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          "description": "Quantify what happens if the audience does nothing",
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          "categoryName": "Urgency",
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        },
        "matchId": "019dd95a-088b-72c8-b7e2-a69299bdd5f1",
        "evidence": "Pull-quote 'if businesses don't play a role they could undermine the systems'; followed by sustainability action list.",
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        "objective": "Argue that ignoring societal value erodes the system businesses depend on",
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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.",
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          "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.",
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          "categoryName": "Block",
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        "agent": "Storyteller",
        "layer": "block",
        "agents": [
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        "evidence": "Cover crystallises POV: 'Winning the 20s in an Accelerated Post-COVID World'",
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        "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.",
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        "extraction": {
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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": "SCQA Framework",
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          "canonId": "019dd956-7bcb-763f-bdf6-1dfedf3bd36c",
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          "description": "Situation, Complication, Question, Answer - structured problem framing",
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          "categoryName": "Block",
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        "agents": [
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        ],
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        "evidence": "Establishes Situation (classical model) and starts the Complication arc",
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      {
        "tool": {
          "name": "Issue Tree",
          "slug": "issue-tree",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-82e3-775d-a2b6-318154564b53",
          "version": 1,
          "bodyDocId": null,
          "description": "Breaking down a problem into component parts systematically",
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          "categoryName": "Block",
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        "agent": "Architect",
        "layer": "block",
        "agents": [
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        ],
        "matchId": "019dd95a-12a5-7665-b702-adc1cd7c9ebd",
        "evidence": "Decomposes the strategy reinvention question into MECE sub-fronts",
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        "confidence": 60,
        "extraction": {
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        },
        "pageNumber": 3,
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      {
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          "bestFor": null,
          "canonId": "019dd956-81ef-7455-a365-b234d95a6bbb",
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          "bodyDocId": null,
          "description": "Three major supporting arguments that are MECE and address key concerns",
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          "categoryName": "Block",
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        },
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        "agents": [
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        ],
        "matchId": "019dd95a-12a5-7665-b702-a85aed5ce4f3",
        "evidence": "Three fronts listed: Renewing advantage, Balancing efficiency/resilience, Shaping context",
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        "priority": "Core",
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        "confidence": 80,
        "extraction": {
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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",
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          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Storyteller",
        "layer": "block",
        "agents": [
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        ],
        "matchId": "019dd95a-12a5-7665-b702-d82b97599152",
        "evidence": "Sets up Before (intuition-led, often fail) -> Bridge (analytics + tailoring) -> After (succeeds)",
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        "confidence": 70,
        "extraction": {
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      {
        "tool": {
          "name": "Governing Thought",
          "slug": "governing-thought",
          "status": "active",
          "bestFor": "When the deck makes a recommendation, decision, or argues a position; when defining the top of a pyramid before structuring supports; when an SCQA opening needs an Answer; when stripping topic-style titles in favour of action titles.",
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          "version": 1,
          "bodyDocId": "06f7d5a5-daab-44c1-9d67-63c52ba03962",
          "description": "The single declarative sentence at the apex of a Minto pyramid that summarises and is supported by everything beneath it — the answer the deck exists to defend.",
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          "categoryName": "Block",
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        },
        "agent": "Architect",
        "layer": "block",
        "agents": [
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        ],
        "matchId": "019dd95a-12a5-7665-b702-ecaf22b59012",
        "evidence": "Pull-quote IS the governing thought of the change-mgmt block",
        "pageRefs": null,
        "priority": null,
        "whenToUse": "When the deck makes a recommendation, decision, or argues a position; when defining the top of a pyramid before structuring supports; when an SCQA opening needs an Answer; when stripping topic-style titles in favour of action titles.",
        "confidence": 70,
        "extraction": {
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          "model": "claude-legacy",
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        },
        "pageNumber": 7,
        "whyItWorks": "Forces the writer to commit to a position before structuring the case — exposes muddled thinking that hides safely inside topic-style headings. Gives busy readers the answer in the first cognitive beat and enables progressive disclosure of the supporting case.",
        "antipattern": "Topic-style headings ('Strategic options for growth', 'Considerations for Europe') instead of declarative claims with verbs. Multi-sentence apex statements. Qualifier-laden hedges. Noun-phrase labels ('Recommendation: acquisition of Target B') pretending to be sentences. Fake governing thoughts — confident apex the supports don't actually force.",
        "cardinality": null,
        "narrativePurpose": "Anchor the document in one defensible claim with a working verb, so the audience knows the answer before they read the proof and the entire structure ladders up to it."
