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      {
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        "agent": "Architect",
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        "evidence": "'Top-quartile funds continue to outperform, but for average funds the gap has narrowed'",
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        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
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      {
        "tool": {
          "name": "Quantification",
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        "evidence": "The slide includes specific metrics and data (e.g., 'Net IRR'), which suggests quantification of performance.",
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        "extraction": {
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      {
        "tool": {
          "name": "Core Message Extraction",
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          "status": "active",
          "bestFor": "Any slide that carries an argument or finding. The diagnostic: if the slide has a chart on it, it needs a core message. Run extraction whenever the current title is a topic (Q3 performance, Customer satisfaction) rather than a claim, or when a reader could reasonably draw more than one conclusion from the visible evidence.",
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          "categoryName": "Slide",
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      {
        "tool": {
          "name": "List presentation",
          "slug": "list-presentation",
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          "canonId": "019dd9e1-4ef7-777d-ba68-9074c2b3bcf1",
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          "description": "Bulleted, numbered, or checklist enumerations.",
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        "evidence": "The slide presents a list of key takeaways in bullet form.",
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        "confidence": 0.8,
        "extraction": {
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      {
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          "description": "A transitional slide marking the start of a new section.",
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        "layer": "slide",
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        "evidence": "The slide is titled as a section divider with a clear heading.",
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        "confidence": 0.9,
        "extraction": {
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      {
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        "layer": "slide",
        "agents": [
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        "matchId": "019dd95a-173e-703c-8767-c654221c5a81",
        "evidence": "Title: 'rapid growth of financial capital has shaped the global economy—and PE'",
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      {
        "tool": {
          "name": "Concrete Language",
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          "canonId": "019dd956-bcd4-7398-9723-6aa72346170b",
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          "description": "Using specific sensory details instead of abstract terms",
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        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
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        "matchId": "019dd95a-173e-703c-8767-cad627770099",
        "evidence": "$900T anchor figure",
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        "confidence": 75,
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      {
        "tool": {
          "name": "Waterfall chart",
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          "canonId": "e2799da3-725f-44a9-a093-570f1f388e64",
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        "matchId": "728f02b3-43c9-47ee-8ba9-17a396ed1e91",
        "evidence": "The slide features a waterfall chart showing the growth of total world financial assets.",
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        "confidence": 0.8,
        "extraction": {
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      {
        "tool": {
          "name": "Narrative foundations (from the Storymakers methodology)",
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          "bodyDocId": "019df269-2567-736e-8b9c-4ec77611334a",
          "description": "This skill focuses on the *adversarial* genre — activist campaigns, short",
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        "agent": "storyteller",
        "layer": "slide",
        "agents": [
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        "matchId": "25c83388-5ad9-444d-942d-721210102207",
        "evidence": "The text describes the pre-2008 buyout boom, the subsequent crash, the challenges faced by mega-buyout funds, and the eventual recovery driven by central bank liquidity and falling interest rates.",
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        "extraction": {
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      {
        "tool": {
          "name": "So What? Test",
          "slug": "so-what-test",
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          "bestFor": "On every slide carrying a chart, number, list, or finding intended to inform a decision; whenever a draft title is descriptive rather than directive; whenever the deck will circulate without its author.",
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          "description": "The recursive editorial discipline of asking so-what of every slide, chart, and statement until the answer is an implication for the audience — that final answer becomes the slide's title; the chain becomes its body.",
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          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
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        ],
