{ "run": { "id": "cmnr15caj06n8p658okgaccfe", "region": "US", "assetId": "cmnr15c9i06n4p6589vwru05e", "ticker": "TTD", "snapshotId": "cmnr15c9x06n6p6587lrbwakd", "promptTemplateId": "cmnqt07si0005lm3jzpxuu1ux", "createdAt": "2026-04-09T05:21:59.417Z", "promptTemplate": { "id": "cmnqt07si0005lm3jzpxuu1ux", "name": "Oficial 08.apr.2026", "version": 1 }, "snapshot": { "id": "cmnr15c9x06n6p6587lrbwakd", "assetId": "cmnr15c9i06n4p6589vwru05e", "asOf": "2026-04-08T20:00:00.000Z", "snapshot": { "asOf": "2026-04-08T20:00:00.000Z", "quote": { "asOf": "2026-04-08T20:00:00.000Z", "open": 21.52, "price": 20.25, "dayLow": 20.11, "volume": 21288600, "dayHigh": 21.725, "currency": "USD", "prevClose": 20.7, "week52Low": 20.11, "week52High": 91.45 }, "fundamentals": { "pe": 41.7142857142857, "beta": 2.03119227883678, "epsTTM": 0.91, "fcfTTM": 709234000, "growth": { "epsYoy": 0.1375, "revenueYoy": 0.1846561173348996 }, "sector": "Services-Computer Programming, Data Processing, Etc.", "margins": { "net": 0.1530595756493493, "gross": null, "operating": 0.2034748664150339 }, "website": "http://thetradedesk.com", "industry": "Digital marketing", "pegRatio": 3.03376623376623, "ebitdaTTM": 758135000, "forwardPe": 30.368, "marketCap": 32045240502, "totalCash": 896387000, "totalDebt": 74000000, "debtEquity": 0.02744977155484038, "quickRatio": 1.675888712858395, "revenueTTM": 2896284000, "companyName": "Trade Desk, Inc.", "priceToBook": 7.4605941174316, "currentRatio": 1.713713943514105, "dividendYield": null, "returnOnAssets": 0.07440721916395776, "returnOnEquity": 0.178435681018004, "analystOpinions": null, "businessSummary": "The Trade Desk, Inc. (TTD) is an American multinational technology company that produces and services programmatic marketing automation with personalized real-time digital content. Headquartered in Ventura, California, it is the largest independent demand-side platform (DSP) in the world. TTD operates with over 400 partners at more than 30 locations worldwide.", "enterpriseValue": null, "analystTargetLow": null, "analystTargetHigh": null, "analystTargetMean": null, "fullTimeEmployees": 3900, "sharesOutstanding": null, "enterpriseToEbitda": null, "analystTargetMedian": null, "enterpriseToRevenue": null, "operatingCashflowTTM": 992721000, "analystRecommendationKey": null } }, "createdAt": "2026-04-09T05:21:59.397Z" }, "results": [ { "id": "cmnr15cam06nap658gtkqcbqz", "runId": "cmnr15caj06n8p658okgaccfe", "modelId": "anthropic", "status": "SUCCESS", "rawOutput": "{\"model\":\"AI Equity Research Model v1.0\",\"as_of\":\"2026-04-08T20:00:00.000Z\",\"ticker\":\"TTD\",\"currency\":\"USD\",\"current_price\":20.25,\"target_price_6m\":22.5,\"target_price_12m\":24.5,\"recommendation\":\"BUY\",\"confidence\":0.58,\"thesis_bullets\":[\"Stock down ~78% from 52W high creating potential value entry point\",\"Largest independent DSP with durable competitive moat in programmatic advertising\",\"Strong balance sheet with ~$900M cash and minimal debt supports resilience\",\"CTV and retail media secular tailwinds remain intact long-term\",\"Valuation compressed to ~30x forward PE, lowest in TTD history\"],\"key_drivers\":[{\"driver\":\"Connected TV ad spend secular growth\",\"impact\":\"HIGH\",\"direction\":\"POS\"},{\"driver\":\"Retail media network expansion partnerships\",\"impact\":\"HIGH\",\"direction\":\"POS\"},{\"driver\":\"UID2 open internet identity adoption\",\"impact\":\"MED\",\"direction\":\"POS\"},{\"driver\":\"Macro advertising budget cyclicality / tariff