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          "familyLabel": null,
          "categoryName": "Consulting Framework",
          "categorySlug": "consulting-framework"
        },
        "matchId": "019dd95a-088c-724c-b30e-15b6f851c642",
        "evidence": "Strategic workforce plan -> centralize IT/R&D -> end-state agile platform model.",
        "position": 5,
        "objective": "Move workforce/org toward agile platform target state",
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:29.689431+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        }
      },
      {
        "to": 28,
        "from": 26,
        "loop": {
          "name": "19_pre_mortem",
          "slug": "19-pre-mortem",
          "status": "active",
          "bestFor": "Project kick-offs, risk management, building trust with skeptical stakeholders",
          "canonId": "019dd956-6d75-77bf-a142-91f53ba8df48",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "The Future Disaster (Hypothetical) -> What Went Wrong -> The Prevention Plan",
          "description": "Build trust by anticipating failure modes before they happen and solving them in advance",
          "familyLabel": null,
          "categoryName": "Risk Management",
          "categorySlug": "risk-management"
        },
        "matchId": "019dd95a-088c-724c-b30e-1b91f3758a97",
        "evidence": "Real-world risk incidents -> RAI fundamental shifts -> register of critical risks to be wary of.",
        "position": 6,
        "objective": "Surface critical risks before adoption",
        "confidence": 78,
        "extraction": {
          "at": "2026-04-29 13:07:29.689431+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        }
      },
      {
        "to": 31,
        "from": 29,
        "loop": {
          "name": "30_2x2_matrix",
          "slug": "30-2x2-matrix",
          "status": "active",
          "bestFor": "Portfolio analysis, prioritization, strategic positioning",
          "canonId": "019dd956-7225-756a-9cc7-1e6d3f039818",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "Dimension 1 (X-axis) -> Dimension 2 (Y-axis) -> The Four Quadrants -> The Sweet Spot",
          "description": "Plot options on two critical dimensions to reveal the optimal quadrant",
          "familyLabel": null,
          "categoryName": "Consulting Framework",
          "categorySlug": "consulting-framework"
        },
        "matchId": "019dd95a-088c-724c-b30e-1cd9de5bce62",
        "evidence": "Severity x ease-of-mitigation 2x2 -> resolution timeline -> policies to adopt today.",
        "position": 7,
        "objective": "Prioritize risks and translate to policies",
        "confidence": 88,
        "extraction": {
          "at": "2026-04-29 13:07:29.689431+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        }
      }
    ],
    "tools": [
      {
        "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-14f6-720d-8375-c3a6cbeb3f77",
        "evidence": "Top-line answer 'three pillars' then evidence under each",
        "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": 80,
        "extraction": {
          "at": "2026-04-29 13:07:32.858858+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 5,
        "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.",
        "antipattern": "Chronological structure (\"what we did, what we found, what we conclude\") instead of logical hierarchy. Top-of-pyramid that is a topic (\"strategic options\") instead of an answer (\"pursue Option B because...\"). Non-MECE supports that overlap or fail to cover the universe.",
        "cardinality": null,
        "narrativePurpose": "Transfer conviction with minimum reader effort by mirroring how decision-makers consume information: answer first, scaffolding behind."
      },
      {
        "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-14f6-720d-8375-c62fd0aa4d70",
        "evidence": "Situation framed and complication 'time to act now or be left behind' stated",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 60,
        "extraction": {
          "at": "2026-04-29 13:07:32.858858+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 5,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "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-14f6-720d-8375-be4e80ab1562",
        "evidence": "Three labelled pillars with parallel sub-points",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 90,
        "extraction": {
          "at": "2026-04-29 13:07:32.858858+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 5,
        "whyItWorks": null,
        "antipattern": null,
        "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-14f6-720d-8375-bbdcd24b56ab",
        "evidence": "Potential / People / Policies labelled pillars 1-2-3 down the page",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 95,
        "extraction": {
          "at": "2026-04-29 13:07:32.858858+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 5,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "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-14f6-720d-8375-e70a4d3045ad",
        "evidence": "Single big-idea: GenAI demand is unprecedented and proven by media",
        "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": 60,
        "extraction": {
          "at": "2026-04-29 13:07:32.858858+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 7,
        "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.",
        "cardinality": null,
        "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."