        "matchId": "019dd95a-173e-703c-8767-cf1526d1a215",
        "evidence": "Callout reframes prior data: 'underappreciated role of superabundant capital'",
        "pageRefs": null,
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        "whenToUse": "On every slide carrying a chart, number, list, or finding intended to inform a decision; whenever a draft title is descriptive rather than directive; whenever the deck will circulate without its author.",
        "confidence": 78,
        "extraction": {
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        "pageNumber": 31,
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      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
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          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
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        "agents": [
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        "matchId": "019dd95a-173e-703c-8767-d2bccbe1696e",
        "evidence": "Causal action title about rate drop helping skirt default",
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        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
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        "extraction": {
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        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
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      {
        "tool": {
          "name": "Chart Selection Guide",
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          "canonId": "019dd956-b1a0-700b-ba17-0e16c4d5bcae",
          "version": 1,
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          "description": "Choosing the right chart type for your data and message",
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          "categoryName": "Slide",
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        "agent": "Designer",
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        "agents": [
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        "evidence": "The slide features a line chart showing yield trends for various bonds.",
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        "extraction": {
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      {
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          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
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        "evidence": "'wall of refinancing worries … have been overcome'",
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        "priority": "Core",
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        "extraction": {
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      {
        "tool": {
          "name": "Core Message Extraction",
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          "bestFor": "Any slide that carries an argument or finding. The diagnostic: if the slide has a chart on it, it needs a core message. Run extraction whenever the current title is a topic (Q3 performance, Customer satisfaction) rather than a claim, or when a reader could reasonably draw more than one conclusion from the visible evidence.",
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        "evidence": "LPs and GPs have tailored some large and interesting relationships around separate accounts in recent years.",
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      {
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          "name": "Narrative foundations (from the Storymakers methodology)",
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          "description": "This skill focuses on the *adversarial* genre — activist campaigns, short",
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        "agents": [
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        "matchId": "a187af8d-1ad1-45d0-a2ae-a9184566a866",
        "evidence": "For example, the Teacher Retirement System of Texas (TRS) partnered in 2011 with Kohlberg",
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      {
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          "name": "So What? Test",
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          "description": "The recursive editorial discipline of asking so-what of every slide, chart, and statement until the answer is an implication for the audience — that final answer becomes the slide's title; the chain becomes its body.",
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        "matchId": "019dd95a-173e-703c-8768-0a255fcceda3",
        "evidence": "Callout: 'co-investing is currently the most common way for LPs to put shadow capital to work'",
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        "priority": "Core",
        "whenToUse": "On every slide carrying a chart, number, list, or finding intended to inform a decision; whenever a draft title is descriptive rather than directive; whenever the deck will circulate without its author.",
        "confidence": 75,
        "extraction": {
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          "name": "Action Titles",
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        "evidence": "Title: 'LPs search for better net returns has buoyed their interest'",
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        "extraction": {
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      {
        "tool": {
          "name": "Chart Selection Guide",
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          "canonId": "019dd956-b1a0-700b-ba17-0e16c4d5bcae",
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          "description": "Choosing the right chart type for your data and message",
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          "categoryName": "Slide",
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        "agent": "Designer",
        "layer": "slide",
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        "evidence": "chart/bar-stacked: LPs' perception of co-investment performance compared with that of fund investments",
