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        "rawOutput": "{\n  \"model\": \"Equity Research Model\",\n  \"as_of\": \"2026-04-08T20:00:01.000Z\",\n  \"ticker\": \"FFIV\",\n  \"currency\": \"USD\",\n  \"current_price\": 304.76,\n  \"target_price_6m\": 305.0,\n  \"target_price_12m\": 310.0,\n  \"recommendation\": \"HOLD\",\n  \"confidence\": 0.6,\n  \"thesis_bullets\": [\n    \"Mixed revenue growth with positive EPS momentum.\",\n    \"High valuation multiples suggest limited upside.\",\n    \"Strong margins and cash flow generation.\",\n    \"Competitive pressures in application security.\",\n    \"Stable demand in multi-cloud management.\"\n  ],\n  \"key_drivers\": [\n    {\"driver\": \"Cloud Adoption Trends\", \"impact\": \"HIGH\", \"direction\": \"POS\"},\n    {\"driver\": \"Competitive Landscape\", \"impact\": \"HIGH\", \"direction\": \"NEG\"},\n    {\"driver\": \"Economic Cycles\", \"impact\": \"MED\", \"direction\": \"NEG\"},\n    {\"driver\": \"Technology Refresh Cycles\", \"impact\": \"MED\", \"direction\": \"POS\"},\n    {\"driver\": \"Regulatory Changes\", \"impact\": \"LOW\", \"direction\": \"NEG\"},\n    {\"driver\": \"M&A Activity\", \"impact\": \"MED\", \"direction\": \"POS\"},\n    {\"driver\": \"Product Innovation\", \"impact\": \"HIGH\", \"direction\": \"POS\"}\n  ],\n  \"risks\": [\n    \"Slower-than-expected revenue growth.\",\n    \"Increased competition eroding margins.\",\n    \"Economic downturn reducing IT spending.\",\n    \"Execution risks in new product launches.\"\n  ],\n  \"assumptions\": {\n    \"revenue_cagr_3y\": 0.05,\n    \"ebit_margin_target\": 0.26,\n    \"wacc\": 0.085,\n    \"terminal_multiple\": 15.0\n  },\n  \"scenarios\": {\n    \"bear\": {\"target_price\": 280.0, \"prob\": 0.3, \"notes\": \"Revenue declines and multiple compression.\"},\n    \"base\": {\"target_price\": 310.0, \"prob\": 0.5, \"notes\": \"Steady execution and moderate growth.\"},\n    \"bull\": {\"target_price\": 340.0, \"prob\": 0.2, \"notes\": \"Accelerated adoption and margin expansion.\"}\n  },\n  \"method_notes\": \"Valuation based on forward earnings multiple and growth assumptions. Recommendation reflects limited upside. Not investment advice.\"\n}",
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              "direction": "POS"
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              "driver": "Legacy hardware contraction",
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              "driver": "Enterprise IT infrastructure spending",
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              "driver": "Operating margin expansion initiatives",
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          "method_notes": "Valuation derived from a blended P/E and FCF yield approach. Target reflects 21x forward earnings. BUY rating based on ~10% expected return. Note: Snapshot revenue data shows significant YoY volatility which is factored into the risk profile. Not investment advice.",
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