{
  "run": {
    "id": "cmnr13ncw03rkp658nzv5vw1l",
    "region": "US",
    "assetId": "cmnr13ncc03rgp658x5pz2edj",
    "ticker": "FDS",
    "snapshotId": "cmnr13ncp03rip658bq4g0q7m",
    "promptTemplateId": "cmnqt07si0005lm3jzpxuu1ux",
    "createdAt": "2026-04-09T05:20:40.446Z",
    "promptTemplate": {
      "id": "cmnqt07si0005lm3jzpxuu1ux",
      "name": "Oficial 08.apr.2026",
      "version": 1
    },
    "snapshot": {
      "id": "cmnr13ncp03rip658bq4g0q7m",
      "assetId": "cmnr13ncc03rgp658x5pz2edj",
      "asOf": "2026-04-08T20:00:03.000Z",
      "snapshot": {
        "asOf": "2026-04-08T20:00:03.000Z",
        "quote": {
          "asOf": "2026-04-08T20:00:03.000Z",
          "open": null,
          "price": 222.97,
          "dayLow": 218.64,
          "volume": 1424411,
          "dayHigh": 226.29,
          "currency": "USD",
          "prevClose": 227.6,
          "week52Low": 185,
          "week52High": 474.79
        },
        "fundamentals": {
          "pe": 23.71791613723,
          "beta": 0.726278640694642,
          "epsTTM": 15.74,
          "fcfTTM": 565879000,
          "growth": {
            "epsYoy": 0.115520907158044,
            "revenueYoy": -0.7368280278479835
          },
          "sector": "Services-Computer Programming, Data Processing, Etc.",
          "margins": {
            "net": 0.2177608224948815,
            "gross": null,
            "operating": 0.3027090810596724
          },
          "website": "http://factset.com",
          "industry": "Financial services",
          "pegRatio": 2.05312758709396,
          "ebitdaTTM": 915647000,
          "forwardPe": 21.1752694271129,
          "marketCap": 17509083420,
          "totalCash": 268338000,
          "totalDebt": 1869216000,
          "debtEquity": 0.625801255298061,
          "quickRatio": 1.196803516685082,
          "revenueTTM": 611019000,
          "companyName": "FACTSET RESEARCH SYSTEMS INC",
          "priceToBook": 6.47534920438179,
          "currentRatio": 1.431377005955357,
          "dividendYield": 0.0114521423590101,
          "returnOnAssets": 0.03153112803122401,
          "returnOnEquity": 0.273068262949406,
          "analystOpinions": null,
          "businessSummary": "FactSet Research Systems Inc., trading as FactSet, is an American financial data and software company headquartered in Norwalk, Connecticut, United States. The company provides integrated data and software. For fiscal year 2024, FactSet's total ASV and professional services revenues were $2.2 billion. FactSet's total market value is approximately $17 billion.",
          "enterpriseValue": 15188396680,
          "analystTargetLow": null,
          "analystTargetHigh": null,
          "analystTargetMean": null,
          "fullTimeEmployees": 12800,
          "sharesOutstanding": 36431127,
          "enterpriseToEbitda": 16.58761147035921,
          "analystTargetMedian": null,
          "enterpriseToRevenue": 24.85748672299879,
          "operatingCashflowTTM": 332972000,
          "analystRecommendationKey": null
        }
      },
      "createdAt": "2026-04-09T05:20:40.441Z"
    },
    "results": [
      {
        "id": "cmnr13ncz03rmp658bf0kebmp",
        "runId": "cmnr13ncw03rkp658nzv5vw1l",
        "modelId": "anthropic",
        "status": "SUCCESS",
        "rawOutput": "{\"model\":\"ai-equity-research-v1\",\"as_of\":\"2026-04-08T20:00:03.000Z\",\"ticker\":\"FDS\",\"currency\":\"USD\",\"current_price\":222.97,\"target_price_6m\":228,\"target_price_12m\":235,\"recommendation\":\"HOLD\",\"confidence\":0.48,\"thesis_bullets\":[\"Premium financial data business with strong recurring revenue model\",\"Stock down ~53% from 52-week high signals significant market concern\",\"Revenue TTM data suggests potential structural or reporting disruption\",\"Operating margins remain solid at ~30% supporting earnings resilience\",\"Elevated leverage and modest growth limit near-term re-rating catalyst\"],\"key_drivers\":[{\"driver\":\"Recurring ASV revenue base provides earnings visibility\",\"impact\":\"HIGH\",\"direction\":\"POS\"},{\"driver\":\"Reported TTM revenue decline of ~74% YoY raises red flags\",\"impact\":\"HIGH\",\"direction\":\"NEG\"},{\"driver\":\"Operating margin at 30% supports cash generation\",\"impact\":\"MED\",\"direction\":\"POS\"},{\"driver\":\"Forward PE compression to 21x implies lower earnings expectations\",\"impact\":\"HIGH\",\"direction\":\"NEG\"},{\"driver\":\"Competitive pressure from Bloomberg, S&P Global, LSEG\",\"impact\":\"MED\",\"direction\":\"NEG\"},{\"driver\":\"AI/automation could enhance product value