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        "extraction": {
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          "name": "Data Story Arc",
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          "description": "Context → Conflict → Insight → Implication structure for data narratives",
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          "categoryName": "Loop",
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        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
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        "matchId": "5da2ed00-7bd0-4c41-961e-11699195a80c",
        "evidence": "Figure 2.10: LPs' search for better net returns has buoyed their interest in co-investing",
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          "name": "Von Restorff Effect",
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      {
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          "name": "Action Titles",
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        "matchId": "019dd95a-173e-703c-8768-16f80ca82f39",
        "evidence": "Action title quantifies co-sponsorship share",
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      {
        "tool": {
          "name": "Thesis archetype",
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          "canonId": "019dd9e1-4b0b-7428-9b26-f171d1e753fb",
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          "description": "A canonical investment / activist thesis shape (breakup, fraud, governance).",
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        "agent": null,
        "layer": "slide",
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        "matchId": "68a18a39-3487-4759-abc1-8c77af1ac59e",
        "evidence": "Co-sponsorships between GPs and LPs during the period between 2009 and 2014 accounted for less than 15% of all deals with a price tag of more than $1 billion.",
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        "confidence": 0.7,
        "extraction": {
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          "model": "or:meta-llama/llama-4-scout",
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      {
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          "name": "Action Titles",
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          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
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          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
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          "categoryName": "Slide",
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        "agent": "Architect",
        "layer": "slide",
        "agents": [
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        ],
        "matchId": "019dd95a-173e-703c-8768-1aad80dadc78",
        "evidence": "Title names the actor: 'Big Canadian pension funds and SWFs dominate'",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 85,
        "extraction": {
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        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
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      },
      {
        "tool": {
          "name": "Concrete Language",
          "slug": "concrete-language",
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          "bestFor": null,
          "canonId": "019dd956-bcd4-7398-9723-6aa72346170b",
          "version": 1,
          "bodyDocId": null,
          "description": "Using specific sensory details instead of abstract terms",
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          "categoryName": "Slide",
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        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
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        ],
        "matchId": "019dd95a-173e-703c-8768-1cf42939da7d",
        "evidence": "Specific cap '< 2% of LP base; 100 institutions'",
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        "confidence": 78,
        "extraction": {
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      {
        "tool": {
          "name": "Closing Techniques",
          "slug": "closing-techniques",
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          "bestFor": null,
          "canonId": "019dd956-af13-774b-a4fd-7db0a3a88d51",
          "version": 1,
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          "description": "Strong endings: Callback, challenge, vision, clear CTA, memorable line",
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          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
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        "matchId": "019dd95a-173e-703c-8768-242f0a9353d6",
        "evidence": "Closes shadow-capital loop with prescriptive line",
        "pageRefs": null,
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        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:33.438368+00",
          "model": "claude-legacy",
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      },
      {
        "tool": {
          "name": "Core Message Extraction",
          "slug": "core-message-extraction",
          "status": "active",
          "bestFor": "Any slide that carries an argument or finding. The diagnostic: if the slide has a chart on it, it needs a core message. Run extraction whenever the current title is a topic (Q3 performance, Customer satisfaction) rather than a claim, or when a reader could reasonably draw more than one conclusion from the visible evidence.",
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          "version": 1,
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          "description": "The discipline of distilling raw analysis, data, or content into a single declarative sentence — the slide's core message — that the audience would walk away with if they remembered nothing else. Process, not artefact: extraction questions run on the raw content until one sentence falls out.",
