{ "run": { "id": "cmnr14apc04icp6582hb3u70u", "region": "US", "assetId": "cmnr14aoj04i8p658bvmrd08v", "ticker": "IBM", "snapshotId": "cmnr14aot04iap658wsvqsdej", "promptTemplateId": "cmnqt07si0005lm3jzpxuu1ux", "createdAt": "2026-04-09T05:21:10.701Z", "promptTemplate": { "id": "cmnqt07si0005lm3jzpxuu1ux", "name": "Oficial 08.apr.2026", "version": 1 }, "snapshot": { "id": "cmnr14aot04iap658wsvqsdej", "assetId": "cmnr14aoj04i8p658bvmrd08v", "asOf": "2026-04-08T20:00:02.000Z", "snapshot": { "asOf": "2026-04-08T20:00:02.000Z", "quote": { "asOf": "2026-04-08T20:00:02.000Z", "open": null, "price": 241.74, "dayLow": 240.8, "volume": 4760333, "dayHigh": 250, "currency": "USD", "prevClose": 245.07, "week52Low": 215.16, "week52High": 324.9 }, "fundamentals": { "pe": 77.4120879120879, "beta": 0.859154184988522, "epsTTM": 1.82, "fcfTTM": 8388000000, "growth": { "epsYoy": 0.7396630934150075, "revenueYoy": 0.07620352811817761 }, "sector": "Computer & office Equipment", "margins": { "net": 0.1568520026652847, "gross": 0.5818760642629748, "operating": null }, "website": "https://www.ibm.com/", "industry": "Information technology", "pegRatio": -1.08107077018842, "ebitdaTTM": 7127000000, "forwardPe": 15.3642311886587, "marketCap": 274500000000, "totalCash": 13587000000, "totalDebt": 61260000000, "debtEquity": 2.32177360554138, "quickRatio": 0.5613068446375912, "revenueTTM": 67535000000, "companyName": "INTERNATIONAL BUSINESS MACHINES CORP", "priceToBook": 5.77523081281958, "currentRatio": 0.9556624760722231, "dividendYield": 0.0467696992287663, "returnOnAssets": 0.0697458519884119, "returnOnEquity": 0.0746901203062341, "analystOpinions": null, "businessSummary": "International Business Machines Corporation, doing business as IBM (nicknamed Big Blue), is an American multinational technology company headquartered in Armonk, New York, and present in over 175 countries. It is a publicly traded company and one of the 30 companies in the Dow Jones Industrial Average. IBM is the largest industrial research organization in the world, with 19 research facilities across a dozen countries; for 29 consecutive years, from 1993 to 2021, it held the record for most annual U.S. patents generated by a business.", "enterpriseValue": 170239357729.1, "analystTargetLow": null, "analystTargetHigh": null, "analystTargetMean": null, "fullTimeEmployees": 264300, "sharesOutstanding": 938034404, "enterpriseToEbitda": 23.88653819687105, "analystTargetMedian": null, "enterpriseToRevenue": 2.520757499505442, "operatingCashflowTTM": 13193000000, "analystRecommendationKey": null } }, "createdAt": "2026-04-09T05:21:10.686Z" }, "results": [ { "id": "cmnr14ape04iep658fhbxn5et", "runId": "cmnr14apc04icp6582hb3u70u", "modelId": "anthropic", "status": "SUCCESS", "rawOutput": "{\"model\":\"claude-3.7-sonnet-ai-equity-research\",\"as_of\":\"2026-04-08T20:00:02.000Z\",\"ticker\":\"IBM\",\"currency\":\"USD\",\"current_price\":241.74,\"target_price_6m\":255,\"target_price_12m\":266,\"recommendation\":\"BUY\",\"confidence\":0.6,\"thesis_bullets\":[\"Hybrid cloud and AI (watsonx) driving mid-single-digit organic revenue growth\",\"Forward PE of ~15.4x reasonable versus tech peers and growth trajectory\",\"Strong FCF generation (~$8.4B TTM) supports dividend and deleveraging\",\"Stock trades ~25% below 52-week high creating attractive entry point\",\"High leverage (D/E 2.32) and macro uncertainty cap near-term upside\"],\"key_drivers\":[{\"driver\":\"Red Hat hybrid cloud revenue acceleration\",\"impact\":\"HIGH\",\"direction\":\"POS\"},{\"driver\":\"Enterprise AI/watsonx adoption momentum\",\"impact\":\"HIGH\",\"direction\":\"POS\"},{\"driver\":\"FCF conversion supporting 4.7% dividend yield\",\"impact\":\"MED\",\"direction\":\"POS\"},{\"driver\":\"Consulting