proposition\",\"impact\":\"MED\",\"direction\":\"POS\"},{\"driver\":\"Net debt of ~$1.6B adds balance sheet risk in downturn\",\"impact\":\"MED\",\"direction\":\"NEG\"},{\"driver\":\"Strong ROE of 27% indicates capital efficiency\",\"impact\":\"MED\",\"direction\":\"POS\"},{\"driver\":\"Dividend yield of 1.1% provides modest downside support\",\"impact\":\"LOW\",\"direction\":\"POS\"}],\"risks\":[\"Severe revenue disruption may reflect loss of major clients or business restructuring\",\"Forward PE below trailing PE signals market expects earnings deterioration\",\"Competitive displacement from larger integrated data platforms\",\"Elevated debt-to-equity of 0.63x limits financial flexibility\",\"Potential AI disruption to traditional financial data delivery models\",\"Macro-driven headcount reductions at buy-side clients reduce seat demand\"],\"assumptions\":{\"revenue_cagr_3y\":0.04,\"ebit_margin_target\":0.30,\"wacc\":0.09,\"terminal_multiple\":20},\"scenarios\":{\"bear\":{\"target_price\":185,\"prob\":0.25,\"notes\":\"Revenue declines persist; PE compresses to 18x on lower earnings.\"},\"base\":{\"target_price\":235,\"prob\":0.50,\"notes\":\"Modest revenue stabilization; EPS ~$16.50 at ~14x forward EV/EBITDA.\"},\"bull\":{\"target_price\":290,\"prob\":0.25,\"notes\":\"Revenue recovery and margin expansion; re-rating toward 22x PE on $17+ EPS.\"}},\"method_notes\":\"Blended PE/EV-EBITDA valuation on snapshot fundamentals. Revenue TTM of $611M appears anomalous vs $2.2B ASV cited in business summary—possible data lag or reporting change; analysis uses caution. Forward PE of 21.2x below trailing 23.7x indicates expected earnings softness. 12M base target ~$235 implies ~5.4% upside, consistent with HOLD under mixed evidence and low confidence. Probability-weighted expected value: ~$236. Not investment advice.\"}",
        "parsedJson": {
          "as_of": "2026-04-08T20:00:03.000Z",
          "model": "ai-equity-research-v1",
          "risks": [
            "Severe revenue disruption may reflect loss of major clients or business restructuring",
            "Forward PE below trailing PE signals market expects earnings deterioration",
            "Competitive displacement from larger integrated data platforms",
            "Elevated debt-to-equity of 0.63x limits financial flexibility",
            "Potential AI disruption to traditional financial data delivery models",
            "Macro-driven headcount reductions at buy-side clients reduce seat demand"
          ],
          "ticker": "FDS",
          "currency": "USD",
          "scenarios": {
            "base": {
              "prob": 0.5,
              "notes": "Modest revenue stabilization; EPS ~$16.50 at ~14x forward EV/EBITDA.",
              "target_price": 235
            },
            "bear": {
              "prob": 0.25,
              "notes": "Revenue declines persist; PE compresses to 18x on lower earnings.",
              "target_price": 185
            },
            "bull": {
              "prob": 0.25,
              "notes": "Revenue recovery and margin expansion; re-rating toward 22x PE on $17+ EPS.",
              "target_price": 290
            }
          },
          "confidence": 0.48,
          "assumptions": {
            "wacc": 0.09,
            "revenue_cagr_3y": 0.04,
            "terminal_multiple": 20,
            "ebit_margin_target": 0.3
          },
          "key_drivers": [
            {
              "driver": "Recurring ASV revenue base provides earnings visibility",
              "impact": "HIGH",
              "direction": "POS"
            },
            {
              "driver": "Reported TTM revenue decline of ~74% YoY raises red flags",
              "impact": "HIGH",
              "direction": "NEG"
            },
            {
              "driver": "Operating margin at 30% supports cash generation",
              "impact": "MED",
              "direction": "POS"
            },
            {
              "driver": "Forward PE compression to 21x implies lower earnings expectations",
              "impact": "HIGH",
              "direction": "NEG"
            },
            {
              "driver": "Competitive pressure from Bloomberg, S&P Global, LSEG",
              "impact": "MED",
              "direction": "NEG"
            },
            {
              "driver": "AI/automation could enhance product value proposition",
              "impact": "MED",
              "direction": "POS"
            },
            {
              "driver": "Net debt of ~$1.6B adds balance sheet risk in downturn",
              "impact": "MED",
              "direction": "NEG"