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          "categoryName": "Slide",
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        },
        "agent": "Architect",
        "layer": "slide",
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        "matchId": "019dd95a-173e-703c-8768-21334b593a96",
        "evidence": "Synthesis page: 'Lessons for GPs … great offense — generate high returns'",
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        "whyItWorks": "Solves the two failure modes of slide writing simultaneously: the topic title (which outsources interpretation to the audience and produces three different conclusions in three different heads) and the multi-thesis stapler (which exceeds working memory and gets remembered as fragments). Aligns with how readers actually consume decks — Heath & Heath's Find the Core, the journalist's nut graf, and Minto's governing thought all converge on the same cognitive economics.",
        "antipattern": "Topic titles disguised as core messages (Customer satisfaction, no verb, no stake); multi-thesis sentences stapled with and; hedged sentences (may show signs of possible softening); chart-caption titles (Revenue fell 4%) that restate what the chart already shows instead of naming the so-what; meta-commentary (this slide explores...) that describes the slide rather than concluding it.",
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      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
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          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
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          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
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        "matchId": "019dd95a-173e-703c-8768-299ee84b161d",
        "evidence": "Frames new sub-section: 'Refocusing on America'",
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        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
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      {
        "tool": {
          "name": "Executive summary",
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          "canonId": "019dd9e1-4b63-72d5-9734-da757d91ca61",
          "version": 1,
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          "description": "A condensed view of the entire argument on a single slide / block.",
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          "description": "Structured definition of the problem: What? Who? Where? When? Scale?",
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          "description": "Five-step persuasion: Attention, Need, Satisfaction, Visualization, Action",
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              "evidence": "Six bullet 'key takeaways' chunked for retention",
              "confidence": 80
            },
            {
              "id": 153,
              "slug": "core-message-extraction",
              "layer": "Slide",
              "evidence": "Distills section into core takeaways",
              "confidence": 78
            },
            {
              "id": 114,
              "slug": "peak-end-rule",
              "layer": "Loop",
              "evidence": "End of section 1 with summary takeaways",
              "confidence": 70
            }
          ],
          "page_number": 28
        },
        {
          "tools": [
            {
              "id": 1,
              "slug": "scqa-framework",
              "layer": "Block",
              "evidence": "Section divider sets up complication: 'four forces … will weigh heavily'",
              "confidence": 80
            },
            {
              "id": 17,
              "slug": "governing-thought",
              "layer": "Block",
              "evidence": "Single overarching idea introduces section 2",
              "confidence": 75
            },
            {
              "id": 16,
              "slug": "three-pillars",
              "layer": "Block",
              "evidence": "Report structured around three numbered sections",
              "confidence": 60
            }
          ],
          "page_number": 29
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'rapid growth of financial capital has shaped the global economy—and PE'",
              "confidence": 88
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "$900T anchor figure",
              "confidence": 75
            }
          ],
          "page_number": 30
        },
        {
          "tools": [
            {
              "id": 119,
              "slug": "so-what-test",
              "layer": "Slide",
              "evidence": "Callout reframes prior data: 'underappreciated role of superabundant capital'",
              "confidence": 78
            }
          ],
          "page_number": 31
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Causal action title about rate drop helping skirt default",
              "confidence": 85
            },
            {
              "id": 86,
              "slug": "causal-chain",
              "layer": "Loop",
              "evidence": "Rate drop -> yield-hungry creditors -> defaults avoided",
              "confidence": 80
            }
          ],
          "page_number": 32
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'wall of refinancing worries … have been overcome'",
              "confidence": 85
            },
            {
              "id": 26,
              "slug": "before-after-bridge",
              "layer": "Block",
              "evidence": "Before (massive debt repayments) -> bridge (refinancings) -> after (debt under control)",
              "confidence": 72
            }
          ],
          "page_number": 33
        },
        {
          "tools": [
            {
              "id": 153,
              "slug": "core-message-extraction",
              "layer": "Slide",
              "evidence": "Callout extracts winning-factors thesis",
              "confidence": 75
            }