      },
      {
        "tool": {
          "name": "Governing Thought",
          "slug": "governing-thought",
          "status": "active",
          "bestFor": "When the deck makes a recommendation, decision, or argues a position; when defining the top of a pyramid before structuring supports; when an SCQA opening needs an Answer; when stripping topic-style titles in favour of action titles.",
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          "bodyDocId": "06f7d5a5-daab-44c1-9d67-63c52ba03962",
          "description": "The single declarative sentence at the apex of a Minto pyramid that summarises and is supported by everything beneath it — the answer the deck exists to defend.",
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          "categoryName": "Block",
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        },
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        "layer": "block",
        "agents": [
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        ],
        "matchId": "019dd95a-12a5-7665-b703-1b1222297e76",
        "evidence": "Pull-quote acts as governing thought of social-value block",
        "pageRefs": null,
        "priority": null,
        "whenToUse": "When the deck makes a recommendation, decision, or argues a position; when defining the top of a pyramid before structuring supports; when an SCQA opening needs an Answer; when stripping topic-style titles in favour of action titles.",
        "confidence": 65,
        "extraction": {
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          "model": "claude-legacy",
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        },
        "pageNumber": 10,
        "whyItWorks": "Forces the writer to commit to a position before structuring the case — exposes muddled thinking that hides safely inside topic-style headings. Gives busy readers the answer in the first cognitive beat and enables progressive disclosure of the supporting case.",
        "antipattern": "Topic-style headings ('Strategic options for growth', 'Considerations for Europe') instead of declarative claims with verbs. Multi-sentence apex statements. Qualifier-laden hedges. Noun-phrase labels ('Recommendation: acquisition of Target B') pretending to be sentences. Fake governing thoughts — confident apex the supports don't actually force.",
        "cardinality": null,
        "narrativePurpose": "Anchor the document in one defensible claim with a working verb, so the audience knows the answer before they read the proof and the entire structure ladders up to it."
      },
      {
        "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": [
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        ],
        "matchId": "019dd95a-12a5-7665-b702-9d216ca02a75",
        "evidence": "Loop opens by contrasting classical static strategy with new dynamic context",
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        "priority": "Core",
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        "confidence": 70,
        "extraction": {
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        "pageNumber": 2,
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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": [
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        ],
        "matchId": "019dd95a-12a5-7665-b702-c23508b710df",
        "evidence": "Old fixed-task org vs reinvented hybrid learning org carried across p4-p5",
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        "priority": "Core",
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        "confidence": 78,
        "extraction": {
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        "pageNumber": 4,
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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-12a5-7665-b702-ff4cf9e99eac",
        "evidence": "Carries the trio of change-toolkit actions (analytics, tailoring, urgency) into the diversity block",
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        "confidence": 70,
        "extraction": {
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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",
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          "categoryName": "Loop",
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        },
        "agent": "Storyteller",
        "layer": "loop",
        "agents": [
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        ],
        "matchId": "019dd95a-12a5-7665-b703-09e7889ae9e5",
        "evidence": "Three diversity actions: accountability / thinking-style variety / acting beyond boundaries",
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        "confidence": 75,
        "extraction": {
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        "pageNumber": 9,
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      },
      {
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          "name": "Tension Management",
          "slug": "tension-management",
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          "bestFor": null,
          "canonId": "019dd956-9bd5-70ed-a5d2-1ce45853c248",
          "version": 1,
          "bodyDocId": null,
          "description": "Planning emotional peaks and valleys throughout the narrative",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Storyteller",
        "layer": "loop",
        "agents": [
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        ],
        "matchId": "019dd95a-12a5-7665-b703-1ee2b69fa585",
        "evidence": "Sets the loop's risk peak (undermined systems) before resolution",
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        "confidence": 60,