      },
      {
        "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.",
          "canonId": "019dd956-8286-760e-8638-77558a0d71ba",
          "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.",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Architect",
        "layer": "block",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-14f6-720d-8376-08edcf1d1f35",
        "evidence": "Block opens with single unifying idea: focus on golden use cases for advantage",
        "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": {
          "at": "2026-04-29 13:07:32.858858+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "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": "Hick's Law",
          "slug": "hicks-law",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-945b-722e-93ac-050983c604ad",
          "version": 1,
          "bodyDocId": null,
          "description": "More options leads to harder decisions - reduce choices for clarity",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Architect",
        "layer": "block",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-14f6-720d-8376-2e9e979980bb",
        "evidence": "Choice pre-narrowed to three labelled paths",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 65,
        "extraction": {
          "at": "2026-04-29 13:07:32.858858+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 13,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Loss Aversion",
          "slug": "loss-aversion",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-9761-738f-8fd4-558a63ea744a",
          "version": 1,
          "bodyDocId": null,
          "description": "Losses are felt 2x more strongly than equivalent gains - frame stakes as potential loss",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Storyteller",
        "layer": "block",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-14f6-720d-8376-48e768cca627",
        "evidence": "Both branches framed as losses (waste money / fall behind)",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:32.858858+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 15,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Audience Definition",
          "slug": "audience-definition",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-7f2a-775d-aeee-ff099bcb7756",
          "version": 1,
          "bodyDocId": null,
          "description": "Six key questions: Who are they? What do they know? What do they believe? What do they care about? What do they fear? What decisions can they make?",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Storyteller",
        "layer": "block",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-14f6-720d-8376-5367f7caed02",
        "evidence": "Block reorients to CEO's organization-specific questions",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 60,
        "extraction": {
          "at": "2026-04-29 13:07:32.858858+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 17,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "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-14f6-720d-8376-6db5792320c6",
        "evidence": "Process diagram of role transformation",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:32.858858+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 19,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Empathy Gap",
          "slug": "empathy-gap",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-93a3-707a-81e8-88628e604d71",
          "version": 1,
          "bodyDocId": null,
          "description": "People underestimate how emotions influence behavior - meet audience in current emotional state",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Storyteller",
        "layer": "block",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-14f6-720d-8376-8151ad045a47",
        "evidence": "Surfaces employee emotional state CEOs may underestimate",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 65,
        "extraction": {
          "at": "2026-04-29 13:07:32.858858+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 21,
        "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-14f6-720d-8376-9ca632646b05",
        "evidence": "Opens risk block with vivid real-world incidents",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 65,
        "extraction": {
          "at": "2026-04-29 13:07:32.858858+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 26,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "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-14f6-720d-8375-e3534ea25a76",
        "evidence": "Loop opens by contrasting Metaverse hype peak vs ChatGPT trajectory",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:32.858858+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 7,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "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": [
          "Storyteller"
        ],
        "matchId": "019dd95a-14f6-720d-8376-2b80381c178e",
        "evidence": "Three parallel options framing the fork (Develop / Enhance / Fine-tune)",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:32.858858+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 13,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Antithesis",
          "slug": "antithesis",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-a1f8-7283-8cf4-8e2c4292cc4e",
          "version": 1,
          "bodyDocId": null,
          "description": "Juxtaposing contrasting ideas in parallel structure",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Storyteller",
        "layer": "loop",
        "agents": [