          ],
          "page_number": 34
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'wide-open exit channels enabled buyout funds to escape the shadow'",
              "confidence": 80
            }
          ],
          "page_number": 35
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Action title: 'GPs must weigh future recession risks'",
              "confidence": 88
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific 5-year holding-period math",
              "confidence": 70
            }
          ],
          "page_number": 36
        },
        {
          "tools": [
            {
              "id": 153,
              "slug": "core-message-extraction",
              "layer": "Slide",
              "evidence": "Distills 'shadow capital looms' insight with 17x reference",
              "confidence": 75
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Metaphor: 'shadow capital looms over PE'",
              "confidence": 75
            }
          ],
          "page_number": 37
        },
        {
          "tools": [
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Standalone '85% of LPs' as anchor stat",
              "confidence": 75
            },
            {
              "id": 169,
              "slug": "authority-bias",
              "layer": "Slide",
              "evidence": "Cites Preqin (industry data authority)",
              "confidence": 70
            }
          ],
          "page_number": 38
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states: 'Growing demand for PE has LPs looking at all options'",
              "confidence": 88
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Dashed reference lines labeled 'Most recent weighted average' and '2006 weighted average'",
              "confidence": 80
            }
          ],
          "page_number": 39
        },
        {
          "tools": [
            {
              "id": 119,
              "slug": "so-what-test",
              "layer": "Slide",
              "evidence": "Callout: 'co-investing is currently the most common way for LPs to put shadow capital to work'",
              "confidence": 75
            }
          ],
          "page_number": 40
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'LPs search for better net returns has buoyed their interest'",
              "confidence": 85
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Highlighted 87% statistic",
              "confidence": 75
            }
          ],
          "page_number": 41
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Action title quantifies co-sponsorship share",
              "confidence": 85
            }
          ],
          "page_number": 42
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title names the actor: 'Big Canadian pension funds and SWFs dominate'",
              "confidence": 85
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific cap '< 2% of LP base; 100 institutions'",
              "confidence": 78
            }
          ],
          "page_number": 43
        },
        {
          "tools": [
            {
              "id": 153,
              "slug": "core-message-extraction",
              "layer": "Slide",
              "evidence": "Synthesis page: 'Lessons for GPs … great offense — generate high returns'",
              "confidence": 78
            },
            {
              "id": 124,
              "slug": "closing-techniques",
              "layer": "Slide",
              "evidence": "Closes shadow-capital loop with prescriptive line",
              "confidence": 70
            }
          ],
          "page_number": 44
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Frames new sub-section: 'Refocusing on America'",
              "confidence": 80
            },
            {
              "id": 119,
              "slug": "so-what-test",
              "layer": "Slide",
              "evidence": "Callout: 'flight to quality has made the US a renewed focus'",
              "confidence": 75
            }
          ],
          "page_number": 45
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'majority of buyout capital raised globally has been targeted at investments in the US'",
              "confidence": 88
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "63% headline figure highlighted",
              "confidence": 70
            }
          ],
          "page_number": 46
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Two action titles paired across split layout",
              "confidence": 80
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Two related charts side by side comparing US dimensions",
              "confidence": 78
            }
          ],
          "page_number": 47
        },
        {
          "tools": [
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific Advent/Bojangles 2011 case",
              "confidence": 80
            },
            {
              "id": 157,
              "slug": "sinatra-test",
              "layer": "Slide",
              "evidence": "Flagship deal example used to illustrate broader thesis",
              "confidence": 65
            }
          ],
          "page_number": 48
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'PE ownership of US companies has increased … particularly middle-market'",
              "confidence": 85
            }
          ],
          "page_number": 49
        },
        {
          "tools": [
            {
              "id": 119,
              "slug": "so-what-test",
              "layer": "Slide",
              "evidence": "Callout: 'structural tensions that threaten to pull the eurozone apart'",
              "confidence": 75
            },
            {
              "id": 169,
              "slug": "authority-bias",
              "layer": "Slide",
              "evidence": "Cites 'Bain & Company's Macro Trends Group'",
              "confidence": 70
            }
          ],
          "page_number": 50
        },
        {
          "tools": [
            {
              "id": 124,
