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          "canonId": "019dd956-790d-708d-983e-ef9bbc68f741",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "The Full List -> Quick Wins (Low effort, High impact) -> Big Bets (High effort, High impact) -> Sequenced Roadmap",
          "description": "Separate initiatives into immediate wins and longer-term strategic bets",
          "familyLabel": null,
          "categoryName": "Consulting Framework",
          "categorySlug": "consulting-framework"
        },
        "matchId": "019dd95a-088b-72c8-b7e1-0ce94def14d8",
        "evidence": "Three explicit steps on p.24: Deploy AI for immediate impact / Reshape with strategic vision / Invent for long-term advantage",
        "position": 5,
        "objective": "Sequence the AI journey from immediate wins to long-horizon bets",
        "confidence": 80,
        "extraction": {
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          "runId": null,
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      }
    ],
    "tools": [
      {
        "tool": {
          "name": "Big Idea Formula",
          "slug": "big-idea-formula",
          "status": "active",
          "bestFor": "Any narrative-driven persuasive deck whose job is to move the audience: keynotes, fundraising pitches, capital-allocation board asks, all-hands behaviour-change talks, conference talks meant to shift mental models. Use it before structuring; pair with Pyramid when the deck must also withstand line-by-line scrutiny.",
          "canonId": "019dd956-7dd1-74d7-9866-ffdef19ecfbf",
          "version": 1,
          "bodyDocId": "c30d7484-69e0-4e21-82cf-20fa0966869e",
          "description": "Nancy Duarte's articulation of how to frame a presentation's central message: the speaker's unique point of view plus what's at stake for the audience, expressed as one complete declarative sentence. The narrative-driven counterpart to Minto's analytical governing thought.",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Storyteller",
        "layer": "block",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-121f-71e6-8e92-a469464163c5",
        "evidence": "Callout crystallises POV+stake: 'waiting is not an option... risk being left behind'",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any narrative-driven persuasive deck whose job is to move the audience: keynotes, fundraising pitches, capital-allocation board asks, all-hands behaviour-change talks, conference talks meant to shift mental models. Use it before structuring; pair with Pyramid when the deck must also withstand line-by-line scrutiny.",
        "confidence": 70,
        "extraction": {
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          "model": "claude-legacy",
          "runId": null,
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        },
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        "whyItWorks": "Solves the topic-not-thesis trap and the stake-less recommendation trap simultaneously. A single declarative sentence with a verb forces the speaker's stance into the room; routing the consequence through the word 'you' translates internal urgency into the audience's currency. The result is short enough to be repeated after the meeting — and that repetition is the persuasion mechanism.",
        "antipattern": "A topic dressed as a thesis ('Sustainability Roadmap 2026'), a stake attached to the speaker rather than the audience, two ideas spliced with 'and', abstract verbs (leverage / unlock / empower) that survive deletion, or writing the Big Idea after the deck is already built so the slides don't actually defend it.",
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        "narrativePurpose": "Forces the deck to commit to a single declarative thesis before slide one — a sentence that names the speaker's stance and routes a consequence through the audience's currency. Acts as the filter every slide, anecdote, and chart must ladder up to."
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      {
        "tool": {
          "name": "Pyramid Principle",
          "slug": "pyramid-principle",
          "status": "active",
          "bestFor": "When the document has a single governing decision or recommendation the reader is asked to accept, and the case can be decomposed into a small number of clean groups. Strategy decks, board memos, investment committee papers.",
          "canonId": "019dd956-7cbd-7219-a477-c871e2bc1aff",
          "version": 1,
          "bodyDocId": "88b6ac56-b880-46f9-8621-ef3491ab6235",
          "description": "Lead with the answer; group three to five MECE supports beneath it; recurse one level down. Top-down hierarchical structure for any document with a single recommendation.",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Architect",
        "layer": "block",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-121f-71e6-8e92-a9c75e607632",
        "evidence": "Answer-first executive summary precedes evidence chapters",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "When the document has a single governing decision or recommendation the reader is asked to accept, and the case can be decomposed into a small number of clean groups. Strategy decks, board memos, investment committee papers.",
        "confidence": 70,
        "extraction": {
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          "model": "claude-legacy",
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        "pageNumber": 2,
        "whyItWorks": "Solves the two failure modes of expert communication at once: (1) the long climb where readers wait pages for the answer, and (2) logical mush from non-MECE groupings. Progressive disclosure lets a reader stop at any depth and get the right information.",
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        "narrativePurpose": "Transfer conviction with minimum reader effort by mirroring how decision-makers consume information: answer first, scaffolding behind."
