MED\",\"direction\":\"POS\"},{\"driver\":\"China demand and competition\",\"impact\":\"HIGH\",\"direction\":\"NEG\"},{\"driver\":\"App Store regulation\",\"impact\":\"HIGH\",\"direction\":\"NEG\"},{\"driver\":\"Supply chain resilience\",\"impact\":\"MED\",\"direction\":\"POS\"},{\"driver\":\"Valuation multiple compression\",\"impact\":\"HIGH\",\"direction\":\"NEG\"}],\"risks\":[\"China weakness persists longer than expected.\",\"AI features fail to accelerate device upgrades.\",\"Regulatory rulings reduce Services take rates.\",\"Tariffs or component costs pressure hardware margins.\",\"New product categories underdeliver adoption.\"],\"assumptions\":{\"revenue_cagr_3y\":0.055,\"ebit_margin_target\":0.345,\"wacc\":0.082,\"terminal_multiple\":26},\"scenarios\":{\"bear\":{\"target_price\":220,\"prob\":0.25,\"notes\":\"Muted upgrades and regulation compress growth and multiple.\"},\"base\":{\"target_price\":271,\"prob\":0.5,\"notes\":\"Services growth offsets modest hardware demand and supports premium valuation.\"},\"bull\":{\"target_price\":320,\"prob\":0.25,\"notes\":\"AI-driven refresh and Services strength sustain faster EPS growth.\"}},\"method_notes\":\"Blended forward earnings multiple with FCF sanity check, anchored to snapshot quote. Snapshot fundamentals appear internally inconsistent (especially revenueTTM/revenueYoy), so I weighted margins, cash generation and valuation more heavily; no sell-side targets used. not investment advice\"}",
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