              "slug": "closing-techniques",
              "layer": "Slide",
              "evidence": "Scenario warning closes the Europe section",
              "confidence": 70
            }
          ],
          "page_number": 51
        },
        {
          "tools": [
            {
              "id": 153,
              "slug": "core-message-extraction",
              "layer": "Slide",
              "evidence": "Crystallizes section thesis: 'It is getting harder to spot the winners'",
              "confidence": 80
            },
            {
              "id": 17,
              "slug": "governing-thought",
              "layer": "Block",
              "evidence": "Governing idea introduced for the next loop",
              "confidence": 70
            }
          ],
          "page_number": 52
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'Buyout-fund performance has become compressed for recent fund vintages'",
              "confidence": 88
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Three labeled lines (Top-quartile, Median, Bottom-quartile)",
              "confidence": 80
            },
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Multi-line time-series for distribution over vintage years",
              "confidence": 70
            }
          ],
          "page_number": 53
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'Funds now cluster in a very narrow band of returns'",
              "confidence": 85
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Highlighted 11.9% statistic",
              "confidence": 70
            }
          ],
          "page_number": 54
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'performance can shift dramatically over a fund life'",
              "confidence": 80
            }
          ],
          "page_number": 55
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title quantifies: 'not clear until around the seventh year'",
              "confidence": 85
            },
            {
              "id": 119,
              "slug": "so-what-test",
              "layer": "Slide",
              "evidence": "Callout: 'persistence of fund performance appears to be slipping'",
              "confidence": 75
            }
          ],
          "page_number": 56
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Section frame: 'GPs mandate to differentiate'",
              "confidence": 85
            },
            {
              "id": 153,
              "slug": "core-message-extraction",
              "layer": "Slide",
              "evidence": "Synthesizes alpha-model thesis",
              "confidence": 78
            }
          ],
          "page_number": 57
        },
        {
          "tools": [
            {
              "id": 1,
              "slug": "scqa-framework",
              "layer": "Block",
              "evidence": "Section divider sets up Question/Answer for portfolio building blocks",
              "confidence": 75
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Headline '<5% consistently deploy it' anchors complication",
              "confidence": 75
            },
            {
              "id": 27,
              "slug": "problem-agitate-solve-pas",
              "layer": "Block",
              "evidence": "Problem (gap between claim and execution) -> solution (back to basics)",
              "confidence": 65
            }
          ],
          "page_number": 59
        },
        {
          "tools": [
            {
              "id": 153,
              "slug": "core-message-extraction",
              "layer": "Slide",
              "evidence": "Distills 'quick hits' as the prescription",
              "confidence": 75
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific levers: pricing, procurement",
              "confidence": 70
            }
          ],
          "page_number": 60
        },
        {
          "tools": [
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Headline '3.6x' anchor for the early-blueprint claim",
              "confidence": 75
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific '128 exited deals' analyzed by Bain",
              "confidence": 75
            }
          ],
          "page_number": 61
        },
        {
          "tools": [
            {
              "id": 153,
              "slug": "core-message-extraction",
              "layer": "Slide",
              "evidence": "Synthesizes 'good to great > rescuing losers' insight",
              "confidence": 75
            }
          ],
          "page_number": 62
        },
        {
          "tools": [
            {
              "id": 116,
              "slug": "chunking",
              "layer": "Slide",
              "evidence": "Self-assessment broken into discrete questions",
              "confidence": 80
            },
            {
              "id": 102,
              "slug": "goal-gradient-effect",
              "layer": "Loop",
              "evidence": "Reader-facing diagnostic moves toward an action close",
              "confidence": 60
            },
            {
              "id": 124,
              "slug": "closing-techniques",
              "layer": "Slide",
              "evidence": "Closes report with reader-facing CTA via questionnaire",
              "confidence": 75
            }
          ],
          "page_number": 63
        }
      ],
      "slides_seen": 68,
      "deck_summary": "Bain's report follows the Consultant's Gambit cleanly at the macro level (Situation -> Complication -> Approach -> Evidence -> Action) but is delivered as a long-form prose-and-chart industry report, so loop techniques skew to data-narrative (pattern hunter, benchmark gap, so-what cascade) over visual storytelling. Action titles are consistent throughout and a closing self-assessment provides a clear reader-facing CTA.",
      "secondary_arcs": [
        {
          "id": 11,
          "slug": "triple-take",
          "beats": [
            {
              "name": "The Facts (What)",
              "end_page": 28,
              "evidence": "Section 1: what happened in PE in 2014",