segment growth tied to digital transformation\",\"impact\":\"MED\",\"direction\":\"POS\"},{\"driver\":\"High debt load ($61.3B) limiting financial flexibility\",\"impact\":\"HIGH\",\"direction\":\"NEG\"},{\"driver\":\"Tariff/trade policy uncertainty impacting hardware and services\",\"impact\":\"MED\",\"direction\":\"NEG\"},{\"driver\":\"Competitive pressure from hyperscalers in cloud/AI\",\"impact\":\"MED\",\"direction\":\"NEG\"},{\"driver\":\"Currency headwinds from global operations in 175+ countries\",\"impact\":\"LOW\",\"direction\":\"NEG\"}],\"risks\":[\"Elevated leverage constrains buybacks and M&A capacity in downturn\",\"Enterprise IT spending slowdown amid macro/tariff uncertainty\",\"AI monetization slower than expected vs hyperscaler competition\",\"Infrastructure segment hardware cyclicality and margin pressure\",\"Consulting backlog deceleration if clients defer transformation projects\"],\"assumptions\":{\"revenue_cagr_3y\":0.055,\"ebit_margin_target\":0.19,\"wacc\":0.09,\"terminal_multiple\":16},\"scenarios\":{\"bear\":{\"target_price\":210,\"prob\":0.2,\"notes\":\"Macro recession compresses multiples; revenue growth stalls below 3%.\"},\"base\":{\"target_price\":266,\"prob\":0.55,\"notes\":\"Mid-single-digit growth continues; forward PE normalizes to ~17x.\"},\"bull\":{\"target_price\":310,\"prob\":0.25,\"notes\":\"AI/cloud mix shift accelerates margins; multiple re-rates toward growth peers.\"}},\"method_notes\":\"Blended valuation: forward PE (15.4x on ~$15.7 fwd EPS, target ~17x) and FCF yield (~3.1%, targeting ~3.5% norm). TTM EPS of $1.82 appears depressed by non-recurring items; forward PE much lower at 15.4x. 12M target of $266 implies ~10% upside, supporting BUY. Dividend yield of 4.7% adds total return buffer. High debt and macro uncertainty limit confidence to 0.60. Sell-side targets noted but not used as numeric inputs. Not investment advice.\"}", "parsedJson": { "as_of": "2026-04-08T20:00:02.000Z", "model": "claude-3.7-sonnet-ai-equity-research", "risks": [ "Elevated leverage constrains buybacks and M&A capacity in downturn", "Enterprise IT spending slowdown amid macro/tariff uncertainty", "AI monetization slower than expected vs hyperscaler competition", "Infrastructure segment hardware cyclicality and margin pressure", "Consulting backlog deceleration if clients defer transformation projects" ], "ticker": "IBM", "currency": "USD", "scenarios": { "base": { "prob": 0.55, "notes": "Mid-single-digit growth continues; forward PE normalizes to ~17x.", "target_price": 266 }, "bear": { "prob": 0.2, "notes": "Macro recession compresses multiples; revenue growth stalls below 3%.", "target_price": 210 }, "bull": { "prob": 0.25, "notes": "AI/cloud mix shift accelerates margins; multiple re-rates toward growth peers.", "target_price": 310 } }, "confidence": 0.6, "assumptions": { "wacc": 0.09, "revenue_cagr_3y": 0.055, "terminal_multiple": 16, "ebit_margin_target": 0.19 }, "key_drivers": [ { "driver": "Red Hat hybrid cloud revenue acceleration", "impact": "HIGH", "direction": "POS" }, { "driver": "Enterprise AI/watsonx adoption momentum", "impact": "HIGH", "direction": "POS" }, { "driver": "FCF conversion supporting 4.7% dividend yield", "impact": "MED", "direction": "POS" }, { "driver": "Consulting segment growth tied to digital transformation", "impact": "MED", "direction": "POS" }, { "driver": "High debt load ($61.3B) limiting financial flexibility", "impact": "HIGH", "direction": "NEG" }, { "driver": "Tariff/trade policy uncertainty impacting hardware and services", "impact": "MED", "direction": "NEG" }, { "driver": "Competitive pressure from hyperscalers in cloud/AI", "impact": "MED", "direction": "NEG" }, { "driver": "Currency