uncertainty\",\"impact\":\"HIGH\",\"direction\":\"NEG\"},{\"driver\":\"Walled garden competition from Google/Meta\",\"impact\":\"MED\",\"direction\":\"NEG\"},{\"driver\":\"International revenue expansion opportunity\",\"impact\":\"MED\",\"direction\":\"POS\"},{\"driver\":\"Operating leverage driving margin expansion\",\"impact\":\"MED\",\"direction\":\"POS\"},{\"driver\":\"Customer concentration risk with large agencies\",\"impact\":\"LOW\",\"direction\":\"NEG\"},{\"driver\":\"AI-driven campaign optimization differentiation\",\"impact\":\"MED\",\"direction\":\"POS\"}],\"risks\":[\"Macro slowdown sharply reduces programmatic ad budgets\",\"Google Privacy Sandbox changes disrupt open internet targeting\",\"Intensified competition from Amazon DSP and other walled gardens\",\"Revenue growth deceleration below 15% compresses premium multiple\",\"High beta (2.0) amplifies downside in broad market selloffs\",\"Management execution missteps after recent guidance disappointments\"],\"assumptions\":{\"revenue_cagr_3y\":0.17,\"ebit_margin_target\":0.24,\"wacc\":0.115,\"terminal_multiple\":25},\"scenarios\":{\"bear\":{\"target_price\":14,\"prob\":0.25,\"notes\":\"Ad recession and growth below 10% compress multiples to ~20x forward PE.\"},\"base\":{\"target_price\":24.5,\"prob\":0.50,\"notes\":\"Mid-high-teens revenue growth, stable margins, moderate re-rating to ~29x forward PE.\"},\"bull\":{\"target_price\":36,\"prob\":0.25,\"notes\":\"CTV inflection accelerates growth above 20%, margins expand, multiple re-rates to ~35x.\"}},\"method_notes\":\"Blended forward PE and DCF approach. FCF yield ~2.2% at current price; base case assumes 17% revenue CAGR, gradual EBIT margin expansion to 24%, and WACC of 11.5% reflecting high beta. 12M base target of $24.50 implies ~21% upside, supporting BUY. Stock near 52W low after severe derating; valuation now reasonable but not cheap at ~30x fwd PE given execution concerns. Weighted scenario EV = ~$24.75. Not investment advice.\"}", "parsedJson": { "as_of": "2026-04-08T20:00:00.000Z", "model": "AI Equity Research Model v1.0", "risks": [ "Macro slowdown sharply reduces programmatic ad budgets", "Google Privacy Sandbox changes disrupt open internet targeting", "Intensified competition from Amazon DSP and other walled gardens", "Revenue growth deceleration below 15% compresses premium multiple", "High beta (2.0) amplifies downside in broad market selloffs", "Management execution missteps after recent guidance disappointments" ], "ticker": "TTD", "currency": "USD", "scenarios": { "base": { "prob": 0.5, "notes": "Mid-high-teens revenue growth, stable margins, moderate re-rating to ~29x forward PE.", "target_price": 24.5 }, "bear": { "prob": 0.25, "notes": "Ad recession and growth below 10% compress multiples to ~20x forward PE.", "target_price": 14 }, "bull": { "prob": 0.25, "notes": "CTV inflection accelerates growth above 20%, margins expand, multiple re-rates to ~35x.", "target_price": 36 } }, "confidence": 0.58, "assumptions": { "wacc": 0.115, "revenue_cagr_3y": 0.17, "terminal_multiple": 25, "ebit_margin_target": 0.24 }, "key_drivers": [ { "driver": "Connected TV ad spend secular growth", "impact": "HIGH", "direction": "POS" }, { "driver": "Retail media network expansion partnerships", "impact": "HIGH", "direction": "POS" }, { "driver": "UID2 open internet identity adoption", "impact": "MED", "direction": "POS" }, { "driver": "Macro advertising budget cyclicality / tariff uncertainty", "impact": "HIGH", "direction": "NEG" }, { "driver": "Walled garden competition from