              "position": 1,
              "start_page": 7
            },
            {
              "name": "The Implications (So What)",
              "end_page": 58,
              "evidence": "Section 2: dynamics that will shape PE in 2015+",
              "position": 2,
              "start_page": 29
            },
            {
              "name": "The Action (Now What)",
              "end_page": 63,
              "evidence": "Section 3: portfolio building blocks and self-assessment",
              "position": 3,
              "start_page": 59
            }
          ],
          "evidence": "Three numbered sections explicitly map to What (2014 results) -> So What (2015 dynamics) -> Now What (back to basics).",
          "confidence": 70
        }
      ],
      "images_inspected": 5,
      "slide_frameworks": [
        {
          "frameworks": [
            {
              "name": "Pooled IRR Benchmarking",
              "slug": "pooled-irr-benchmarking",
              "evidence": "Multi-horizon pooled-IRR returns by category labelled in chart legend",
              "confidence": 70
            }
          ],
          "page_number": 24
        },
        {
          "frameworks": [
            {
              "name": "Vintage Year Analysis",
              "slug": "vintage-year-analysis",
              "evidence": "Chart labels vintages by year (2006, 2007, 2008…)",
              "confidence": 78
            }
          ],
          "page_number": 25
        },
        {
          "frameworks": [
            {
              "name": "Quartile Distribution Analysis",
              "slug": "quartile-distribution",
              "evidence": "Top-quartile vs bottom-quartile narrowing-gap framing",
              "confidence": 80
            }
          ],
          "page_number": 27
        },
        {
          "frameworks": [
            {
              "name": "Vintage Year TVPI Benchmark",
              "slug": "vintage-tvpi-benchmark",
              "evidence": "Chart legend: 'Top-quartile threshold, Median, Bottom-quartile threshold' with TVPI note",
              "confidence": 85
            }
          ],
          "page_number": 53
        },
        {
          "frameworks": [
            {
              "name": "Five Building Blocks of Portfolio Activism",
              "slug": "five-building-blocks-portfolio-activism",
              "evidence": "Text references 'five interlocking building blocks of portfolio activism' as Bain framework",
              "confidence": 70
            },
            {
              "name": "Value Creation Self-Assessment",
              "slug": "value-creation-self-assessment",
              "evidence": "Section header 'Identifying barriers to value creation: A self-assessment' with diagnostic questions",
              "confidence": 78
            }
          ],
          "page_number": 63
        }
      ]
    },
    "matchedAt": "2026-04-26 21:50:54+00",
    "slidesSeen": 68,
    "deckSummary": "Bain's report follows the Consultant's Gambit cleanly at the macro level (Situation -> Complication -> Approach -> Evidence -> Action) but is delivered as a long-form prose-and-chart industry report, so loop techniques skew to data-narrative (pattern hunter, benchmark gap, so-what cascade) over visual storytelling. Action titles are consistent throughout and a closing self-assessment provides a clear reader-facing CTA.",
    "imagesInspected": 5,
    "extractionSeconds": 397.4248
  },
  "score": {
    "backend": "claude",
    "scoredAt": "2026-05-02 13:38:16.811+00",
    "subScores": {
      "scqa_arc": 58,
      "action_titles": 78,
      "mece_structure": 72,
      "closing_strength": 60,
      "evidence_quality": 86,
      "clarity_of_thesis": 58,
      "production_quality": 72,
      "visual_storytelling": 64
    },
    "totalScore": 69,
    "coveragePct": 94,
    "explanations": {
      "scqa_arc": "Each section has internal arc but the deck overall is analytical-dump: 4 PE activities surveyed in part 1, 4 forces enumerated in part 2; no central complication-question-answer spine pulls the reader through.",
      "action_titles": "Most figure slides carry strong insight-bearing titles, e.g. slide 18 'PE funds held record amounts of dry powder in 2014, including $452 billion for buyouts'; the gap is many narrative-bridge pages (slides 20, 31, 34, 38, 40, 48, 51, 60-62) titled with the generic report header.",
      "mece_structure": "The two-part frame (2014 retrospective in slides 7-28; 2015 dynamics in slides 29-57) is clean, with section 3 on portfolio operating models (59-64) bolted on; minor overlap between 'shadow capital' (37-44) and 'compressed returns' themes.",
      "closing_strength": "Slides 60-64 do offer prescriptions (quick hits, talent, resource concentration, a self-assessment checklist on s64), but there is no single closing recommendation slide or call-to-action; the deck ends with contacts, disclaimer, and a corporate boilerplate page.",
      "evidence_quality": "Claims are consistently backed by Cambridge Associates, Preqin, and Bain analysis with named metrics, footnotes, and a deal-level table (slide 11); LP quotes (slide 13) and case studies (Kronos s37, StarBev s60-61, Bojangles s48) reinforce the data.",
      "clarity_of_thesis": "The foreword (slide 5) gestures at themes (record exits, capital inflows, valuation pressure) but the deck never states a single declarative thesis in the first 5 slides; it reads as a state-of-the-industry survey rather than an argument.",
      "production_quality": "High action-title density, consistent figure-narrative pairing, and disciplined footnotes; weakened by pagination mismatches noted on slides 35 and 58, two filler pages, and chronic overcrowding on data exhibits.",
      "visual_storytelling": "Charts mostly fit the message (stacked bars for composition, line for IRR over time, scatter for GDP-vs-companies on slide 47, map for LP geography on slide 43), but ~15 slides are flagged overcrowded with 12-30 data points and dual-figure pages dilute punchlines."