        "extraction": {
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      {
        "tool": {
          "name": "Tricolon",
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          "bestFor": null,
          "canonId": "019dd956-a13d-7356-9038-da27abe565f8",
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          "description": "Three parallel phrases of increasing length or intensity",
          "familyLabel": null,
          "categoryName": "Loop",
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        "agent": "Storyteller",
        "layer": "loop",
        "agents": [
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        ],
        "matchId": "019dd95a-12a5-7665-b703-252e0dec7db5",
        "evidence": "Three sustainability actions: expanding context / testing models / scaling beyond org",
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        "confidence": 80,
        "extraction": {
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      {
        "tool": {
          "name": "Callback",
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          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-a3a9-708f-b4a3-d3da2181c576",
          "version": 1,
          "bodyDocId": null,
          "description": "Referencing earlier content for payoff and cohesion",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Storyteller",
        "layer": "loop",
        "agents": [
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        ],
        "matchId": "019dd95a-12a5-7665-b703-330050243434",
        "evidence": "Echoes opening 'agenda for business leaders to win the 20s' to close the loop",
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        "confidence": 75,
        "extraction": {
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      },
      {
        "tool": {
          "name": "Opening Hooks",
          "slug": "opening-hooks",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-aeb0-77d5-bfbd-9cd9a6be8186",
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          "description": "Techniques to capture attention: Startling statistic, provocative question, short story, analogy, contrast",
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          "categoryName": "Slide",
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        },
        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
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        ],
        "matchId": "019dd95a-12a5-7665-b702-88ab4539ba3e",
        "evidence": "Title + speeding-yellow-train hero image opens the article",
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        "confidence": 70,
        "extraction": {
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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.",
          "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
          "version": 1,
          "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
          "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.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
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        "agent": "Architect",
        "layer": "slide",
        "agents": [
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        ],
        "matchId": "019dd95a-12a5-7665-b702-9184dea1f63d",
        "evidence": "Section head 'MASTER THE NEW LOGIC OF COMPETITION' is an imperative not a topic",
        "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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        "priority": null,
        "whenToUse": null,
        "confidence": 0.6,
        "extraction": {
          "at": "2026-07-16 21:36:36.633405+00",
          "model": "or:meta-llama/llama-4-scout",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 11,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Closing Techniques",
          "slug": "closing-techniques",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-af13-774b-a4fd-7db0a3a88d51",
          "version": 1,
          "bodyDocId": null,
          "description": "Strong endings: Callback, challenge, vision, clear CTA, memorable line",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-12a5-7665-b703-2de83204ddb4",
        "evidence": "'Address these five imperatives to give their companies the best chance to win the rest of the 20s' = explicit CTA",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:32.265826+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 12,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "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.",
          "canonId": "019dd956-bc71-707d-8867-1b2e810175cf",
          "version": 1,
          "bodyDocId": "f85613cb-4b77-462f-bfe6-3b862516e1a6",
          "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.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-12a5-7665-b703-351e0eb3865e",
        "evidence": "Callout summarises thesis: 'crisis accelerated' long-term change vectors",
        "pageRefs": null,
        "priority": null,
        "whenToUse": "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.",
        "confidence": 65,
        "extraction": {
          "at": "2026-04-29 13:07:32.265826+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 12,
        "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.",
        "cardinality": null,
        "narrativePurpose": "Forces the slide author to do the interpretive work before the slide ships, so the audience does not have to do it during the meeting. Wins the WYSIATI battle on purpose — the loudest fragment on the page becomes the author's chosen sentence rather than whichever chart label happens to be largest."