Google/Meta", "impact": "MED", "direction": "NEG" }, { "driver": "International revenue expansion opportunity", "impact": "MED", "direction": "POS" }, { "driver": "Operating leverage driving margin expansion", "impact": "MED", "direction": "POS" }, { "driver": "Customer concentration risk with large agencies", "impact": "LOW", "direction": "NEG" }, { "driver": "AI-driven campaign optimization differentiation", "impact": "MED", "direction": "POS" } ], "method_notes": "Blended forward PE and DCF approach. FCF yield ~2.2% at current price; base case assumes 17% revenue CAGR, gradual EBIT margin expansion to 24%, and WACC of 11.5% reflecting high beta. 12M base target of $24.50 implies ~21% upside, supporting BUY. Stock near 52W low after severe derating; valuation now reasonable but not cheap at ~30x fwd PE given execution concerns. Weighted scenario EV = ~$24.75. Not investment advice.", "current_price": 20.25, "recommendation": "BUY", "thesis_bullets": [ "Stock down ~78% from 52W high creating potential value entry point", "Largest independent DSP with durable competitive moat in programmatic advertising", "Strong balance sheet with ~$900M cash and minimal debt supports resilience", "CTV and retail media secular tailwinds remain intact long-term", "Valuation compressed to ~30x forward PE, lowest in TTD history" ], "target_price_6m": 22.5, "target_price_12m": 24.5 }, "errorsJson": { "attempts": [], "providerMeta": { "provider": "anthropic", "webSearch": { "enabled": false, "maxToolCalls": 2, "disabledReason": null }, "pauseTurns": 0, "stopReason": "end_turn" }, "sanityIssues": [] }, "latencyMs": 42899, "createdAt": "2026-04-09T05:21:59.417Z", "usage": { "inputTokens": 3558, "outputTokens": 1814, "costUsd": 0.06314 } }, { "id": "cmnr15cam06ndp658wpvw0k0j", "runId": "cmnr15caj06n8p658okgaccfe", "modelId": "deepseek.reasoner", "status": "SUCCESS", "rawOutput": "{\n \"model\": \"DCF with Terminal Multiple\",\n \"as_of\": \"2026-04-08T20:00:00.000Z\",\n \"ticker\": \"TTD\",\n \"currency\": \"USD\",\n \"current_price\": 20.25,\n \"target_price_6m\": 19.5,\n \"target_price_12m\": 19.0,\n \"recommendation\": \"SELL\",\n \"confidence\": 0.65,\n \"thesis_bullets\": [\n \"High valuation multiples limit near-term upside potential.\",\n \"Revenue growth is strong but shows signs of deceleration.\",\n \"Competitive pressures in digital advertising are increasing.\",\n \"AI-driven ad targeting offers long-term growth opportunities.\",\n \"Macroeconomic risks could dampen advertising spend growth.\"\n ],\n \"key_drivers\": [\n { \"driver\": \"Revenue Growth Rate\", \"impact\": \"HIGH\", \"direction\": \"POS\" },\n { \"driver\": \"Operating Margin Stability\", \"impact\": \"MED\", \"direction\": \"POS\" },\n { \"driver\": \"Competitive Intensity\", \"impact\": \"HIGH\", \"direction\": \"NEG\" },\n { \"driver\": \"Regulatory Environment\", \"impact\": \"MED\", \"direction\": \"NEG\" },\n { \"driver\": \"Technology Innovation Adoption\", \"impact\": \"HIGH\", \"direction\": \"POS\" },\n { \"driver\": \"Market Volatility (High Beta)\", \"impact\": \"HIGH\", \"direction\": \"NEG\" },\n { \"driver\": \"PEG Ratio Valuation\", \"impact\": \"HIGH\", \"direction\": \"NEG\" }\n ],\n \"risks\": [\n \"Economic downturn reducing digital ad budgets.\",\n \"Increased competition from larger tech platforms.\",\n \"Data privacy regulations impacting targeting capabilities.\",\n \"Execution risks in sustaining high growth rates.