            },
            {
              "driver": "Strong ROE of 27% indicates capital efficiency",
              "impact": "MED",
              "direction": "POS"
            },
            {
              "driver": "Dividend yield of 1.1% provides modest downside support",
              "impact": "LOW",
              "direction": "POS"
            }
          ],
          "method_notes": "Blended PE/EV-EBITDA valuation on snapshot fundamentals. Revenue TTM of $611M appears anomalous vs $2.2B ASV cited in business summary—possible data lag or reporting change; analysis uses caution. Forward PE of 21.2x below trailing 23.7x indicates expected earnings softness. 12M base target ~$235 implies ~5.4% upside, consistent with HOLD under mixed evidence and low confidence. Probability-weighted expected value: ~$236. Not investment advice.",
          "current_price": 222.97,
          "recommendation": "HOLD",
          "thesis_bullets": [
            "Premium financial data business with strong recurring revenue model",
            "Stock down ~53% from 52-week high signals significant market concern",
            "Revenue TTM data suggests potential structural or reporting disruption",
            "Operating margins remain solid at ~30% supporting earnings resilience",
            "Elevated leverage and modest growth limit near-term re-rating catalyst"
          ],
          "target_price_6m": 228,
          "target_price_12m": 235
        },
        "errorsJson": {
          "attempts": [],
          "providerMeta": {
            "provider": "anthropic",
            "webSearch": {
              "enabled": false,
              "maxToolCalls": 2,
              "disabledReason": null
            },
            "pauseTurns": 0,
            "stopReason": "end_turn"
          },
          "sanityIssues": []
        },
        "latencyMs": 52503,
        "createdAt": "2026-04-09T05:20:40.446Z",
        "usage": {
          "inputTokens": 3589,
          "outputTokens": 2055,
          "costUsd": 0.06932
        }
      },
      {
        "id": "cmnr13ncz03rpp658xsfxkrdv",
        "runId": "cmnr13ncw03rkp658nzv5vw1l",
        "modelId": "deepseek.reasoner",
        "status": "SUCCESS",
        "rawOutput": "{\n  \"model\": \"AI_Equity_Model_v1\",\n  \"as_of\": \"2026-04-08T20:00:03.000Z\",\n  \"ticker\": \"FDS\",\n  \"currency\": \"USD\",\n  \"current_price\": 222.97,\n  \"target_price_6m\": 225.0,\n  \"target_price_12m\": 230.0,\n  \"recommendation\": \"HOLD\",\n  \"confidence\": 0.6,\n  \"thesis_bullets\": [\n    \"Demand for financial data remains robust.\",\n    \"Recent revenue decline poses growth challenges.\",\n    \"High operating margins support profitability.\",\n    \"Valuation multiples are relatively high.\",\n    \"Mixed signals on future performance.\"\n  ],\n  \"key_drivers\": [\n    { \"driver\": \"Data subscription renewals\", \"impact\": \"HIGH\", \"direction\": \"POS\" },\n    { \"driver\": \"Regulatory changes\", \"impact\": \"MED\", \"direction\": \"NEG\" },\n    { \"driver\": \"Technology adoption\", \"impact\": \"HIGH\", \"direction\": \"POS\" },\n    { \"driver\": \"Economic cycles\", \"impact\": \"MED\", \"direction\": \"NEG\" },\n    { \"driver\": \"Cost management\", \"impact\": \"HIGH\", \"direction\": \"POS\" },\n    { \"driver\": \"Market competition\", \"impact\": \"HIGH\", \"direction\": \"NEG\" },\n    { \"driver\": \"Client retention rates\", \"impact\": \"HIGH\", \"direction\": \"POS\" },\n    { \"driver\": \"Interest rates\", \"impact\": \"LOW\", \"direction\": \"NEG\" },\n    { \"driver\": \"Exchange rates\", \"impact\": \"LOW\", \"direction\": \"NEG\" },\n    { \"driver\": \"Product innovation\", \"impact\": \"MED\", \"direction\": \"POS\" }\n  ],\n  \"risks\": [\n    \"Revenue decline due to market saturation\",\n    \"Increased competition from fintech startups\",\n    \"Regulatory scrutiny on data privacy\",\n    \"Economic downturn reducing client budgets\",\n    \"Technological disruption\"\n  ],\n  \"assumptions\": {\n    \"revenue_cagr_3y\": 0.01,\n    \"ebit_margin_target\": 0.3,\n    \"wacc\": 0.075,\n    \"terminal_multiple\": 15\n  },\n  \"scenarios\": {\n    \"bear\": { \"target_price\": 200.0, \"prob\": 0.2, \"notes\": \"Revenue continues to decline and margins compress.\" },\n    \"base\": { \"target_price\": 230.0, \"prob\": 0.6, \"notes\": \"Stable growth and maintained margins.\" },\n    \"bull\": { \"target_price\": 260.0, \"prob\": 0.2, \"notes\": \"Accelerated adoption and market share gains.\" }\n  },\n  \"method_notes\": \"Used DCF with assumptions based on snapshot data; note revenue discrepancy. HOLD due to fair valuation (3.15% 12M upside). Not investment advice.\"\n}",