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    "frameworks": [
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        "matchId": "019dd95a-1ca6-71be-9e57-1b355d6a43dc",
        "evidence": "Body text explicitly names 'hybrid learning organization' as the target model",
        "framework": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:34.826634+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 4,
        "frameworkName": "Hybrid Learning Organization (BCG)"
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      {
        "matchId": "019dd95a-1ca6-71be-9e57-14977edbbdd7",
        "evidence": "Closing line names 'these five imperatives' as the organising framework",
        "framework": null,
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:34.826634+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 12,
        "frameworkName": "BCG Five Imperatives (Winning the '20s)"
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  "storymakers": {
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    "backend": null,
    "rawJson": {
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        "beats": [
          {
            "name": "Situation & Context",
            "end_page": 2,
            "evidence": "Cover + 'Master the new logic of competition' framing the pre-existing agenda",
            "position": 1,
            "start_page": 1
          },
          {
            "name": "Problem & Complication",
            "end_page": 3,
            "evidence": "Resilience disproportionate; leaders must redouble efforts on three fronts",
            "position": 2,
            "start_page": 3
          },
          {
            "name": "Solution & Approach",
            "end_page": 9,
            "evidence": "Five imperatives detailed: hybrid learning org, science of change, diversity, social/business value",
            "position": 3,
            "start_page": 4
          },
          {
            "name": "Evidence & Proof",
            "end_page": 10,
            "evidence": "Pull-quote + climate/trust evidence anchoring the social-value imperative",
            "position": 4,
            "start_page": 10
          },
          {
            "name": "Impact & Next Steps",
            "end_page": 12,
            "evidence": "Sustainability action list + author conclusion 'address these five imperatives'",
            "position": 5,
            "start_page": 11
          }
        ],
        "evidence": "Article opens with the changing competitive context (p2), names complication (p3), unpacks five-imperative solution (p4-p11) and closes with author CTA (p12).",
        "confidence": 78
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      "loops": [
        {
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          "slug": "15-why-now",
          "end_page": 3,
          "evidence": "Trends (uncertainty, blurring industries) + COVID trigger + window to redouble on three fronts.",
          "position": 1,
          "objective": "Establish why post-COVID is the moment to reinvent strategy",
          "confidence": 72,
          "start_page": 2
        },
        {
          "id": 4,
          "slug": "04-tale-two-worlds",
          "end_page": 5,
          "evidence": "Old fixed-task orgs vs reconceived hybrid learning org combining humans + AI; 43% drop in collaboration cited as gap.",
          "position": 2,
          "objective": "Contrast traditional org with hybrid learning organization",
          "confidence": 75,
          "start_page": 4
        },
        {
          "id": 12,
          "slug": "12-myth-buster",
          "end_page": 7,
          "evidence": "Claims only 1-in-4 change programs succeed, then pull-quote: 'change need not happen through slow, deliberate planning'.",
          "position": 3,
          "objective": "Bust the belief that change must be slow",
          "confidence": 80,
          "start_page": 6
        },
        {
          "id": 39,
          "slug": "39-benchmark-gap",
          "end_page": 9,
          "evidence": "Female managers up only 1 percentage point in a decade; three actions to accelerate compositional + cognitive diversity.",
          "position": 4,
          "objective": "Show diversity progress gap and how to close it",
          "confidence": 65,
          "start_page": 8
        },
        {
          "id": 27,
          "slug": "27-cost-of-inaction",
          "end_page": 11,
          "evidence": "Pull-quote 'if businesses don't play a role they could undermine the systems'; followed by sustainability action list.",
          "position": 5,
          "objective": "Argue that ignoring societal value erodes the system businesses depend on",
          "confidence": 78,
          "start_page": 10
        }
      ],
      "slide_tools": [
        {
          "tools": [
            {
              "id": 123,
              "slug": "opening-hooks",
              "layer": "Slide",
              "evidence": "Title + speeding-yellow-train hero image opens the article",
              "confidence": 70
            },
            {
              "id": 6,
              "slug": "big-idea-formula",
              "layer": "Block",
              "evidence": "Cover crystallises POV: 'Winning the 20s in an Accelerated Post-COVID World'",
              "confidence": 65