\"\n ],\n \"assumptions\": {\n \"revenue_cagr_3y\": 0.15,\n \"ebit_margin_target\": 0.2,\n \"wacc\": 0.1,\n \"terminal_multiple\": 25\n },\n \"scenarios\": {\n \"bear\": { \"target_price\": 15.0, \"prob\": 0.3, \"notes\": \"Severe ad market contraction and margin pressure.\" },\n \"base\": { \"target_price\": 19.0, \"prob\": 0.5, \"notes\": \"Moderate growth with valuation normalization.\" },\n \"bull\": { \"target_price\": 23.0, \"prob\": 0.2, \"notes\": \"Accelerated adoption and margin expansion driving upside.\" }\n },\n \"method_notes\": \"DCF valuation using assumed growth and margins; SELL due to high PEG and downside risk. Not investment advice.\"\n}", "parsedJson": { "as_of": "2026-04-08T20:00:00.000Z", "model": "DCF with Terminal Multiple", "risks": [ "Economic downturn reducing digital ad budgets.", "Increased competition from larger tech platforms.", "Data privacy regulations impacting targeting capabilities.", "Execution risks in sustaining high growth rates." ], "ticker": "TTD", "currency": "USD", "scenarios": { "base": { "prob": 0.5, "notes": "Moderate growth with valuation normalization.", "target_price": 19 }, "bear": { "prob": 0.3, "notes": "Severe ad market contraction and margin pressure.", "target_price": 15 }, "bull": { "prob": 0.2, "notes": "Accelerated adoption and margin expansion driving upside.", "target_price": 23 } }, "confidence": 0.65, "assumptions": { "wacc": 0.1, "revenue_cagr_3y": 0.15, "terminal_multiple": 25, "ebit_margin_target": 0.2 }, "key_drivers": [ { "driver": "Revenue Growth Rate", "impact": "HIGH", "direction": "POS" }, { "driver": "Operating Margin Stability", "impact": "MED", "direction": "POS" }, { "driver": "Competitive Intensity", "impact": "HIGH", "direction": "NEG" }, { "driver": "Regulatory Environment", "impact": "MED", "direction": "NEG" }, { "driver": "Technology Innovation Adoption", "impact": "HIGH", "direction": "POS" }, { "driver": "Market Volatility (High Beta)", "impact": "HIGH", "direction": "NEG" }, { "driver": "PEG Ratio Valuation", "impact": "HIGH", "direction": "NEG" } ], "method_notes": "DCF valuation using assumed growth and margins; SELL due to high PEG and downside risk. Not investment advice.", "current_price": 20.25, "recommendation": "SELL", "thesis_bullets": [ "High valuation multiples limit near-term upside potential.", "Revenue growth is strong but shows signs of deceleration.", "Competitive pressures in digital advertising are increasing.", "AI-driven ad targeting offers long-term growth opportunities.", "Macroeconomic risks could dampen advertising spend growth." ], "target_price_6m": 19.5, "target_price_12m": 19 }, "errorsJson": { "attempts": [], "providerMeta": { "endpoint": "https://api.deepseek.com/v1/chat/completions", "provider": "deepseek", "webSearch": { "enabled": false, "supported": false }, "responseFormat": "json_object" }, "sanityIssues": [] }, "latencyMs": 352, "createdAt": "2026-04-09T05:21:59.417Z", "usage": { "inputTokens": 2068, "outputTokens": 3749, "costUsd": 0.002154 } }, { "id": "cmnr15cam06nbp6582yhqximj", "runId": "cmnr15caj06n8p658okgaccfe", "modelId": "gemini.3-pro", "status": "SUCCESS", "rawOutput": "{\n \"model\": \"AI Model Recommendation\",\n \"as_of\": \"2026-04-08T20:00:00.000Z\",\n \"ticker\": \"TTD\",\n \"currency\": \"USD\",\n \"current_price\": 20.25,\n \"target_price_6m\": 24.00,\n \"target_price_12m\": 28.00,\n \"recommendation\": \"STRONG_BUY\",\n \"confidence\": 0.85,\n \"thesis_bullets\": [\n \"Massive selloff to $20.25 creates a highly compelling entry point for a premium ad-tech asset.\",\n \"Connected TV (CTV) and retail media remain strong secular tailwinds driving double-digit top-line growth.