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      {
        "tool": {
          "name": "SCQA Framework",
          "slug": "scqa-framework",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-7bcb-763f-bdf6-1dfedf3bd36c",
          "version": 1,
          "bodyDocId": "019df22a-a0b0-719e-937e-2ac31e53d32c",
          "description": "Situation, Complication, Question, Answer - structured problem framing",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Architect",
        "layer": "block",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-121f-71e6-8e92-a106201c22c4",
        "evidence": "Exec summary frames Situation (rebound), Complication (challenges), Question (what to do), Answer (AI)",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 75,
        "extraction": {
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          "model": "claude-legacy",
          "runId": null,
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        "pageNumber": 2,
        "whyItWorks": null,
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        "cardinality": null,
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      },
      {
        "tool": {
          "name": "MECE Principle",
          "slug": "mece-principle",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-7c60-71a8-8758-c79d914489c9",
          "version": 1,
          "bodyDocId": null,
          "description": "Mutually Exclusive, Collectively Exhaustive - ensuring complete, non-overlapping structure",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Architect",
        "layer": "block",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-121f-71e6-8e92-e2fd497a100a",
        "evidence": "Five distinct pressures partition the headwinds into non-overlapping buckets",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
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          "model": "claude-legacy",
          "runId": null,
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        "pageNumber": 6,
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      },
      {
        "tool": {
          "name": "The Rule of Three",
          "slug": "the-rule-of-three",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-8962-75cf-b4f8-9394501a6f33",
          "version": 1,
          "bodyDocId": null,
          "description": "Ideas presented in threes are more memorable and satisfying",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Storyteller",
        "layer": "block",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-121f-71e6-8e92-f805bf34aec2",
        "evidence": "Three Ps framing satisfies rule-of-three memorability",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
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        },
        "pageNumber": 7,
        "whyItWorks": null,
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        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Three Pillars",
          "slug": "three-pillars",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-81ef-7455-a365-b234d95a6bbb",
          "version": 1,
          "bodyDocId": null,
          "description": "Three major supporting arguments that are MECE and address key concerns",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Architect",
        "layer": "block",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-121f-71e6-8e93-516327af903a",
        "evidence": "Three columns People / Technology and partnerships / Risk and compliance",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
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        },
        "pageNumber": 15,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Negativity Bias",
          "slug": "negativity-bias",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-966c-77ea-a9a5-f6b95671162e",
          "version": 1,
          "bodyDocId": null,
          "description": "Negative events recalled more vividly than positive - use carefully for problem framing",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Storyteller",
        "layer": "block",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-121f-71e6-8e93-ae0c6b3366c8",
        "evidence": "Frames the gap as a problem to motivate action in the next slide",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 65,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
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        },
        "pageNumber": 23,
        "whyItWorks": null,
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      },
      {
        "tool": {
          "name": "AIDA Model",
          "slug": "aida-model",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-86fc-773c-813f-d416714b8413",
          "version": 1,
          "bodyDocId": null,
          "description": "Attention, Interest, Desire, Action - classic persuasion sequence",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Storyteller",
        "layer": "block",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-121f-71e6-8e93-c039f6e174f8",
        "evidence": "Closing block: Attention (dawn is here) → Desire (advantage) → Action (3 steps)",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
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        },
        "pageNumber": 24,
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        "cardinality": null,
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      },
      {
        "tool": {
          "name": "Before-After-Bridge",
          "slug": "before-after-bridge",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-8604-7188-883f-42370288ad05",
          "version": 1,
          "bodyDocId": null,
          "description": "Narrative structure: Paint the before, show the after, explain the bridge",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Storyteller",
        "layer": "block",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-121f-71e6-8e93-c7d11847aa0a",
        "evidence": "Before (cautious observation) → After (long-term advantage) with 3-step bridge",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 65,
        "extraction": {
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        "pageNumber": 24,
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      },
      {
        "tool": {
          "name": "Contrast Pairs",
          "slug": "contrast-pairs",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-9b77-70d3-88b1-f34e26f60860",
          "version": 1,
          "bodyDocId": null,
          "description": "Creating tension through opposites: Before↔After, Problem↔Solution, Pain↔Relief",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Storyteller",
        "layer": "loop",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-121f-71e6-8e92-b4c274ab2991",
        "evidence": "Sets up rebound (positive) vs persistent pressures (negative) tension",
        "pageRefs": null,
        "priority": "Core",
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        "confidence": 70,
        "extraction": {
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          "model": "claude-legacy",
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        "pageNumber": 3,
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      },
      {