            }
          ],
          "page_number": 1
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Section head 'MASTER THE NEW LOGIC OF COMPETITION' is an imperative not a topic",
              "confidence": 85
            },
            {
              "id": 153,
              "slug": "core-message-extraction",
              "layer": "Slide",
              "evidence": "Callout distils thesis: compete on rate of organizational learning",
              "confidence": 80
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Stanley Black & Decker rebound example anchors abstract claim",
              "confidence": 75
            },
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Loop opens by contrasting classical static strategy with new dynamic context",
              "confidence": 70
            },
            {
              "id": 1,
              "slug": "scqa-framework",
              "layer": "Block",
              "evidence": "Establishes Situation (classical model) and starts the Complication arc",
              "confidence": 65
            }
          ],
          "page_number": 2
        },
        {
          "tools": [
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "China TSR spread 'nearly doubled' specific data point",
              "confidence": 70
            },
            {
              "id": 16,
              "slug": "three-pillars",
              "layer": "Block",
              "evidence": "Three fronts listed: Renewing advantage, Balancing efficiency/resilience, Shaping context",
              "confidence": 80
            },
            {
              "id": 18,
              "slug": "issue-tree",
              "layer": "Block",
              "evidence": "Decomposes the strategy reinvention question into MECE sub-fronts",
              "confidence": 60
            }
          ],
          "page_number": 3
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Imperative section title 'DESIGN THE COMPANY OF THE FUTURE'",
              "confidence": 85
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Frames target state as 'hybrid learning organization' metaphor",
              "confidence": 80
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "'43% fewer people on a weekly basis' anchors the collaboration shrinkage",
              "confidence": 80
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Green hyperlink phrases pop against black body text",
              "confidence": 60
            },
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Old fixed-task org vs reinvented hybrid learning org carried across p4-p5",
              "confidence": 78
            }
          ],
          "page_number": 4
        },
        {
          "tools": [
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Synergies between humans and AI framed as combination/optimisation",
              "confidence": 70
            },
            {
              "id": 153,
              "slug": "core-message-extraction",
              "layer": "Slide",
              "evidence": "Callout: combining humans and machines optimally as leadership challenge",
              "confidence": 65
            }
          ],
          "page_number": 5
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Imperative title 'APPLY THE SCIENCE OF ORGANIZATIONAL CHANGE'",
              "confidence": 85
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Stat: 'only about one in four such programs succeeds'",
              "confidence": 80
            },
            {
              "id": 152,
              "slug": "unexpected-pattern",
              "layer": "Slide",
              "evidence": "Surprising 1-in-4 success rate breaks the assumption that change works",
              "confidence": 65
            },
            {
              "id": 26,
              "slug": "before-after-bridge",
              "layer": "Block",
              "evidence": "Sets up Before (intuition-led, often fail) -> Bridge (analytics + tailoring) -> After (succeeds)",
              "confidence": 70
            }
          ],
          "page_number": 6
        },
        {
          "tools": [
            {
              "id": 156,
              "slug": "emotional-appeal",
              "layer": "Slide",
              "evidence": "Large green pull-quote breaks pattern to make the myth-bust feel urgent",
              "confidence": 80
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Pull-quote in green sans-serif stands out against black serif body",
              "confidence": 85
            },
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Quote dominates the page above continuation text",
              "confidence": 80
            },
            {
              "id": 122,
              "slug": "story-moments",
              "layer": "Slide",
              "evidence": "Designed 'Vision' beat: change need not be slow",
              "confidence": 60
            },
            {
              "id": 17,
              "slug": "governing-thought",
              "layer": "Block",
              "evidence": "Pull-quote IS the governing thought of the change-mgmt block",
              "confidence": 70
            }
          ],
          "page_number": 7
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Imperative title 'EMBRACE THE BUSINESS IMPERATIVE OF DIVERSITY'",