\",\n \"UID2.0 adoption mitigates third-party cookie deprecation risks, solidifying TTD's independent DSP leadership.\",\n \"Exceptional FCF generation ($709M TTM) and net cash balance sheet provide strong downside protection.\",\n \"Valuation is historically cheap, trading at an implied ~22x trailing earnings despite 18% revenue growth.\"\n ],\n \"key_drivers\": [\n {\n \"driver\": \"CTV Ad Spend Growth\",\n \"impact\": \"HIGH\",\n \"direction\": \"POS\"\n },\n {\n \"driver\": \"Retail Media Partnerships\",\n \"impact\": \"MED\",\n \"direction\": \"POS\"\n },\n {\n \"driver\": \"UID2.0 Industry Adoption\",\n \"impact\": \"HIGH\",\n \"direction\": \"POS\"\n },\n {\n \"driver\": \"Macroeconomic Ad Market Slowdown\",\n \"impact\": \"HIGH\",\n \"direction\": \"NEG\"\n },\n {\n \"driver\": \"Alphabet/Google Regulatory Scrutiny\",\n \"impact\": \"MED\",\n \"direction\": \"POS\"\n },\n {\n \"driver\": \"Agency Consolidation\",\n \"impact\": \"LOW\",\n \"direction\": \"NEG\"\n }\n ],\n \"risks\": [\n \"Prolonged macroeconomic weakness reducing global advertising budgets.\",\n \"Slower-than-expected adoption of UID2.0 leading to targeting inefficiencies.\",\n \"Increased competition from walled gardens (Google, Meta, Amazon) and emerging DSPs.\",\n \"Regulatory changes in data privacy impacting programmatic advertising capabilities.\"\n ],\n \"assumptions\": {\n \"revenue_cagr_3y\": 0.18,\n \"ebit_margin_target\": 0.25,\n \"wacc\": 0.095,\n \"terminal_multiple\": 25.0\n },\n \"scenarios\": {\n \"bear\": {\n \"target_price\": 16.00,\n \"prob\": 0.2,\n \"notes\": \"Ad recession deepens, revenue growth stalls to single digits, and multiple compresses to 15x.\"\n },\n \"base\": {\n \"target_price\": 28.00,\n \"prob\": 0.6,\n \"notes\": \"Steady 18% growth driven by CTV, margins expand, and multiple normalizes to 28x forward earnings.\"\n },\n \"bull\": {\n \"target_price\": 38.00,\n \"prob\": 0.2,\n \"notes\": \"Accelerated CTV shift and retail media boom drive 25%+ growth, multiple expands to 35x.\"\n }\n },\n \"method_notes\": \"Valuation based on a 10-year DCF (9.5% WACC, 25x terminal multiple) and a 28x target P/E on NTM earnings. The recent price drop to $20.25 presents a STRONG_BUY opportunity with +38% upside. Not investment advice.\"\n}", "parsedJson": { "as_of": "2026-04-08T20:00:00.000Z", "model": "AI Model Recommendation", "risks": [ "Prolonged macroeconomic weakness reducing global advertising budgets.", "Slower-than-expected adoption of UID2.0 leading to targeting inefficiencies.", "Increased competition from walled gardens (Google, Meta, Amazon) and emerging DSPs.", "Regulatory changes in data privacy impacting programmatic advertising capabilities." ], "ticker": "TTD", "currency": "USD", "scenarios": { "base": { "prob": 0.6, "notes": "Steady 18% growth driven by CTV, margins expand, and multiple normalizes to 28x forward earnings.", "target_price": 28 }, "bear": { "prob": 0.2, "notes": "Ad recession deepens, revenue growth stalls to single digits, and multiple compresses to 15x.", "target_price": 16 }, "bull": { "prob": 0.2, "notes": "Accelerated CTV shift and retail media boom drive 25%+ growth, multiple expands to 35x.", "target_price": 38 } }, "confidence": 0.85, "assumptions": { "wacc": 0.095, "revenue_cagr_3y": 0.18, "terminal_multiple": 25, "ebit_margin_target": 0.25 }, "key_drivers": [ { "driver": "CTV Ad Spend Growth", "impact": "HIGH", "direction": "POS" }, { "driver": "Retail Media Partnerships", "impact": "MED", "direction": "POS" }, { "driver": "UID2.0 