        "parsedJson": {
          "as_of": "2026-04-08T20:00:03.000Z",
          "model": "AI_Equity_Model_v1",
          "risks": [
            "Revenue decline due to market saturation",
            "Increased competition from fintech startups",
            "Regulatory scrutiny on data privacy",
            "Economic downturn reducing client budgets",
            "Technological disruption"
          ],
          "ticker": "FDS",
          "currency": "USD",
          "scenarios": {
            "base": {
              "prob": 0.6,
              "notes": "Stable growth and maintained margins.",
              "target_price": 230
            },
            "bear": {
              "prob": 0.2,
              "notes": "Revenue continues to decline and margins compress.",
              "target_price": 200
            },
            "bull": {
              "prob": 0.2,
              "notes": "Accelerated adoption and market share gains.",
              "target_price": 260
            }
          },
          "confidence": 0.6,
          "assumptions": {
            "wacc": 0.075,
            "revenue_cagr_3y": 0.01,
            "terminal_multiple": 15,
            "ebit_margin_target": 0.3
          },
          "key_drivers": [
            {
              "driver": "Data subscription renewals",
              "impact": "HIGH",
              "direction": "POS"
            },
            {
              "driver": "Regulatory changes",
              "impact": "MED",
              "direction": "NEG"
            },
            {
              "driver": "Technology adoption",
              "impact": "HIGH",
              "direction": "POS"
            },
            {
              "driver": "Economic cycles",
              "impact": "MED",
              "direction": "NEG"
            },
            {
              "driver": "Cost management",
              "impact": "HIGH",
              "direction": "POS"
            },
            {
              "driver": "Market competition",
              "impact": "HIGH",
              "direction": "NEG"
            },
            {
              "driver": "Client retention rates",
              "impact": "HIGH",
              "direction": "POS"
            },
            {
              "driver": "Interest rates",
              "impact": "LOW",
              "direction": "NEG"
            },
            {
              "driver": "Exchange rates",
              "impact": "LOW",
              "direction": "NEG"
            },
            {
              "driver": "Product innovation",
              "impact": "MED",
              "direction": "POS"
            }
          ],
          "method_notes": "Used DCF with assumptions based on snapshot data; note revenue discrepancy. HOLD due to fair valuation (3.15% 12M upside). Not investment advice.",
          "current_price": 222.97,
          "recommendation": "HOLD",
          "thesis_bullets": [
            "Demand for financial data remains robust.",
            "Recent revenue decline poses growth challenges.",
            "High operating margins support profitability.",
            "Valuation multiples are relatively high.",
            "Mixed signals on future performance."
          ],
          "target_price_6m": 225,
          "target_price_12m": 230
        },
        "errorsJson": {
          "attempts": [],
          "providerMeta": {
            "endpoint": "https://api.deepseek.com/v1/chat/completions",
            "provider": "deepseek",
            "webSearch": {
              "enabled": false,
              "supported": false
            },
            "responseFormat": "json_object"
          },
          "sanityIssues": []
        },
        "latencyMs": 342,
        "createdAt": "2026-04-09T05:20:40.446Z",
        "usage": {
          "inputTokens": 2100,
          "outputTokens": 4525,
          "costUsd": 0.002489
        }
      },
      {
        "id": "cmnr13ncz03rnp658mwvbyp4c",
        "runId": "cmnr13ncw03rkp658nzv5vw1l",
        "modelId": "gemini.3-pro",
        "status": "SUCCESS",