headwinds from global operations in 175+ countries", "impact": "LOW", "direction": "NEG" } ], "method_notes": "Blended valuation: forward PE (15.4x on ~$15.7 fwd EPS, target ~17x) and FCF yield (~3.1%, targeting ~3.5% norm). TTM EPS of $1.82 appears depressed by non-recurring items; forward PE much lower at 15.4x. 12M target of $266 implies ~10% upside, supporting BUY. Dividend yield of 4.7% adds total return buffer. High debt and macro uncertainty limit confidence to 0.60. Sell-side targets noted but not used as numeric inputs. Not investment advice.", "current_price": 241.74, "recommendation": "BUY", "thesis_bullets": [ "Hybrid cloud and AI (watsonx) driving mid-single-digit organic revenue growth", "Forward PE of ~15.4x reasonable versus tech peers and growth trajectory", "Strong FCF generation (~$8.4B TTM) supports dividend and deleveraging", "Stock trades ~25% below 52-week high creating attractive entry point", "High leverage (D/E 2.32) and macro uncertainty cap near-term upside" ], "target_price_6m": 255, "target_price_12m": 266 }, "errorsJson": { "attempts": [], "providerMeta": { "provider": "anthropic", "webSearch": { "enabled": false, "maxToolCalls": 2, "disabledReason": null }, "pauseTurns": 0, "stopReason": "end_turn" }, "sanityIssues": [] }, "latencyMs": 38472, "createdAt": "2026-04-09T05:21:10.701Z", "usage": { "inputTokens": 3635, "outputTokens": 1703, "costUsd": 0.06075 } }, { "id": "cmnr14ape04ihp658gvbzldiy", "runId": "cmnr14apc04icp6582hb3u70u", "modelId": "deepseek.reasoner", "status": "SUCCESS", "rawOutput": "{\n \"model\": \"AI_Equity_Research_v1\",\n \"as_of\": \"2026-04-08T20:00:02.000Z\",\n \"ticker\": \"IBM\",\n \"currency\": \"USD\",\n \"current_price\": 241.74,\n \"target_price_6m\": 250,\n \"target_price_12m\": 260,\n \"recommendation\": \"BUY\",\n \"confidence\": 0.65,\n \"thesis_bullets\": [\n \"Cloud and AI growth driving revenue increases.\",\n \"Strong R&D investment fuels innovation pipeline.\",\n \"Margin improvement from software-focused strategy.\",\n \"Manageable debt supported by robust cash flow.\",\n \"Reasonable valuation based on forward earnings.\"\n ],\n \"key_drivers\": [\n { \"driver\": \"AI and cloud adoption\", \"impact\": \"HIGH\", \"direction\": \"POS\" },\n { \"driver\": \"Research and development\", \"impact\": \"MED\", \"direction\": \"POS\" },\n { \"driver\": \"Debt reduction efforts\", \"impact\": \"MED\", \"direction\": \"POS\" },\n { \"driver\": \"Earnings growth trajectory\", \"impact\": \"HIGH\", \"direction\": \"POS\" },\n { \"driver\": \"Competition in cloud market\", \"impact\": \"HIGH\", \"direction\": \"NEG\" },\n { \"driver\": \"Economic slowdown risks\", \"impact\": \"MED\", \"direction\": \"NEG\" },\n { \"driver\": \"Currency fluctuations\", \"impact\": \"LOW\", \"direction\": \"NEG\" },\n { \"driver\": \"Regulatory changes\", \"impact\": \"MED\", \"direction\": \"NEG\" }\n ],\n \"risks\": [\n \"Intense competition from larger tech firms.\",\n \"High debt burden limiting financial flexibility.\",\n \"Execution risks in new AI initiatives.\",\n \"Macroeconomic headwinds affecting IT spending.\"\n ],\n \"assumptions\": {\n \"revenue_cagr_3y\": 0.07,\n \"ebit_margin_target\": 0.16,\n \"wacc\": 0.08,\n \"terminal_multiple\": 15\n },\n \"scenarios\": {\n \"bear\": { \"target_price\": 230, \"prob\": 0.2, \"notes\": \"Slower growth and margin pressure amid competition.\" },\n \"base\": { \"target_price\": 260, \"prob\": 0.6, \"notes\": \"Steady execution on cloud and AI driving earnings.\" },\n \"bull\": { \"target_price\": 300, \"prob\": 0.2, \"notes\": \"Accelerated AI adoption leading to outperformance.