        "tool": {
          "name": "Foreshadowing",
          "slug": "foreshadowing",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-a406-7159-bb8c-aeef05df2563",
          "version": 1,
          "bodyDocId": null,
          "description": "Planting hints of what's to come for later payoff",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Storyteller",
        "layer": "loop",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-121f-71e6-8e92-b0758a650139",
        "evidence": "Names the five pressures that the next exhibit will detail",
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        "confidence": 70,
        "extraction": {
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      },
      {
        "tool": {
          "name": "Inductive Reasoning",
          "slug": "inductive-reasoning",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-99c6-705e-94cc-76a504c3da37",
          "version": 1,
          "bodyDocId": null,
          "description": "Grouping similar evidence to form a conclusion (Evidence → Pattern → Conclusion)",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Architect",
        "layer": "loop",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-121f-71e6-8e92-f7c02fcef07a",
        "evidence": "Loop 2 stacks productivity, personalization and deal-team evidence into AI thesis",
        "pageRefs": null,
        "priority": "Core",
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        "confidence": 70,
        "extraction": {
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        "pageNumber": 7,
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      },
      {
        "tool": {
          "name": "Tricolon",
          "slug": "tricolon",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-a13d-7356-9038-da27abe565f8",
          "version": 1,
          "bodyDocId": null,
          "description": "Three parallel phrases of increasing length or intensity",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Storyteller",
        "layer": "loop",
        "agents": [
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        ],
        "matchId": "019dd95a-121f-71e6-8e92-f085df987bf0",
        "evidence": "Three-part parallel construction structures the solution chapter",
        "pageRefs": null,
        "priority": null,
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        "confidence": 75,
        "extraction": {
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        "pageNumber": 7,
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      },
      {
        "tool": {
          "name": "Vertical Logic",
          "slug": "vertical-logic",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-9a25-77b9-9302-04662b84c32b",
          "version": 1,
          "bodyDocId": null,
          "description": "Question/Answer flow down the hierarchy - each level answers Why? or How?",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Architect",
        "layer": "loop",
        "agents": [
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        ],
        "matchId": "019dd95a-121f-71e6-8e93-3eb28c7b5861",
        "evidence": "Divider opens loop that answers 'how do we win?' via strategy/operating model/enablers",
        "pageRefs": null,
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        "confidence": 60,
        "extraction": {
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        "pageNumber": 14,
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      },
      {
        "tool": {
          "name": "Chunking",
          "slug": "chunking",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-abab-72ce-b64c-2924cc83cf39",
          "version": 1,
          "bodyDocId": null,
          "description": "Information grouped into chunks is remembered better - structure content in digestible units",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Architect",
        "layer": "loop",
        "agents": [
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        ],
        "matchId": "019dd95a-121f-71e6-8e93-5bcd570f7ba1",
        "evidence": "Operating-model and enablers grouped as digestible chunks following the framework",
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        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
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        "pageNumber": 16,
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      },
      {
        "tool": {
          "name": "Inductive Reasoning",
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          "bestFor": null,
          "canonId": "019dd956-99c6-705e-94cc-76a504c3da37",
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          "description": "Grouping similar evidence to form a conclusion (Evidence → Pattern → Conclusion)",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
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        "agent": "Architect",
        "layer": "loop",
        "agents": [
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        ],
        "matchId": "019dd95a-121f-71e6-8e93-70bfa4084d7d",
        "evidence": "Loop 4 aggregates multiple survey datapoints into the 'priority but unprepared' thesis",
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        "priority": "Core",
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        "confidence": 75,
        "extraction": {
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        "pageNumber": 18,
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      },
      {
        "tool": {
          "name": "Payoff",
          "slug": "payoff",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-a464-704b-b1a1-e1d483709f00",
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          "bodyDocId": null,
          "description": "Delivering on earlier setup for satisfying resolution",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
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        "agent": "Storyteller",
        "layer": "loop",
        "agents": [
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        ],
        "matchId": "019dd95a-121f-71e6-8e93-bda250a87a87",
        "evidence": "Delivers the prescription set up by the entire deck",
        "pageRefs": null,
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        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
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        "matchId": "019dd95a-1ca6-71be-9e56-34cd8941ff05",
        "evidence": "Three steps map to immediate / mid-term / long-horizon — pattern matches McKinsey Three Horizons",
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            "name": "Solution & Approach",
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        ],
        "evidence": "Classic BCG flow: industry context (pp.2-4) → 5 pressures complication (pp.5-6) → AI 3 Ps solution (pp.7-13) → survey evidence (pp.18-23) → AI journey CTA (p.24).",
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          "confidence": 75,
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          "tools": [
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              "evidence": "Bar chart of annual AuM ($T) — appropriate for trend",