        "rawOutput": "{\"model\":\"Equity Research AI v1.2\",\"as_of\":\"2026-04-08T20:00:03.000Z\",\"ticker\":\"FDS\",\"currency\":\"USD\",\"current_price\":222.97,\"target_price_6m\":245.0,\"target_price_12m\":265.0,\"recommendation\":\"BUY\",\"confidence\":0.65,\"thesis_bullets\":[\"Resilient subscription model with high retention rates provides stable and predictable cash flow.\",\"Significant valuation discount relative to historical averages and recent 52-week highs.\",\"Expansion into wealth management and buy-side workflows drives incremental ASV growth.\",\"AI-driven product enhancements likely to improve user stickiness and long-term pricing power.\",\"Strong balance sheet and consistent history of returning capital to shareholders via dividends.\"],\"key_drivers\":[{\"driver\":\"ASV Growth\",\"impact\":\"HIGH\",\"direction\":\"POS\"},{\"driver\":\"Client Retention\",\"impact\":\"HIGH\",\"direction\":\"POS\"},{\"driver\":\"Margin Expansion\",\"impact\":\"MED\",\"direction\":\"POS\"},{\"driver\":\"Financial Sector Employment\",\"impact\":\"MED\",\"direction\":\"NEG\"},{\"driver\":\"Interest Rates\",\"impact\":\"LOW\",\"direction\":\"NEG\"},{\"driver\":\"AI Adoption\",\"impact\":\"MED\",\"direction\":\"POS\"}],\"risks\":[\"Banking sector consolidation reducing seat counts.\",\"Slow adoption of new AI-integrated features.\",\"Macroeconomic slowdown impacting technology budgets.\",\"Increased competition from low-cost data providers.\"],\"assumptions\":{\"revenue_cagr_3y\":0.08,\"ebit_margin_target\":0.32,\"wacc\":0.085,\"terminal_multiple\":18.0},\"scenarios\":{\"bear\":{\"target_price\":190.0,\"prob\":0.2,\"notes\":\"Severe macro downturn leads to high churn and seat reductions.\"},\"base\":{\"target_price\":265.0,\"prob\":0.6,\"notes\":\"Steady ASV growth and successful AI product integration.\"},\"bull\":{\"target_price\":320.0,\"prob\":0.2,\"notes\":\"Rapid expansion into new markets and significant margin expansion.\"}},\"method_notes\":\"Valuation uses a blend of forward P/E and DCF analysis. Target reflects recovery toward historical multiples. Not investment advice.\"}",
        "parsedJson": {
          "as_of": "2026-04-08T20:00:03.000Z",
          "model": "Equity Research AI v1.2",
          "risks": [
            "Banking sector consolidation reducing seat counts.",
            "Slow adoption of new AI-integrated features.",
            "Macroeconomic slowdown impacting technology budgets.",
            "Increased competition from low-cost data providers."
          ],
          "ticker": "FDS",
          "currency": "USD",
          "scenarios": {
            "base": {
              "prob": 0.6,
              "notes": "Steady ASV growth and successful AI product integration.",
              "target_price": 265
            },
            "bear": {
              "prob": 0.2,
              "notes": "Severe macro downturn leads to high churn and seat reductions.",
              "target_price": 190
            },
            "bull": {
              "prob": 0.2,
              "notes": "Rapid expansion into new markets and significant margin expansion.",
              "target_price": 320
            }
          },
          "confidence": 0.65,
          "assumptions": {
            "wacc": 0.085,
            "revenue_cagr_3y": 0.08,
            "terminal_multiple": 18,
            "ebit_margin_target": 0.32
          },
          "key_drivers": [
            {
              "driver": "ASV Growth",
              "impact": "HIGH",
              "direction": "POS"
            },
            {
              "driver": "Client Retention",
              "impact": "HIGH",
              "direction": "POS"
            },
            {
              "driver": "Margin Expansion",
              "impact": "MED",
              "direction": "POS"
            },
            {
              "driver": "Financial Sector Employment",
              "impact": "MED",
              "direction": "NEG"
            },
            {
              "driver": "Interest Rates",
              "impact": "LOW",
              "direction": "NEG"
            },
            {
              "driver": "AI Adoption",
              "impact": "MED",
              "direction": "POS"
            }
          ],
          "method_notes": "Valuation uses a blend of forward P/E and DCF analysis. Target reflects recovery toward historical multiples. Not investment advice.",
          "current_price": 222.97,
          "recommendation": "BUY",
          "thesis_bullets": [
            "Resilient subscription model with high retention rates provides stable and predictable cash flow.",
            "Significant valuation discount relative to historical averages and recent 52-week highs.",
            "Expansion into wealth management and buy-side workflows drives incremental ASV growth.",
            "AI-driven product enhancements likely to improve user stickiness and long-term pricing power.",
            "Strong balance sheet and consistent history of returning capital to shareholders via dividends."