\" }\n },\n \"method_notes\": \"Valuation based on forward P/E and growth assumptions; snapshot PE conflict noted but not overridden. Moderate upside supports BUY. Not investment advice.\"\n}", "parsedJson": { "as_of": "2026-04-08T20:00:02.000Z", "model": "AI_Equity_Research_v1", "risks": [ "Intense competition from larger tech firms.", "High debt burden limiting financial flexibility.", "Execution risks in new AI initiatives.", "Macroeconomic headwinds affecting IT spending." ], "ticker": "IBM", "currency": "USD", "scenarios": { "base": { "prob": 0.6, "notes": "Steady execution on cloud and AI driving earnings.", "target_price": 260 }, "bear": { "prob": 0.2, "notes": "Slower growth and margin pressure amid competition.", "target_price": 230 }, "bull": { "prob": 0.2, "notes": "Accelerated AI adoption leading to outperformance.", "target_price": 300 } }, "confidence": 0.65, "assumptions": { "wacc": 0.08, "revenue_cagr_3y": 0.07, "terminal_multiple": 15, "ebit_margin_target": 0.16 }, "key_drivers": [ { "driver": "AI and cloud adoption", "impact": "HIGH", "direction": "POS" }, { "driver": "Research and development", "impact": "MED", "direction": "POS" }, { "driver": "Debt reduction efforts", "impact": "MED", "direction": "POS" }, { "driver": "Earnings growth trajectory", "impact": "HIGH", "direction": "POS" }, { "driver": "Competition in cloud market", "impact": "HIGH", "direction": "NEG" }, { "driver": "Economic slowdown risks", "impact": "MED", "direction": "NEG" }, { "driver": "Currency fluctuations", "impact": "LOW", "direction": "NEG" }, { "driver": "Regulatory changes", "impact": "MED", "direction": "NEG" } ], "method_notes": "Valuation based on forward P/E and growth assumptions; snapshot PE conflict noted but not overridden. Moderate upside supports BUY. Not investment advice.", "current_price": 241.74, "recommendation": "BUY", "thesis_bullets": [ "Cloud and AI growth driving revenue increases.", "Strong R&D investment fuels innovation pipeline.", "Margin improvement from software-focused strategy.", "Manageable debt supported by robust cash flow.", "Reasonable valuation based on forward earnings." ], "target_price_6m": 250, "target_price_12m": 260 }, "errorsJson": { "attempts": [], "providerMeta": { "endpoint": "https://api.deepseek.com/v1/chat/completions", "provider": "deepseek", "webSearch": { "enabled": false, "supported": false }, "responseFormat": "json_object" }, "sanityIssues": [] }, "latencyMs": 360, "createdAt": "2026-04-09T05:21:10.701Z", "usage": { "inputTokens": 2146, "outputTokens": 4082, "costUsd": 0.002315 } }, { "id": "cmnr14ape04ifp658u7pvs3wy", "runId": "cmnr14apc04icp6582hb3u70u", "modelId": "gemini.3-pro", "status": "SUCCESS", "rawOutput": "{\"model\":\"IBM Hybrid Cloud & AI Valuation Model\",\"as_of\":\"2026-04-08T20:00:02.000Z\",\"ticker\":\"IBM\",\"currency\":\"USD\",\"current_price\":241.74,\"target_price_6m\":255.0,\"target_price_12m\":268.0,\"recommendation\":\"BUY\",\"confidence\":0.72,\"thesis_bullets\":[\"Watsonx platform captures enterprise AI demand through governance and lifecycle management.\",\"Red Hat hybrid cloud remains a core growth engine for recurring software revenue.\",\"Consulting segment benefits from high-intensity digital transformation and AI integration projects.\",\"Strong free cash flow supports the high dividend yield and strategic acquisitions.\",\"Improving margins driven by software mix shift and operational efficiency initiatives.\"],\"key_drivers\":[{\"driver\":\"Watsonx adoption\",\"impact\":\"HIGH\",\"direction\":\"POS\"},{\"driver\":\"Red Hat growth\",\"impact\":\"HIGH\",\"direction\":\"POS\"},{\"driver\":\"Consulting book-to-bill\",\"impact\":\"MED\",\"direction\":\"POS\"},{\"driver\":\"IT spending cycles\",\"impact\":\"HIGH\",\"direction\":\"POS\"},{\"driver\":\"Interest rate impact\",\"impact\":\"MED\",\"direction\":\"NEG\"},{\"driver\":\"Infrastructure refresh\",\"impact\":\"LOW\",\"direction\":\"POS\"}],\"risks\":[\"Macroeconomic slowdown impacting consulting.