Industry Adoption", "impact": "HIGH", "direction": "POS" }, { "driver": "Macroeconomic Ad Market Slowdown", "impact": "HIGH", "direction": "NEG" }, { "driver": "Alphabet/Google Regulatory Scrutiny", "impact": "MED", "direction": "POS" }, { "driver": "Agency Consolidation", "impact": "LOW", "direction": "NEG" } ], "method_notes": "Valuation based on a 10-year DCF (9.5% WACC, 25x terminal multiple) and a 28x target P/E on NTM earnings. The recent price drop to $20.25 presents a STRONG_BUY opportunity with +38% upside. Not investment advice.", "current_price": 20.25, "recommendation": "STRONG_BUY", "thesis_bullets": [ "Massive selloff to $20.25 creates a highly compelling entry point for a premium ad-tech asset.", "Connected TV (CTV) and retail media remain strong secular tailwinds driving double-digit top-line growth.", "UID2.0 adoption mitigates third-party cookie deprecation risks, solidifying TTD's independent DSP leadership.", "Exceptional FCF generation ($709M TTM) and net cash balance sheet provide strong downside protection.", "Valuation is historically cheap, trading at an implied ~22x trailing earnings despite 18% revenue growth." ], "target_price_6m": 24, "target_price_12m": 28 }, "errorsJson": { "attempts": [], "providerMeta": { "model": "gemini-3-pro-preview", "provider": "gemini", "webSearch": { "used": false, "allowed": false, "enabled": false, "requested": false, "disabledReason": null } }, "sanityIssues": [] }, "latencyMs": 25212, "createdAt": "2026-04-09T05:21:59.417Z", "usage": { "inputTokens": 2356, "outputTokens": 911, "costUsd": 0.015644 } }, { "id": "cmnr15cam06n9p65827il1l45", "runId": "cmnr15caj06n8p658okgaccfe", "modelId": "openai.gpt-5.4", "status": "SUCCESS", "rawOutput": "{\"model\":\"AI Model Recommendation\",\"as_of\":\"2026-04-08T20:00:00.000Z\",\"ticker\":\"TTD\",\"currency\":\"USD\",\"current_price\":20.25,\"target_price_6m\":22.4,\"target_price_12m\":23.5,\"recommendation\":\"BUY\",\"confidence\":0.59,\"thesis_bullets\":[\"CTV and retail media keep shifting budgets toward programmatic buying.\",\"Independent DSP positioning supports agency adoption versus walled-garden alternatives.\",\"18% revenue growth and 20% operating margin support durable cash generation.\",\"Current quote implies a compressed valuation versus TTD's historical quality premium.\",\"Execution, privacy changes, and ad-cycle sensitivity can limit near-term re-rating.\"],\"key_drivers\":[{\"driver\":\"CTV spend migration\",\"impact\":\"HIGH\",\"direction\":\"POS\"},{\"driver\":\"Retail media growth\",\"impact\":\"HIGH\",\"direction\":\"POS\"},{\"driver\":\"Independent DSP share gains\",\"impact\":\"HIGH\",\"direction\":\"POS\"},{\"driver\":\"Kokai platform adoption\",\"impact\":\"MED\",\"direction\":\"POS\"},{\"driver\":\"International expansion\",\"impact\":\"MED\",\"direction\":\"POS\"},{\"driver\":\"Macro ad budget volatility\",\"impact\":\"HIGH\",\"direction\":\"NEG\"},{\"driver\":\"Privacy and identity changes\",\"impact\":\"HIGH\",\"direction\":\"NEG\"},{\"driver\":\"Take-rate competition\",\"impact\":\"MED\",\"direction\":\"NEG\"}],\"risks\":[\"Ad spending weakens in a recession.\",\"Privacy regulation reduces targeting effectiveness.\",\"Competition compresses take rates or growth.\",\"Platform rollout or measurement execution disappoints.\",\"Premium valuation remains vulnerable to derating.\"],\"assumptions\":{\"revenue_cagr_3y\":0.15,\"ebit_margin_target\":0.25,\"wacc\":0.105,\"terminal_multiple\":10},\"scenarios\":{\"bear\":{\"target_price\":16,\"prob\":0.25,\"notes\":\"Macro weakness and slower CTV adoption keep multiples compressed.