          "Storyteller"
        ],
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        "evidence": "Parallel contrast 'too soon... too slow' inside the title",
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            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Frames GenAI as augmentation rather than replacement",
              "confidence": 55
            }
          ],
          "page_number": 3
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states 'CEOs don't need to understand the technology... they need to understand its key features'",
              "confidence": 85
            },
            {
              "id": 153,
              "slug": "core-message-extraction",
              "layer": "Slide",
              "evidence": "Distills GenAI into defining features for execs",
              "confidence": 70
            }
          ],
          "page_number": 4
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'CEOs must make choices across three key pillars' is the so-what",
              "confidence": 95
            },
            {
              "id": 16,
              "slug": "three-pillars",
              "layer": "Block",
              "evidence": "Potential / People / Policies labelled pillars 1-2-3 down the page",
              "confidence": 95
            },
            {
              "id": 34,
              "slug": "the-rule-of-three",
              "layer": "Block",
              "evidence": "Three labelled pillars with parallel sub-points",
              "confidence": 90
            },
            {
              "id": 3,
              "slug": "pyramid-principle",
              "layer": "Block",
              "evidence": "Top-line answer 'three pillars' then evidence under each",
              "confidence": 80
            },
            {
              "id": 1,
              "slug": "scqa-framework",
              "layer": "Block",
              "evidence": "Situation framed and complication 'time to act now or be left behind' stated",
              "confidence": 60
            },
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Green pillar boxes anchor each row; numbers 1/2/3 dominant",
              "confidence": 75
            }
          ],
          "page_number": 5
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Interest in Generative AI is exploding, fueled by the launch of ChatGPT' states the insight",
              "confidence": 95
            },
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Bar chart of monthly Google search interest, ChatGPT vs Metaverse",
              "confidence": 85
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Callout 'Even at its peak, interest in the metaverse does not compare' annotates bars",
              "confidence": 80
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "ChatGPT bars in dark green pop against grey/yellow Metaverse bars",
              "confidence": 75
            },
            {
              "id": 155,
              "slug": "credibility-transfer",
              "layer": "Slide",
              "evidence": "WSJ, Fortune, TechCrunch headline cards transfer authority",
              "confidence": 80
            },
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Loop opens by contrasting Metaverse hype peak vs ChatGPT trajectory",
              "confidence": 80
            },
            {
              "id": 6,
              "slug": "big-idea-formula",
              "layer": "Block",
              "evidence": "Single big-idea: GenAI demand is unprecedented and proven by media",
              "confidence": 60
            }
          ],
          "page_number": 7
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Companies are already seeing a transformative effect from using Generative AI'",
              "confidence": 90
            },
            {
              "id": 226,
              "slug": "social-validation",
              "layer": "Slide",
              "evidence": "88% adoption stat shows others have moved",
              "confidence": 80
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Concrete '88%' rather than 'many'",
              "confidence": 75
            }
          ],
          "page_number": 8
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Total addressable market is expected to reach ~$120B by 2027'",
              "confidence": 92
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific $120B by 2027 figure anchors opportunity",
              "confidence": 85
            },
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Market-sizing chart visualizes growth to 2027",
              "confidence": 70
            }
          ],
          "page_number": 9
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title/callout 'identify the company's so-called golden use cases'",
              "confidence": 85
            },
            {
              "id": 153,
              "slug": "core-message-extraction",
              "layer": "Slide",
              "evidence": "'Golden use cases' coined as memorable label for the recommendation",
              "confidence": 80
            },
            {
              "id": 17,
              "slug": "governing-thought",
              "layer": "Block",
              "evidence": "Block opens with single unifying idea: focus on golden use cases for advantage",
              "confidence": 70
            }
          ],
          "page_number": 10
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Golden use cases will add to a company's unique competitive advantage...'",
              "confidence": 90