    },
    "slidesAnalyzed": 64
  },
  "review": {
    "backend": null,
    "verdict": "A structurally disciplined three-act industry report with excellent chart titles but a weak opening, a truncated resolution, and too many narrative pages masquerading as slides — use Section 1's analytical builds and the pillar architecture as a teaching example, not the overall close.",
    "reviewedAt": "2026-04-24 14:28:15+00",
    "slidesSeen": 68,
    "suggestions": [
      "Replace the ~11 running-header placeholder titles with action titles that state the prose pages' insight (e.g., p. 20 should declare 'Record multiples have raised the bar for outsized returns', not repeat the report name)",
      "Rewrite p. 28 'Key takeaways' as an insight-bearing title (e.g., 'Exits set records, but fund-raising bifurcation and compressed returns are the story to watch') and mirror the same treatment on Section 2's implicit takeaway",
      "Add an explicit recommendation / call-to-action slide between p. 63 and the appendix that synthesizes the three operating-model imperatives (quick hits, 100-day plan, portfolio self-assessment) into one 'what GPs should do in 2015' page",
      "Move the $450B exit hook from p. 5 to p. 1 or p. 2 as an opening chart/statement so the thesis lands before the 'About Bain' page, not after it",
      "Rebalance Section 3 by expanding the portfolio-building-blocks content so the resolution has narrative weight proportional to the analytical build-up"
    ],
    "closingScore": 52,
    "openingScore": 58,
    "topStrengths": [
      "Three-act pillar structure (pp. 7, 29, 59) maps cleanly to SCQA: situation (2014 recap) → complication (four forces) → answer (portfolio basics)",
      "Chart action titles are declarative and quantified — p. 13 'PE fund-raising slipped 6%, to $499 billion', p. 24 'Long-term buyout-fund returns remain strong, at better than 14% annualized over 10 years', p. 54 'Funds now cluster in a very narrow band of returns'",
      "Section 1 has internal narrative logic: exits → fundraising → investments → returns mirrors the PE lifecycle, making the data builds feel like a coherent story rather than a dump",
      "Callouts carry specific, memorable numbers (the $450B, $1.2T dry powder, 85% LP co-invest preference) that reinforce rather than repeat the titles"
    ],
    "topWeaknesses": [
      "~11 slides (pp. 20, 31, 34, 38, 40, 48, 51, 60, 61, 62, 66) carry the repeating running header as their title instead of an action title — narrative prose pages that fail as slides",
      "Key takeaways slide (p. 28) is literally titled 'Key takeaways' — squanders a synthesis moment with a topic label",
      "No explicit 'so what / now what' closing slide; the deck trails into a self-assessment (p. 63) then key contacts (p. 65) with no memorable CTA",
      "Opening makes the reader wade through 4 pages of front matter and self-promotion before the $450B hook on p. 5; stakes aren't front-loaded",
      "Section 3 (recommendations) occupies only ~4 content pages versus ~22 and ~28 for Sections 1 and 2 — the 'resolution' is structurally underweight relative to the setup"
    ],
    "narrativeScore": 72,
    "pillarCritique": "The three section dividers (pp. 7, 29, 59) are genuine MECE pillars — past performance / forward dynamics / action playbook — not topic dumps, and Section 1 sub-splits cleanly into exits, fund-raising, investments, returns. Strong pillar architecture is probably the deck's best structural feature.",
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}