\",\"Intense competition in cloud from hyperscalers.\",\"High debt-to-equity ratio constraints.\",\"Slower than expected AI monetization.\"],\"assumptions\":{\"revenue_cagr_3y\":0.05,\"ebit_margin_target\":0.18,\"wacc\":0.085,\"terminal_multiple\":16.5},\"scenarios\":{\"bear\":{\"target_price\":215.0,\"prob\":0.2,\"notes\":\"Macro recession leads to consulting pullback and delayed AI spend.\"},\"base\":{\"target_price\":268.0,\"prob\":0.6,\"notes\":\"Steady mid-single digit revenue growth and margin expansion from software.\"},\"bull\":{\"target_price\":310.0,\"prob\":0.2,\"notes\":\"Accelerated AI adoption and Red Hat outperformance drive multiple expansion.\"}},\"method_notes\":\"Valuation based on 16.5x forward P/E and DCF. BUY reflects ~11% upside plus 4.7% dividend yield. Not investment advice.\"}", "parsedJson": { "as_of": "2026-04-08T20:00:02.000Z", "model": "IBM Hybrid Cloud & AI Valuation Model", "risks": [ "Macroeconomic slowdown impacting consulting.", "Intense competition in cloud from hyperscalers.", "High debt-to-equity ratio constraints.", "Slower than expected AI monetization." ], "ticker": "IBM", "currency": "USD", "scenarios": { "base": { "prob": 0.6, "notes": "Steady mid-single digit revenue growth and margin expansion from software.", "target_price": 268 }, "bear": { "prob": 0.2, "notes": "Macro recession leads to consulting pullback and delayed AI spend.", "target_price": 215 }, "bull": { "prob": 0.2, "notes": "Accelerated AI adoption and Red Hat outperformance drive multiple expansion.", "target_price": 310 } }, "confidence": 0.72, "assumptions": { "wacc": 0.085, "revenue_cagr_3y": 0.05, "terminal_multiple": 16.5, "ebit_margin_target": 0.18 }, "key_drivers": [ { "driver": "Watsonx adoption", "impact": "HIGH", "direction": "POS" }, { "driver": "Red Hat growth", "impact": "HIGH", "direction": "POS" }, { "driver": "Consulting book-to-bill", "impact": "MED", "direction": "POS" }, { "driver": "IT spending cycles", "impact": "HIGH", "direction": "POS" }, { "driver": "Interest rate impact", "impact": "MED", "direction": "NEG" }, { "driver": "Infrastructure refresh", "impact": "LOW", "direction": "POS" } ], "method_notes": "Valuation based on 16.5x forward P/E and DCF. BUY reflects ~11% upside plus 4.7% dividend yield. Not investment advice.", "current_price": 241.74, "recommendation": "BUY", "thesis_bullets": [ "Watsonx platform captures enterprise AI demand through governance and lifecycle management.", "Red Hat hybrid cloud remains a core growth engine for recurring software revenue.", "Consulting segment benefits from high-intensity digital transformation and AI integration projects.", "Strong free cash flow supports the high dividend yield and strategic acquisitions.", "Improving margins driven by software mix shift and operational efficiency initiatives." ], "target_price_6m": 255, "target_price_12m": 268 }, "errorsJson": { "attempts": [ { "error": "not_json_object: Output must be a single JSON object (no markdown/code fences, no extra text).", "attempt": 0, "rawOutputTruncated": "{\"model\":\"IBM Valuation Model 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acquisitions.\",\"Improving margins driven by software mix shift and operational efficiency initiatives.