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Three parallel case columns: Jasper, Equipment Manufacturer, ProFluent with same sub-headers",
              "confidence": 90
            },
            {
              "id": 157,
              "slug": "sinatra-test",
              "layer": "Slide",
              "evidence": "Flagship cases (Jasper, ProFluent) used as proof",
              "confidence": 75
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            {
              "id": 155,
              "slug": "credibility-transfer",
              "layer": "Slide",
              "evidence": "Named real-world companies lend credibility to abstract claim",
              "confidence": 75
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            {
              "id": 159,
              "slug": "contrast-principle",
              "layer": "Slide",
              "evidence": "Bottom row contrasts 'Non-core use case' (red) vs 'Golden use cases' (green)",
              "confidence": 70
            }
          ],
          "page_number": 11
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states present-state vs future-state of foundation models",
              "confidence": 80
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          "page_number": 12
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'CEOs should make strategic choices about whether to fine-tune existing LLMs or to train a custom model'",
              "confidence": 88
            },
            {
              "id": 92,
              "slug": "tricolon",
              "layer": "Loop",
              "evidence": "Three parallel options framing the fork (Develop / Enhance / Fine-tune)",
              "confidence": 70
            },
            {
              "id": 61,
              "slug": "hicks-law",
              "layer": "Block",
              "evidence": "Choice pre-narrowed to three labelled paths",
              "confidence": 65
            }
          ],
          "page_number": 13
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Training a custom LLM will offer greater flexibility, but that comes with high costs'",
              "confidence": 92
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Three parallel option cards with identical structure (cost / drivers)",
              "confidence": 90
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific cost ranges $50-90M+, $1-10M, $10-100k+ per option",
              "confidence": 85
            },
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Numbered 1/2/3 cards anchor reading order",
              "confidence": 75
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          ],
          "page_number": 14
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'move too soon and risk wasting money, too slow and risk falling behind'",
              "confidence": 90
            },
            {
              "id": 94,
              "slug": "antithesis",
              "layer": "Loop",
              "evidence": "Parallel contrast 'too soon... too slow' inside the title",
              "confidence": 88
            },
            {
              "id": 68,
              "slug": "loss-aversion",
              "layer": "Block",
              "evidence": "Both branches framed as losses (waste money / fall behind)",
              "confidence": 75
            }
          ],
          "page_number": 15
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title frames change-mgmt, workforce, op-model questions to answer",
              "confidence": 80
            },
            {
              "id": 9,
              "slug": "audience-definition",
              "layer": "Block",
              "evidence": "Block reorients to CEO's organization-specific questions",
              "confidence": 60
            }
          ],
          "page_number": 17
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'traditional AI has augmented... managers, Generative AI will augment... individual contributors'",
              "confidence": 95
            },
            {
              "id": 94,
              "slug": "antithesis",
              "layer": "Loop",
              "evidence": "Two-column 'vs.' layout with parallel structure for traditional vs GenAI",
              "confidence": 92
            },
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Explicit 'VS.' diamond between two columns",
              "confidence": 88
            },
            {
              "id": 169,
              "slug": "authority-bias",
              "layer": "Slide",
              "evidence": "Satya Nadella pull-quote on right with attribution",
              "confidence": 85
            },
            {
              "id": 156,
              "slug": "emotional-appeal",
              "layer": "Slide",
              "evidence": "Quote 'benefits the lives of everyday people so quickly and so tangibly'",
              "confidence": 60
            }
          ],
          "page_number": 18
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Topic title 'Core role changes for a marketer' anchors the example",
              "confidence": 70
            },
            {
              "id": 26,
              "slug": "before-after-bridge",
              "layer": "Block",
              "evidence": "Process diagram of role transformation",
              "confidence": 70
            }
          ],
          "page_number": 19
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Generative AI will redefine roles across the organization'",
              "confidence": 85
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Comparison table with parallel role rows",
              "confidence": 70
            }