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              "evidence": "+12% callout bubble + +6% CAGR annotation on bars",
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              "evidence": "Latest year highlighted lighter green to signal current period",
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              "evidence": "Grid of repeated bar charts: revenue, passive flows, fees, costs, fund survival",
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          "page_number": 8
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        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
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              "evidence": "Title 'AI-Enabled Gains Can Improve Productivity Across the Value Chain' states verdict",
              "confidence": 90
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            {
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              "layer": "Slide",
              "evidence": "Waterfall chart from cost base 100 down to AI-powered base 85-95",
              "confidence": 85
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Each step labelled with efficiency-gain range (e.g. 15-25%, 30-40%)",
              "confidence": 85
            },
            {
              "id": 132,
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              "layer": "Slide",
              "evidence": "Start and end bars tallest; intermediate steps grouped under value-chain stages",
              "confidence": 75
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          ],
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        {
          "tools": [
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              "id": 118,
              "slug": "action-titles",
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              "evidence": "Title states use case: AI enhances productivity via research/data/analysis",
              "confidence": 75
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            {
              "id": 185,
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              "evidence": "Process diagram pairs verbal description with visual flow",
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          ],
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        {
          "tools": [
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              "id": 118,
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              "evidence": "Title 'AI Can Enable Greater Personalization' states the second P",
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              "evidence": "Case-study slide illustrates the personalization vision",
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          ],
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        {
          "tools": [
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              "evidence": "Title 'How AI Assistants Can Improve Sales Effectiveness'",
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            },
            {
              "id": 154,
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              "evidence": "Specific 25% indirect-sales reduction quantifies the benefit",
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        {
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            {
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              "evidence": "Title 'AI Tools Increase the Efficiency of a Private-Market Deal Team'",
              "confidence": 85
            },
            {
              "id": 125,
              "slug": "data-ink-ratio",
              "layer": "Slide",
              "evidence": "Clean two-column table; conventional vs AI time saved, no chartjunk",
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              "id": 159,
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              "evidence": "AI-saved-time column highlighted in green vs muted current-process column",
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        {
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            {
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              "evidence": "Section divider with single statement 'What It Takes to Win with AI'",
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            {
              "id": 75,
              "slug": "vertical-logic",
              "layer": "Loop",
              "evidence": "Divider opens loop that answers 'how do we win?' via strategy/operating model/enablers",
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          ],
          "page_number": 14
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        {
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              "evidence": "Title 'Five Elements Are Critical to Successfully Implementing AI'",
              "confidence": 85
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              "id": 116,
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        {
          "tools": [
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              "id": 128,
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            {
              "id": 153,
              "slug": "core-message-extraction",
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              "evidence": "Distills the Win-with-AI section into one sentence",
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              "id": 158,
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              "evidence": "Sparse pull-quote slide visually distinct from dense exhibits around it",
              "confidence": 75
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        {
          "tools": [
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              "id": 118,
              "slug": "action-titles",
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              "evidence": "Title 'Where Asset Managers Are Today' opens the evidence chapter",
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              "id": 123,
              "slug": "opening-hooks",
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              "evidence": "$15T anchor figure used to hook the survey section",
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              "id": 74,
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              "evidence": "Loop 4 aggregates multiple survey datapoints into the 'priority but unprepared' thesis",
              "confidence": 75
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          ],
          "page_number": 18
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'GenAI Is a Strategic Priority' / 'Asset Managers Recognize GenAI as a Strategic Priority'",
              "confidence": 90
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Three stacked bar-chart questions with consistent layout",
              "confidence": 85
            },
            {
              "id": 226,
              "slug": "social-validation",
              "layer": "Slide",
              "evidence": "54%/55%/46% peer adoption data signals 'others are doing it'",
              "confidence": 70
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          ],