\"],\"key_drivers\":[{\"driver\":\"Watsonx adoption\",\"impact\":\"HIGH\",\"direction\":\"POS\"},{\"driver\":\"Red Hat revenue growth\",\"impact\":\"HIGH\",\"direction\":\"POS\"},{\"driver\":\"Consulting book-to-bill ratio\",\"impact\":\"MED\",\"direction\":\"POS\"},{\"driver\":\"Enterprise IT budget trends\",\"impact\":\"HIGH\",\"direction\":\"POS\"},{\"driver\":\"Interest rate environment\",\"impact\":\"MED\",\"direction\":\"NEG\"},{\"driver\":\"Infrastructure cycle timing\",\"impact\":\"LOW\",\"direction\":\"POS\"}],\"" } ], "providerMeta": { "model": "gemini-3-flash-preview", "provider": "gemini", "webSearch": { "used": false, "allowed": false, "enabled": false, "requested": false, "disabledReason": null } }, "sanityIssues": [] }, "latencyMs": 18399, "createdAt": "2026-04-09T05:21:10.701Z", "usage": { "inputTokens": 2835, "outputTokens": 498, "costUsd": 0.011646 } }, { "id": "cmnr14ape04idp6585giqopvh", "runId": "cmnr14apc04icp6582hb3u70u", "modelId": "openai.gpt-5.4", "status": "SUCCESS", "rawOutput": "{\"model\":\"OpenAI o3\",\"as_of\":\"2026-04-08T20:00:02.000Z\",\"ticker\":\"IBM\",\"currency\":\"USD\",\"current_price\":241.74,\"target_price_6m\":250,\"target_price_12m\":258,\"recommendation\":\"BUY\",\"confidence\":0.62,\"thesis_bullets\":[\"Software and infrastructure mix supports steadier margins and cash conversion.\",\"Generative AI bookings can lift software growth above IBM's historical trend.\",\"Forward P/E near 15x is reasonable for resilient cash flows and dividend.\",\"Consulting and infrastructure cycles limit near-term upside despite solid demand.\",\"High leverage and low liquidity justify only modest multiple expansion.\"],\"key_drivers\":[{\"driver\":\"Red Hat and software growth\",\"impact\":\"HIGH\",\"direction\":\"POS\"},{\"driver\":\"Generative AI backlog conversion\",\"impact\":\"HIGH\",\"direction\":\"POS\"},{\"driver\":\"Consulting demand normalization\",\"impact\":\"MED\",\"direction\":\"NEG\"},{\"driver\":\"Mainframe product cycle timing\",\"impact\":\"MED\",\"direction\":\"NEG\"},{\"driver\":\"Operating margin expansion\",\"impact\":\"HIGH\",\"direction\":\"POS\"},{\"driver\":\"FCF durability and dividend support\",\"impact\":\"MED\",\"direction\":\"POS\"},{\"driver\":\"Leverage and refinancing costs\",\"impact\":\"MED\",\"direction\":\"NEG\"},{\"driver\":\"USD and macro spending pressure\",\"impact\":\"MED\",\"direction\":\"NEG\"}],\"risks\":[\"AI demand fails to convert into revenue.\",\"Consulting budgets weaken in a slower macro.\",\"Execution slips on software-led margin expansion.\",\"Debt burden limits strategic flexibility.\",\"Mainframe cycle volatility distorts quarterly results.\"],\"assumptions\":{\"revenue_cagr_3y\":5,\"ebit_margin_target\":18,\"wacc\":8.5,\"terminal_multiple\":16},\"scenarios\":{\"bear\":{\"target_price\":215,\"prob\":0.25,\"notes\":\"Consulting softness and muted AI monetization keep valuation compressed.\"},\"base\":{\"target_price\":258,\"prob\":0.5,\"notes\":\"Mid-single-digit growth and modest margin gains support a stable multiple.\"},\"bull\":{\"target_price\":295,\"prob\":0.25,\"notes\":\"AI and software accelerate growth, driving stronger EPS and rerating.\"}},\"method_notes\":\"Blended forward P/E and FCF-yield framework using snapshot fundamentals; quote fields kept exactly from snapshot. I weighted earnings and FCF over EV metrics because snapshot EV appears inconsistent with market cap and net debt. 12M target implies ~6.7% upside, fitting BUY. No sell-side targets used; not investment advice.