          ],
          "target_price_6m": 245,
          "target_price_12m": 265
        },
        "errorsJson": {
          "attempts": [
            {
              "error": "not_json_object: Output must be a single JSON object (no markdown/code fences, no extra text).",
              "attempt": 0,
              "rawOutputTruncated": "{\"model\":\"Equity Research AI v1\",\"as_of\":\"2026-04-08T20:00:03.000Z\",\"ticker\":\"FDS\",\"currency\":\"USD\",\"current_price\":222.97,\"target_price_6m\":295.0,\"target_price_12m\":375.0,\"recommendation\":\"STRONG_BUY\",\"confidence\":0.7,\"thesis_bullets\":[\"Significant valuation discount relative to historical P/E multiples and financial data peers.\",\"High retention rates and sticky subscription-based revenue model provide downside protection.\",\"Continued expansion into buy-side workflows and wealth management segments drives ASV growth.\",\"Strong free cash flow generation supports consistent dividend growth and share repurchases.\",\"Margin expansion potential through AI-driven operational efficiencies and product integration.\"],\"key_drivers\":[{\"driver\":\"ASV Growth\",\"impact\":\"HIGH\",\"direction\":\"POS\"},{\"driver\":\"Operating Margin\",\"impact\":\"MED\",\"direction\":\"POS\"},{\"driver\":\"Retention Rate\",\"impact\":\"HIGH\",\"direction\":\"POS\"},{\"driver\":\"Interest Rates\",\"impact\":\"MED\",\"direction\":\"NEG\"},{\"driver\":\"Financial Sector Headcounts\",\"impact\":\"HIGH\",\"direction\":\"NEG\"},{\"driver\":\"AI Product Adoption\",\"impact\":\"MED\",\"direction\":\"POS\"}],\"risks"
            }
          ],
          "providerMeta": {
            "model": "gemini-3-flash-preview",
            "provider": "gemini",
            "webSearch": {
              "used": false,
              "allowed": false,
              "enabled": false,
              "requested": false,
              "disabledReason": null
            }
          },
          "sanityIssues": []
        },
        "latencyMs": 27741,
        "createdAt": "2026-04-09T05:20:40.446Z",
        "usage": {
          "inputTokens": 2783,
          "outputTokens": 485,
          "costUsd": 0.011386
        }
      },
      {
        "id": "cmnr13ncy03rlp658tnpn00or",
        "runId": "cmnr13ncw03rkp658nzv5vw1l",
        "modelId": "openai.gpt-5.4",
        "status": "SUCCESS",
        "rawOutput": "{\"model\":\"AI Model Recommendation\",\"as_of\":\"2026-04-08T20:00:03.000Z\",\"ticker\":\"FDS\",\"currency\":\"USD\",\"current_price\":222.97,\"target_price_6m\":228,\"target_price_12m\":232,\"recommendation\":\"HOLD\",\"confidence\":0.61,\"thesis_bullets\":[\"Recurring subscriptions support resilient cash generation.\",\"Margins remain strong despite modest top-line growth.\",\"Current valuation looks near fair for mid-single-digit growth.\",\"Balance sheet is manageable but limits flexibility somewhat.\",\"Snapshot fundamentals contain anomalies, reducing conviction.\"],\"key_drivers\":[{\"driver\":\"Subscription ASV retention\",\"impact\":\"HIGH\",\"direction\":\"POS\"},{\"driver\":\"Cross-sell of analytics/workflows\",\"impact\":\"MED\",\"direction\":\"POS\"},{\"driver\":\"Operating margin discipline\",\"impact\":\"HIGH\",\"direction\":\"POS\"},{\"driver\":\"Wealth and institutional demand\",\"impact\":\"MED\",\"direction\":\"POS\"},{\"driver\":\"Seat growth at clients\",\"impact\":\"MED\",\"direction\":\"POS\"},{\"driver\":\"Price realization\",\"impact\":\"MED\",\"direction\":\"POS\"},{\"driver\":\"Competition from Bloomberg/LSEG\",\"impact\":\"HIGH\",\"direction\":\"NEG\"},{\"driver\":\"AI commoditization risk\",\"impact\":\"MED\",\"direction\":\"NEG\"}],\"risks\":[\"Client budget pressure slows renewals.\",\"Data cost inflation compresses margins.\",\"Execution missteps in new products.\",\"Snapshot revenue fields may be distorted.\"],\"assumptions\":{\"revenue_cagr_3y\":6.5,\"ebit_margin_target\":31.5,\"wacc\":8,\"terminal_multiple\":18},\"scenarios\":{\"bear\":{\"target_price\":195,\"prob\":0.25,\"notes\":\"Growth stays muted and multiple compresses on slower seat expansion.\"},\"base\":{\"target_price\":232,\"prob\":0.5,\"notes\":\"Steady renewals and modest margin gains support roughly fair-value upside.\"},\"bull\":{\"target_price\":270,\"prob\":0.25,\"notes\":\"Faster workflow adoption and AI monetization lift growth and sentiment.\"}},\"method_notes\":\"Scenario-weighted earnings-power/EV-EBIT approach using snapshot quote and profitability; snapshot revenue figures appear inconsistent with business summary, so I weighted margins/cash flow more than revenue fields. No sell-side price targets used; not investment advice.\"}",
        "parsedJson": {
          "as_of": "2026-04-08T20:00:03.000Z",
          "model": "AI Model Recommendation",
          "risks": [
            "Client budget pressure slows renewals.",
            "Data cost inflation compresses margins.",
            "Execution missteps in new products.",
            "Snapshot revenue fields may be distorted."