\"},\"base\":{\"target_price\":23.5,\"prob\":0.5,\"notes\":\"Mid-teens growth and modest margin expansion support a partial rerating.\"},\"bull\":{\"target_price\":31,\"prob\":0.25,\"notes\":\"CTV, retail media, and operating leverage drive faster growth and premium multiples.\"}},\"method_notes\":\"Base case uses a blended forward EPS/FCF and growth-multiple check around 15% revenue CAGR and 25% EBIT margin. Snapshot quote fields were kept authoritative; snapshot price, P/E, and market-cap fields appear internally inconsistent, so I weighted business quality and per-share cash generation more than market-cap-derived multiples. not investment advice\"}", "parsedJson": { "as_of": "2026-04-08T20:00:00.000Z", "model": "AI Model Recommendation", "risks": [ "Ad spending weakens in a recession.", "Privacy regulation reduces targeting effectiveness.", "Competition compresses take rates or growth.", "Platform rollout or measurement execution disappoints.", "Premium valuation remains vulnerable to derating." ], "ticker": "TTD", "currency": "USD", "scenarios": { "base": { "prob": 0.5, "notes": "Mid-teens growth and modest margin expansion support a partial rerating.", "target_price": 23.5 }, "bear": { "prob": 0.25, "notes": "Macro weakness and slower CTV adoption keep multiples compressed.", "target_price": 16 }, "bull": { "prob": 0.25, "notes": "CTV, retail media, and operating leverage drive faster growth and premium multiples.", "target_price": 31 } }, "confidence": 0.59, "assumptions": { "wacc": 0.105, "revenue_cagr_3y": 0.15, "terminal_multiple": 10, "ebit_margin_target": 0.25 }, "key_drivers": [ { "driver": "CTV spend migration", "impact": "HIGH", "direction": "POS" }, { "driver": "Retail media growth", "impact": "HIGH", "direction": "POS" }, { "driver": "Independent DSP share gains", "impact": "HIGH", "direction": "POS" }, { "driver": "Kokai platform adoption", "impact": "MED", "direction": "POS" }, { "driver": "International expansion", "impact": "MED", "direction": "POS" }, { "driver": "Macro ad budget volatility", "impact": "HIGH", "direction": "NEG" }, { "driver": "Privacy and identity changes", "impact": "HIGH", "direction": "NEG" }, { "driver": "Take-rate competition", "impact": "MED", "direction": "NEG" } ], "method_notes": "Base case uses a blended forward EPS/FCF and growth-multiple check around 15% revenue CAGR and 25% EBIT margin. 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\"High valuation with competitive pressures from tech giants\"\n ],\n \"key_drivers\": [\n {\n \"driver\": \"Digital advertising market expansion\",\n \"impact\": \"HIGH\",\n \"direction\": \"POS\"\n },\n {\n \"driver\": \"CTV and retail media adoption\",\n \"impact\": \"HIGH\",\n \"direction\": \"POS\"\n },\n {\n \"driver\": \"AI-driven platform innovation\",\n \"impact\": \"MED\",\n \"direction\": \"POS\"\n },\n {\n \"driver\": \"EBIT margin expansion\",\n \"impact\": \"MED\",\n \"direction\": \"POS\"\n },\n {\n \"driver\": \"Ad spending cyclicality\",\n \"impact\": \"HIGH\",\n \"direction\": \"NEG\"\n },\n {\n \"driver\": \"Competition from Google/Amazon\",\n \"impact\": \"MED\",\n \"direction\": \"NEG\"\n },\n {\n \"driver\": \"Data privacy regulations\",\n \"impact\": \"MED\",\n \"direction\": \"NEG\"\n },\n {\n \"driver\": \"Valuation multiple contraction\",\n \"impact\": \"HIGH\",\n \"direction\": \"NEG\"\n }\n ],\n \"risks\": [\n \"Macro downturn cuts ad budgets\",\n \"Share 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