              "confidence": 85
            },
            {
              "id": 153,
              "slug": "core-message-extraction",
              "layer": "Slide",
              "evidence": "Callout: 'Diversity is not only a moral imperative; it is a business necessity'",
              "confidence": 75
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "'one percentage point over a decade' grounds the lacklustre-progress claim",
              "confidence": 80
            },
            {
              "id": 92,
              "slug": "tricolon",
              "layer": "Loop",
              "evidence": "Carries the trio of change-toolkit actions (analytics, tailoring, urgency) into the diversity block",
              "confidence": 70
            }
          ],
          "page_number": 8
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Imperative title 'OPTIMIZE FOR BOTH SOCIAL AND BUSINESS VALUE'",
              "confidence": 85
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "'Cognitively diverse organizations' as an organising metaphor",
              "confidence": 65
            },
            {
              "id": 92,
              "slug": "tricolon",
              "layer": "Loop",
              "evidence": "Three diversity actions: accountability / thinking-style variety / acting beyond boundaries",
              "confidence": 75
            }
          ],
          "page_number": 9
        },
        {
          "tools": [
            {
              "id": 156,
              "slug": "emotional-appeal",
              "layer": "Slide",
              "evidence": "Pull-quote frames inaction as undermining the system businesses depend on",
              "confidence": 80
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Green sans-serif quote pops against black serif body",
              "confidence": 85
            },
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Quote dominates middle of page, anchoring the section",
              "confidence": 75
            },
            {
              "id": 17,
              "slug": "governing-thought",
              "layer": "Block",
              "evidence": "Pull-quote acts as governing thought of social-value block",
              "confidence": 65
            },
            {
              "id": 79,
              "slug": "tension-management",
              "layer": "Loop",
              "evidence": "Sets the loop's risk peak (undermined systems) before resolution",
              "confidence": 60
            }
          ],
          "page_number": 10
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Heading frames slide as imperative actions to take",
              "confidence": 70
            },
            {
              "id": 92,
              "slug": "tricolon",
              "layer": "Loop",
              "evidence": "Three sustainability actions: expanding context / testing models / scaling beyond org",
              "confidence": 80
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific tactics named (supply chain mapping, owning origins, coalitions)",
              "confidence": 60
            }
          ],
          "page_number": 11
        },
        {
          "tools": [
            {
              "id": 124,
              "slug": "closing-techniques",
              "layer": "Slide",
              "evidence": "'Address these five imperatives to give their companies the best chance to win the rest of the 20s' = explicit CTA",
              "confidence": 80
            },
            {
              "id": 98,
              "slug": "callback",
              "layer": "Loop",
              "evidence": "Echoes opening 'agenda for business leaders to win the 20s' to close the loop",
              "confidence": 75
            },
            {
              "id": 153,
              "slug": "core-message-extraction",
              "layer": "Slide",
              "evidence": "Callout summarises thesis: 'crisis accelerated' long-term change vectors",
              "confidence": 65
            }
          ],
          "page_number": 12
        }
      ],
      "slides_seen": 13,
      "deck_summary": "A BCG Henderson Institute thought-leadership article that aligns more with article rhetoric than slide-deck Storymakers patterns: it does follow a Consultant's Gambit shape (situation -> complication -> five-imperative solution -> CTA) with strong action-title section heads, pull-quote 'governing thoughts', and tricolon action lists, but lacks visual frameworks (no 2x2s, charts, matrices) and leans on prose for evidence rather than slide-level data craft.",
      "secondary_arcs": [
        {
          "id": 11,
          "slug": "triple-take",
          "beats": [
            {
              "name": "The Facts (What)",
              "end_page": 3,
              "evidence": "Classical strategy collapsing; COVID accelerated long-term shifts",
              "position": 1,
              "start_page": 2
            },
            {
              "name": "The Implications (So What)",
              "end_page": 10,
              "evidence": "Five imperatives sharpened by the crisis with research stats",
              "position": 2,
              "start_page": 4
            },
            {
              "name": "The Action (Now What)",
              "end_page": 12,