          ],
          "page_number": 20
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Employees are expressing concern about the impact to their professional identity'",
              "confidence": 88
            },
            {
              "id": 156,
              "slug": "emotional-appeal",
              "layer": "Slide",
              "evidence": "Frames employee identity concerns (feelings, not metrics)",
              "confidence": 75
            },
            {
              "id": 59,
              "slug": "empathy-gap",
              "layer": "Block",
              "evidence": "Surfaces employee emotional state CEOs may underestimate",
              "confidence": 65
            }
          ],
          "page_number": 21
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'CEOs need to use their learnings to develop a strategic workforce plan'",
              "confidence": 80
            }
          ],
          "page_number": 22
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Consider centralizing the IT/R&D function supplying LLMs and data engineers'",
              "confidence": 88
            }
          ],
          "page_number": 23
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'agile (or platform) models will remain the most effective and scalable'",
              "confidence": 90
            },
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Layered platform diagram (Front-end / Business EP / Data EP / Tech EP)",
              "confidence": 75
            },
            {
              "id": 131,
              "slug": "gestalt-principles",
              "layer": "Slide",
              "evidence": "Proximity/enclosure groups divisions and shared platform layers",
              "confidence": 70
            }
          ],
          "page_number": 24
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Risks associated with Generative AI are showing up in the real world rapidly'",
              "confidence": 80
            },
            {
              "id": 66,
              "slug": "negativity-bias",
              "layer": "Block",
              "evidence": "Opens risk block with vivid real-world incidents",
              "confidence": 65
            }
          ],
          "page_number": 26
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'GenAI creates fundamental shifts impacting the Responsible AI (RAI) approach'",
              "confidence": 85
            }
          ],
          "page_number": 27
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Companies must be wary of critical risks of Generative AI today before adopting'",
              "confidence": 85
            },
            {
              "id": 116,
              "slug": "chunking",
              "layer": "Loop",
              "evidence": "Risks grouped into discrete categories",
              "confidence": 65
            }
          ],
          "page_number": 28
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Not all risks are created equal... higher business risk while also being harder to mitigate'",
              "confidence": 92
            },
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Explicit 2x2 matrix Severity x Ease of mitigation",
              "confidence": 90
            },
            {
              "id": 130,
              "slug": "color-strategy",
              "layer": "Slide",
              "evidence": "Quadrants color-coded; sweet-spot quadrant labelled '1'",
              "confidence": 80
            },
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Quadrant numbers 1-2-3-4 sequence the prioritization",
              "confidence": 78
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Right-side rationale labels each quadrant order",
              "confidence": 75
            }
          ],
          "page_number": 29
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Timeline to potential resolution of issues varies based on complexity and urgency'",
              "confidence": 80
            },
            {
              "id": 116,
              "slug": "chunking",
              "layer": "Loop",
              "evidence": "Eight risks chunked along Short / Medium / Long-term timeline",
              "confidence": 75
            },
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Horizontal arrow timeline visualization",
              "confidence": 75
            },
            {
              "id": 142,
              "slug": "grid-system",
              "layer": "Slide",
              "evidence": "Aligned columns for Description / Potential Resolution under each item",
              "confidence": 70
            }
          ],
          "page_number": 30
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'To manage risk... companies can adopt the following policies today'",
              "confidence": 80
            },
            {
              "id": 124,
              "slug": "closing-techniques",
              "layer": "Slide",
              "evidence": "Section-end CTA with concrete near-term policy actions",
              "confidence": 65
            }
          ],
          "page_number": 31
        },
        {
          "tools": [
            {
              "id": 124,
              "slug": "closing-techniques",
              "layer": "Slide",
              "evidence": "Closing 'Connect with our Generative AI leadership team' CTA",
              "confidence": 80
            },
            {
              "id": 169,
              "slug": "authority-bias",
              "layer": "Slide",
              "evidence": "Named senior leaders with credentials drive trust",