          ],
          "ticker": "FDS",
          "currency": "USD",
          "scenarios": {
            "base": {
              "prob": 0.5,
              "notes": "Steady renewals and modest margin gains support roughly fair-value upside.",
              "target_price": 232
            },
            "bear": {
              "prob": 0.25,
              "notes": "Growth stays muted and multiple compresses on slower seat expansion.",
              "target_price": 195
            },
            "bull": {
              "prob": 0.25,
              "notes": "Faster workflow adoption and AI monetization lift growth and sentiment.",
              "target_price": 270
            }
          },
          "confidence": 0.61,
          "assumptions": {
            "wacc": 8,
            "revenue_cagr_3y": 6.5,
            "terminal_multiple": 18,
            "ebit_margin_target": 31.5
          },
          "key_drivers": [
            {
              "driver": "Subscription ASV retention",
              "impact": "HIGH",
              "direction": "POS"
            },
            {
              "driver": "Cross-sell of analytics/workflows",
              "impact": "MED",
              "direction": "POS"
            },
            {
              "driver": "Operating margin discipline",
              "impact": "HIGH",
              "direction": "POS"
            },
            {
              "driver": "Wealth and institutional demand",
              "impact": "MED",
              "direction": "POS"
            },
            {
              "driver": "Seat growth at clients",
              "impact": "MED",
              "direction": "POS"
            },
            {
              "driver": "Price realization",
              "impact": "MED",
              "direction": "POS"
            },
            {
              "driver": "Competition from Bloomberg/LSEG",
              "impact": "HIGH",
              "direction": "NEG"
            },
            {
              "driver": "AI commoditization risk",
              "impact": "MED",
              "direction": "NEG"
            }
          ],
          "method_notes": "Scenario-weighted earnings-power/EV-EBIT approach using snapshot quote and profitability; snapshot revenue figures appear inconsistent with business summary, so I weighted margins/cash flow more than revenue fields. No sell-side price targets used; not investment advice.",
          "current_price": 222.97,
          "recommendation": "HOLD",
          "thesis_bullets": [
            "Recurring subscriptions support resilient cash generation.",
            "Margins remain strong despite modest top-line growth.",
            "Current valuation looks near fair for mid-single-digit growth.",
            "Balance sheet is manageable but limits flexibility somewhat.",
            "Snapshot fundamentals contain anomalies, reducing conviction."
          ],
          "target_price_6m": 228,
          "target_price_12m": 232
        },
        "errorsJson": {
          "attempts": [],
          "providerMeta": {
            "provider": "openai",
            "webSearch": {
              "used": false,
              "enabled": false,
              "sources": [],
              "maxToolCalls": 2
            },
            "responseId": "resp_034a489596229b670069d759092b2c8196a5fb7e7e602a426b",
            "reasoningEffort": "medium",
            "structuredOutputs": {
              "used": true,
              "requested": true,
              "disabledReason": null
            }
          },
          "sanityIssues": []
        },
        "latencyMs": 18009,
        "createdAt": "2026-04-09T05:20:40.446Z",
        "usage": {
          "inputTokens": 2371,
          "outputTokens": 992,
          "costUsd": 0.018037
        }
      },
      {
        "id": "cmnr13ncz03rop658s4hfdh2h",
        "runId": "cmnr13ncw03rkp658nzv5vw1l",
        "modelId": "xai.grok-4.20-reasoning",
        "status": "SUCCESS",
        "rawOutput": "{\n  \"model\": \"AI Equity Research Model\",\n  \"as_of\": \"2026-04-08T20:00:03.000Z\",\n  \"ticker\": \"FDS\",\n  \"currency\": \"USD\",\n  \"current_price\": 222.97,\n  \"target_price_6m\": 245,\n  \"target_price_12m\": 260,\n  \"recommendation\": \"BUY\",\n  \"confidence\": 0.62,\n  \"thesis_bullets\": [\n    \"Strong moat in financial data services\",\n    \"Subscription model ensures recurring revenue\",\n    \"AI initiatives present significant growth potential\",\n    \"Current valuation attractive after sharp decline\",\n    \"High returns on equity demonstrate efficiency\"\n  ],\n  \"key_drivers\": [\n    {\n      \"driver\": \"Client retention and ASV growth\",\n      \"impact\": \"HIGH\",\n      \"direction\": \"POS\"\n    },\n    {\n      \"driver\": \"AI and analytics innovation\",\n      \"impact\": \"HIGH\",\n      \"direction\": \"POS\"\n    },\n    {\n      \"driver\": \"Margin expansion opportunities\",\n      \"impact\": \"MED\",\n      \"direction\": \"POS\"\n    },\n    {\n      \"driver\": \"Free cash flow generation\",\n      \"impact\": \"HIGH\",\n      \"direction\": \"POS\"\n    },\n    {\n      \"driver\": \"Economic sensitivity of clients\",\n      \"impact\": \"MED\",\n      \"direction\": \"NEG\"\n    },\n    {\n      \"driver\": \"Competition in financial data\",\n      \"impact\": \"MED\",\n      \"direction\": \"NEG\"\n    },\n    {\n      \"driver\": \"Debt burden and interest costs\",\n      \"impact\": \"LOW\",\n      \"direction\": \"NEG\"\n    }\n  ],\n  \"risks\": [\n    \"Prolonged client spending cuts\",\n    \"Failure to innovate against competitors\",\n    \"Margin pressure from investments\",\n    \"Higher interest expenses on debt\",\n    \"Regulatory risks in data industry\"\n  ],\n  \"assumptions\": {\n    \"revenue_cagr_3y\": 0.06,\n    \"ebit_margin_target\": 0.3,\n    \"wacc\": 0.09,\n    \"terminal_multiple\": 20\n  },\n  \"scenarios\": {\n    \"bear\": {\n      \"target_price\": 185,\n      \"prob\": 0.25,\n      \"notes\": \"Persistent revenue declines and lost market share.\"\n    },\n    \"base\": {\n      \"target_price\": 260,\n      \"prob\": 0.5,\n      \"notes\": \"Moderate growth recovery with stable margins.\"\n    },\n    \"bull\": {\n      \"target_price\": 320,\n      \"prob\": 0.25,\n      \"notes\": \"Strong AI adoption fuels above-trend growth.\"\n    }\n  },\n  \"method_notes\": \"DCF valuation using assumed 6% revenue CAGR, 30% EBIT margin, 9% WACC and 20x terminal EV/EBIT multiple. Balanced risks lead to BUY rating with 17% upside. Not investment advice.\"\n}",
        "parsedJson": {
          "as_of": "2026-04-08T20:00:03.000Z",
          "model": "AI Equity Research Model",
          "risks": [
            "Prolonged client spending cuts",
            "Failure to innovate against competitors",
            "Margin pressure from investments",
            "Higher interest expenses on debt",
            "Regulatory risks in data industry"
          ],
          "ticker": "FDS",
          "currency": "USD",
          "scenarios": {
            "base": {
              "prob": 0.5,
              "notes": "Moderate growth recovery with stable margins.",
              "target_price": 260
            },
            "bear": {
              "prob": 0.25,
              "notes": "Persistent revenue declines and lost market share.",
              "target_price": 185
            },
            "bull": {
              "prob": 0.25,
              "notes": "Strong AI adoption fuels above-trend growth.",
              "target_price": 320
            }
          },
          "confidence": 0.62,
          "assumptions": {
            "wacc": 0.09,
            "revenue_cagr_3y": 0.06,
            "terminal_multiple": 20,
            "ebit_margin_target": 0.3
          },
          "key_drivers": [
            {
              "driver": "Client retention and ASV growth",
              "impact": "HIGH",
              "direction": "POS"
            },
            {
              "driver": "AI and analytics innovation",
              "impact": "HIGH",
              "direction": "POS"
            },
            {
              "driver": "Margin expansion opportunities",
              "impact": "MED",
              "direction": "POS"
            },
            {
              "driver": "Free cash flow generation",
              "impact": "HIGH",
              "direction": "POS"
            },
            {
              "driver": "Economic sensitivity of clients",
              "impact": "MED",
              "direction": "NEG"
            },
            {
              "driver": "Competition in financial data",
              "impact": "MED",
              "direction": "NEG"
            },
            {
              "driver": "Debt burden and interest costs",
              "impact": "LOW",
              "direction": "NEG"
            }
          ],
          "method_notes": "DCF valuation using assumed 6% revenue CAGR, 30% EBIT margin, 9% WACC and 20x terminal EV/EBIT multiple. Balanced risks lead to BUY rating with 17% upside. Not investment advice.",
          "current_price": 222.97,
          "recommendation": "BUY",
          "thesis_bullets": [
            "Strong moat in financial data services",
            "Subscription model ensures recurring revenue",
            "AI initiatives present significant growth potential",
            "Current valuation attractive after sharp decline",
            "High returns on equity demonstrate efficiency"
          ],
          "target_price_6m": 245,
          "target_price_12m": 260
        },
        "errorsJson": {
          "attempts": [],
          "providerMeta": {
            "provider": "xai",
            "webSearch": {
              "used": false,
              "enabled": false,
              "sources": [],
              "maxToolCalls": 2
            },
            "responseId": "b8882a9e-4ac6-93e8-b34c-be37c68863ad",
            "usedFallbackChatCompletions": false
          },
          "sanityIssues": []
        },
        "latencyMs": 17588,
        "createdAt": "2026-04-09T05:20:40.446Z",
        "usage": {
          "inputTokens": 2709,
          "outputTokens": 3177,
          "costUsd": 0.055782
        }
      }
    ]
  }
}