              "evidence": "Concrete sustainability actions + closing call to address five imperatives",
              "position": 3,
              "start_page": 11
            }
          ],
          "evidence": "Each imperative section follows What (context) -> So What (implication) -> Now What (bullet actions); macro shape mirrors the same.",
          "confidence": 60
        }
      ],
      "images_inspected": 11,
      "slide_frameworks": [
        {
          "frameworks": [
            {
              "name": "BCG Five Imperatives (Winning the '20s)",
              "slug": "bcg-five-imperatives-winning-the-20s",
              "evidence": "Closing line names 'these five imperatives' as the organising framework",
              "confidence": 80
            }
          ],
          "page_number": 12
        },
        {
          "frameworks": [
            {
              "name": "Hybrid Learning Organization (BCG)",
              "slug": "hybrid-learning-organization",
              "evidence": "Body text explicitly names 'hybrid learning organization' as the target model",
              "confidence": 70
            }
          ],
          "page_number": 4
        }
      ]
    },
    "matchedAt": "2026-04-26 13:39:30+00",
    "slidesSeen": 13,
    "deckSummary": "A BCG Henderson Institute thought-leadership article that aligns more with article rhetoric than slide-deck Storymakers patterns: it does follow a Consultant's Gambit shape (situation -> complication -> five-imperative solution -> CTA) with strong action-title section heads, pull-quote 'governing thoughts', and tricolon action lists, but lacks visual frameworks (no 2x2s, charts, matrices) and leans on prose for evidence rather than slide-level data craft.",
    "imagesInspected": 11,
    "extractionSeconds": 325.94992
  },
  "score": {
    "backend": "codex",
    "scoredAt": "2026-05-02 13:53:26.098+00",
    "subScores": {
      "scqa_arc": 64,
      "action_titles": 58,
      "mece_structure": 62,
      "closing_strength": 52,
      "evidence_quality": 50,
      "clarity_of_thesis": 78,
      "production_quality": 60,
      "visual_storytelling": 45
    },
    "totalScore": 59,
    "coveragePct": 100,
    "explanations": {
      "scqa_arc": "The deck has a loose Situation and Answer arc around COVID acceleration and leadership imperatives, but slides 4-11 mostly proceed as an analytical essay rather than a disciplined SCQA build.",
      "action_titles": "Several titles are imperatives or topic labels rather than insight-bearing headlines, for example slide 4: \"DESIGN THE COMPANY OF THE FUTURE\".",
      "mece_structure": "Slide 3 promises three fronts, but the following sections on competition, company design, change, diversity, and social value overlap and do not form a clearly MECE architecture.",
      "closing_strength": "Slide 11 provides recommendation-like actions on sustainability, but slides 12-13 are author and boilerplate pages, so the deck does not end with a crisp call to action or next-step agenda.",
      "evidence_quality": "Claims are occasionally supported by research references such as the change-program success rate on slide 6, but most recommendations rely on assertions and prose rather than displayed data.",
      "clarity_of_thesis": "The central thesis that COVID accelerated long-term strategic imperatives is visible by slides 1-3, but it is framed more as a theme than a sharp declarative answer.",
      "production_quality": "BCG-style formatting appears consistent, but long dense headlines, all-caps topic titles, limited whitespace, and inconsistent action-title discipline reduce production polish.",
      "visual_storytelling": "The cover image and quote slides help emphasis, but slides 2-11 are predominantly text-heavy and rarely use charts, frameworks, or quantified visuals to carry the message."
    },
    "slidesAnalyzed": 13
  },
  "review": {
    "backend": null,
    "verdict": "A thematic thought-leadership essay with strong pull-quotes but no SCQA arc or recommendation — use the pull-quote discipline as a teaching example, but not the structure.",
    "reviewedAt": "2026-04-24 16:32:00+00",
    "slidesSeen": 13,
    "suggestions": [
      "Rewrite the five imperative titles as declarative action titles — e.g. replace 'APPLY THE SCIENCE OF ORGANIZATIONAL CHANGE' (p.6) with 'Only 1 in 4 change programs succeeds — treat transformation as a science, not an art'",
      "Add a 'complication' slide between p.2 and p.3 that quantifies the cost of inaction (e.g. resilience gap, learning-rate differential) to convert the essay into an SCQA arc",
      "Replace p.11's generic close with an explicit 'So what / Now what' slide: 3-5 concrete moves a CEO should commission in the next 90 days, then put Authors after that as front_matter"
    ],
    "closingScore": 45,
    "openingScore": 62,
    "topStrengths": [
      "Clear thematic spine of five leadership imperatives (p.2, 4, 6, 8, 9) that gives the reader a mental map even without dividers",
      "Strong pull-quote discipline — nearly every slide carries a quotable insight sentence (e.g. p.2 'compete on the rate of organizational learning', p.6 'only about one in four such programs succeeds')",
      "Two well-placed quote slides (p.7, p.10) provide narrative breathing room and emotional anchors"
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