          "page_number": 19
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title quantifies: '88% are actively experimenting with at least one GenAI use case'",
              "confidence": 85
            },
            {
              "id": 177,
              "slug": "bandwagon-effect",
              "layer": "Slide",
              "evidence": "88% adoption framing creates implicit 'everyone is doing this' pressure",
              "confidence": 75
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific 88% datapoint anchors the trend claim",
              "confidence": 70
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          ],
          "page_number": 20
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states: managers prioritising GenAI use cases with significant commitment",
              "confidence": 85
            },
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Bar chart presents priority distribution across functions",
              "confidence": 70
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          ],
          "page_number": 21
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Multiple Use Cases Are Being Explored Across the Value Chain'",
              "confidence": 85
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Five vertical columns by value-chain stage with repeated tile format",
              "confidence": 85
            },
            {
              "id": 130,
              "slug": "color-strategy",
              "layer": "Slide",
              "evidence": "Three green tones encode High / Moderate / Low maturity legend",
              "confidence": 85
            },
            {
              "id": 131,
              "slug": "gestalt-principles",
              "layer": "Slide",
              "evidence": "Proximity groups tiles within each value-chain column",
              "confidence": 75
            }
          ],
          "page_number": 22
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
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              "evidence": "Title 'Enablers Require Additional Investment' + 73% callout",
              "confidence": 85
            },
            {
              "id": 159,
              "slug": "contrast-principle",
              "layer": "Slide",
              "evidence": "73%-no-upskilling figure stands against high-priority claims earlier",
              "confidence": 70
            },
            {
              "id": 66,
              "slug": "negativity-bias",
              "layer": "Block",
              "evidence": "Frames the gap as a problem to motivate action in the next slide",
              "confidence": 65
            }
          ],
          "page_number": 23
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Section title 'Planning the AI Journey' + 3 bold sub-headers",
              "confidence": 85
            },
            {
              "id": 124,
              "slug": "closing-techniques",
              "layer": "Slide",
              "evidence": "Callback-and-challenge close: 'dawn of the AI era... it's here'",
              "confidence": 85
            },
            {
              "id": 156,
              "slug": "emotional-appeal",
              "layer": "Slide",
              "evidence": "Bold language: 'peril of falling irretrievably behind'",
              "confidence": 70
            },
            {
              "id": 100,
              "slug": "payoff",
              "layer": "Loop",
              "evidence": "Delivers the prescription set up by the entire deck",
              "confidence": 75
            },
            {
              "id": 28,
              "slug": "aida-model",
              "layer": "Block",
              "evidence": "Closing block: Attention (dawn is here) → Desire (advantage) → Action (3 steps)",
              "confidence": 70
            },
            {
              "id": 26,
              "slug": "before-after-bridge",
              "layer": "Block",
              "evidence": "Before (cautious observation) → After (long-term advantage) with 3-step bridge",
              "confidence": 65
            }
          ],
          "page_number": 24
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Appendix title 'All Regions Participated in Positive AuM Growth'",
              "confidence": 75
            },
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Regional breakdown chart appropriate for cross-region comparison",
              "confidence": 70
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          ],
          "page_number": 25
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Alternatives Continue to Generate More Than Half of Global Revenue Despite Representing Less Than a Quarter of Total AuM'",
              "confidence": 80
            },
            {
              "id": 159,
              "slug": "contrast-principle",
              "layer": "Slide",
              "evidence": "57% revenue vs <25% AuM contrast is the slide's core insight",
              "confidence": 70
            }
          ],
          "page_number": 26
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Private Equity and Private Debt Are Expected to Generate About 70% of Total Revenue from Alternatives by 2028'",
              "confidence": 80
            }
          ],
          "page_number": 27
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'ETFs and Select Alternative Products Are Expected to Lead Growth Through 2028'",
              "confidence": 75
            }
          ],
          "page_number": 28
        }
      ],
      "slides_seen": 31,
      "deck_summary": "Textbook BCG Consultant's Gambit: industry context → five-pressure complication → AI Three Ps solution → survey-backed evidence → three-step journey CTA. Aligns strongly with Storymakers — almost every exhibit has a true action title, the deck uses MECE pillars, value-chain and waterfall frameworks, and closes with a rule-of-three recommendation.",
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        {
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            {
              "name": "The Facts (What)",
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              "evidence": "Survey facts: 54% strategic priority, 88% experimenting, use case map",
              "position": 1,
              "start_page": 18
            },
            {
              "name": "The Implications (So What)",
              "end_page": 23,
              "evidence": "73% lack upskilling — enablers under-invested",
              "position": 2,
              "start_page": 23
            },
            {
              "name": "The Action (Now What)",
              "end_page": 24,
              "evidence": "Three concrete recommendations: Deploy / Reshape / Invent",
              "position": 3,
              "start_page": 24
            }
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      "Rewrite topic-label titles as insight claims: p.8 → 'AI collapses risk optimization from weeks to one step'; p.15 → 'Strategy + operating model + talent are the three gating enablers'; p.24 → 'Start now: pick two use cases, fund upskilling, appoint an AI owner'"
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