\"}", "parsedJson": { "as_of": "2026-04-08T20:00:02.000Z", "model": "OpenAI o3", "risks": [ "AI demand fails to convert into revenue.", "Consulting budgets weaken in a slower macro.", "Execution slips on software-led margin expansion.", "Debt burden limits strategic flexibility.", "Mainframe cycle volatility distorts quarterly results." ], "ticker": "IBM", "currency": "USD", "scenarios": { "base": { "prob": 0.5, "notes": "Mid-single-digit growth and modest margin gains support a stable multiple.", "target_price": 258 }, "bear": { "prob": 0.25, "notes": "Consulting softness and muted AI monetization keep valuation compressed.", "target_price": 215 }, "bull": { "prob": 0.25, "notes": "AI and software accelerate growth, driving stronger EPS and rerating.", "target_price": 295 } }, "confidence": 0.62, "assumptions": { "wacc": 8.5, "revenue_cagr_3y": 5, "terminal_multiple": 16, "ebit_margin_target": 18 }, "key_drivers": [ { "driver": "Red Hat and software growth", "impact": "HIGH", "direction": "POS" }, { "driver": "Generative AI backlog conversion", "impact": "HIGH", "direction": "POS" }, { "driver": "Consulting demand normalization", "impact": "MED", "direction": "NEG" }, { "driver": "Mainframe product cycle timing", "impact": "MED", "direction": "NEG" }, { "driver": "Operating margin expansion", "impact": "HIGH", "direction": "POS" }, { "driver": "FCF durability and dividend support", "impact": "MED", "direction": "POS" }, { "driver": "Leverage and refinancing costs", "impact": "MED", "direction": "NEG" }, { "driver": "USD and macro spending pressure", "impact": "MED", "direction": "NEG" } ], "method_notes": "Blended forward P/E and FCF-yield framework using snapshot fundamentals; quote fields kept exactly from snapshot. I weighted earnings and FCF over EV metrics because snapshot EV appears inconsistent with market cap and net debt. 12M target implies ~6.7% upside, fitting BUY. No sell-side targets used; not investment advice.", "current_price": 241.74, "recommendation": "BUY", "thesis_bullets": [ "Software and infrastructure mix supports steadier margins and cash conversion.", "Generative AI bookings can lift software growth above IBM's historical trend.", "Forward P/E near 15x is reasonable for resilient cash flows and dividend.", "Consulting and infrastructure cycles limit near-term upside despite solid demand.", "High leverage and low liquidity justify only modest multiple expansion." ], "target_price_6m": 250, "target_price_12m": 258 }, "errorsJson": { "attempts": [], "providerMeta": { "provider": "openai", "webSearch": { "used": false, "enabled": false, "sources": [], "maxToolCalls": 2 }, "responseId": "resp_07a3a5ebbce487aa0069d75a473a1481969bfccc99d7b75a70", "reasoningEffort": "medium", "structuredOutputs": { "used": true, "requested": true, "disabledReason": null } }, "sanityIssues": [] }, "latencyMs": 39105, "createdAt": "2026-04-09T05:21:10.701Z", "usage": { "inputTokens": 2415, "outputTokens": 2331, "costUsd": 0.03686 } }, { "id": "cmnr14ape04igp658rb7hx6kc", "runId": "cmnr14apc04icp6582hb3u70u", "modelId": "xai.grok-4.20-reasoning", "status": "SUCCESS", "rawOutput": "{\n \"model\": \"AI_Equity_Analyst_v1\",\n \"as_of\": \"2026-04-08T20:00:02.000Z\",\n \"ticker\": \"IBM\",\n \"currency\": \"USD\",\n \"current_price\": 241.74,\n \"target_price_6m\": 245,\n \"target_price_12m\": 252,\n \"recommendation\": \"HOLD\",\n \"confidence\": 0.62,\n \"thesis_bullets\": [\n \"AI platform growth offsets legacy hardware decline\",\n \"Forward PE of 15.4x reflects expected margin gains\",\n \"4.7% dividend yield supports total shareholder return\",\n \"High debt load adds balance sheet and rate risk\",\n \"Red Hat bolsters hybrid cloud but competition intensifies\"\n ],\n \"key_drivers\": [\n {\n \"driver\": \"Watson AI monetization\",\n \"impact\": \"HIGH\",\n \"direction\": \"POS\"\n },\n {\n \"driver\": \"Hybrid cloud adoption\",\n \"impact\": \"HIGH\",\n \"direction\": \"POS\"\n },\n {\n \"driver\": \"Consulting revenue recovery\",\n \"impact\": \"MED\",\n \"direction\": \"POS\"\n },\n {\n \"driver\": \"Legacy infrastructure decline\",\n \"impact\": \"MED\",\n \"direction\": \"NEG\"\n },\n {\n \"driver\": \"Operating margin expansion\",\n \"impact\": \"MED\",\n \"direction\": \"POS\"\n },\n {\n \"driver\": \"Intense cloud competition\",\n \"impact\": \"HIGH\",\n \"direction\": \"NEG\"\n },\n {\n \"driver\": \"Macro IT spending slowdown\",\n \"impact\": \"MED\",\n \"direction\": \"NEG\"\n },\n {\n \"driver\": \"Debt servicing costs\",\n \"impact\": \"MED\",\n \"direction\": \"NEG\"\n }\n ],\n \"risks\": [\n \"AI execution misses vs hyperscalers\",\n \"Persistent legacy revenue erosion\",\n \"Rising interest expense on debt\",\n \"IT budget cuts in recession\",\n \"Integration challenges with Red Hat\"\n ],\n \"assumptions\": {\n \"revenue_cagr_3y\": 0.05,\n \"ebit_margin_target\": 0.19,\n \"wacc\": 0.085,\n \"terminal_multiple\": 17\n },\n \"scenarios\": {\n \"bear\": {\n \"target_price\": 195,\n \"prob\": 0.3,\n \"notes\": \"AI traction disappoints and margins compress.\"\n },\n \"base\": {\n \"target_price\": 252,\n \"prob\": 0.5,\n \"notes\": \"Steady growth and dividend support modest upside.\"\n },\n \"bull\": {\n \"target_price\": 295,\n \"prob\": 0.2,\n \"notes\": \"Accelerated AI wins drive outsized earnings.\"\n }\n },\n \"method_notes\": \"DCF using 5% revenue CAGR, 19% EBIT margin target, 8.5% WACC and 17x terminal multiple. Mixed AI momentum and limited 4% upside vs snapshot yield HOLD. Not investment advice.\"\n}", "parsedJson": { "as_of": "2026-04-08T20:00:02.000Z", "model": "AI_Equity_Analyst_v1", "risks": [ "AI execution misses vs hyperscalers", "Persistent legacy revenue erosion", "Rising interest expense on debt", "IT budget cuts in recession", "Integration challenges with Red Hat" ], "ticker": "IBM", "currency": "USD", "scenarios": { "base": { "prob": 0.5, "notes": "Steady growth and dividend support modest upside.", "target_price": 252 }, "bear": { "prob": 0.3, "notes": "AI traction disappoints and margins compress.", "target_price": 195 }, "bull": { "prob": 0.2, "notes": "Accelerated AI wins drive outsized earnings.", "target_price": 295 } }, "confidence": 0.62, "assumptions": { "wacc": 0.085, "revenue_cagr_3y": 0.05, "terminal_multiple": 17, "ebit_margin_target": 0.19 }, "key_drivers": [ { "driver": "Watson AI monetization", "impact": "HIGH", "direction": "POS" }, { "driver": "Hybrid cloud adoption", "impact": "HIGH", "direction": "POS" }, { "driver": "Consulting revenue recovery", "impact": "MED", "direction": "POS" }, { "driver": "Legacy infrastructure decline", "impact": "MED", "direction": "NEG" }, { "driver": "Operating margin expansion", "impact": "MED", "direction": "POS" }, { "driver": "Intense cloud competition", "impact": "HIGH", "direction": "NEG" }, { "driver": "Macro IT spending slowdown", "impact": "MED", "direction": "NEG" }, { "driver": "Debt servicing costs", "impact": "MED", "direction": "NEG" } ], "method_notes": "DCF using 5% revenue CAGR, 19% EBIT margin target, 8.5% WACC and 17x terminal multiple. Mixed AI momentum and limited 4% upside vs snapshot yield HOLD. Not investment advice.", "current_price": 241.74, "recommendation": "HOLD", "thesis_bullets": [ "AI platform growth offsets legacy hardware decline", "Forward PE of 15.4x reflects expected margin gains", "4.7% dividend yield supports total shareholder return", "High debt load adds balance sheet and rate risk", "Red Hat bolsters hybrid cloud but competition intensifies" ], "target_price_6m": 245, "target_price_12m": 252 }, "errorsJson": { "attempts": [], "providerMeta": { "provider": "xai", "webSearch": { "used": false, "enabled": false, "sources": [], "maxToolCalls": 2 }, "responseId": "b26f0eb4-90e8-92b5-8950-193fde152546", "usedFallbackChatCompletions": false }, "sanityIssues": [] }, "latencyMs": 17545, "createdAt": "2026-04-09T05:21:10.701Z", "usage": { "inputTokens": 2753, "outputTokens": 2892, "costUsd": 0.051639 } } ] } }