              "confidence": 70
            }
          ],
          "page_number": 32
        }
      ],
      "slides_seen": 34,
      "deck_summary": "Strong alignment with the Storymakers playbook: the deck rides a clean Consultant's Gambit, opens with a Why-Now (ChatGPT trigger + $120B TAM), uses three pillars (Potential/People/Policies) as the governing structure, leans on action titles, small multiples and a 2x2 to drive each recommendation home, and closes with concrete policies and a contact slide.",
      "secondary_arcs": [
        {
          "id": 11,
          "slug": "triple-take",
          "beats": [
            {
              "name": "The Facts (What)",
              "end_page": 9,
              "evidence": "ChatGPT search interest, 88% transformative, $120B TAM",
              "position": 1,
              "start_page": 7
            },
            {
              "name": "The Implications (So What)",
              "end_page": 28,
              "evidence": "Use case selection, workforce reshape, risk surface",
              "position": 2,
              "start_page": 10
            },
            {
              "name": "The Action (Now What)",
              "end_page": 32,
              "evidence": "Prioritize risks, adopt policies, contact team",
              "position": 3,
              "start_page": 29
            }
          ],
          "evidence": "Facts (p7-9 ChatGPT spike, $120B TAM) -> Implications (3 pillars) -> Action (policies p31).",
          "confidence": 60
        }
      ],
      "images_inspected": 8,
      "slide_frameworks": [
        {
          "frameworks": [
            {
              "name": "BCG 3 Pillars (Potential / People / Policies)",
              "slug": "bcg-3-pillars-potential-people-policies",
              "evidence": "Three labelled pillar rows headed POTENTIAL, PEOPLE, POLICIES",
              "confidence": 95
            }
          ],
          "page_number": 5
        },
        {
          "frameworks": [
            {
              "name": "Build vs Enhance vs Fine-tune (LLM strategy)",
              "slug": "build-enhance-finetune-llm",
              "evidence": "Three labelled options: Develop New / Enhance Existing / Fine-tune Existing foundation model",
              "confidence": 80
            }
          ],
          "page_number": 13
        },
        {
          "frameworks": [
            {
              "name": "Platform / Agile Operating Model",
              "slug": "platform-agile-operating-model",
              "evidence": "Layered diagram: Front-end divisions over Business EP, Data EP, Technology EP platform",
              "confidence": 80
            }
          ],
          "page_number": 24
        },
        {
          "frameworks": [
            {
              "name": "2x2 Matrix",
              "slug": "2x2-matrix",
              "evidence": "Axes labelled 'Ease of mitigation' (y) and 'Severity of business risk' (x), four quadrants",
              "confidence": 95
            }
          ],
          "page_number": 29
        },
        {
          "frameworks": [
            {
              "name": "Short/Medium/Long-Term Resolution Timeline",
              "slug": "short-medium-long-timeline",
              "evidence": "Arrow split into Short-term / Medium-term / Long-term horizons",
              "confidence": 70
            }
          ],
          "page_number": 30
        }
      ]
    },
    "matchedAt": "2026-04-26 19:29:17+00",
    "slidesSeen": 34,
    "deckSummary": "Strong alignment with the Storymakers playbook: the deck rides a clean Consultant's Gambit, opens with a Why-Now (ChatGPT trigger + $120B TAM), uses three pillars (Potential/People/Policies) as the governing structure, leans on action titles, small multiples and a 2x2 to drive each recommendation home, and closes with concrete policies and a contact slide.",
    "imagesInspected": 8,
    "extractionSeconds": 369.95233
  },
  "score": {
    "backend": "codex",
    "scoredAt": "2026-05-02 23:29:52.492+00",
    "subScores": {
      "scqa_arc": 75,
      "action_titles": 76,
      "mece_structure": 73,
      "closing_strength": 58,
      "evidence_quality": 74,
      "clarity_of_thesis": 84,
      "production_quality": 72,
      "visual_storytelling": 78
    },
    "totalScore": 74,
    "coveragePct": 100,
    "explanations": {
      "scqa_arc": "The deck broadly follows Situation on slides 2-9, Complication through strategic choices/workforce/risk on slides 10-30, and Answer via the three-pillar roadmap, but the governing question remains implicit.",
      "action_titles": "Most content slides use declarative titles, for example slide 7, \"Interest in Generative AI is exploding, fueled by the launch of ChatGPT,\" but slides 2, 6, 16, 19, 25, and 33 are more label-like.",
      "mece_structure": "The Potential, People, and Policies architecture on slides 5-6 is mostly MECE, though the Potential section mixes opportunity sizing, use-case strategy, model choices, and timing without a fully clean decomposition.",
      "closing_strength": "The content close on slide 31 provides policy actions, but slides 32-34 shift to contacts, disclaimer, and branding rather than a synthesized recommendation or implementation next steps.",
      "evidence_quality": "Claims are supported by search-interest data, TAM projections, case examples, quotes, media headlines, and footnotes across slides 7-15 and 18-30, but some recommendations rely on asserted BCG judgment rather than direct proof.",
      "clarity_of_thesis": "The central thesis is identifiable by slides 4-5: CEOs do not need deep technical understanding, but must act now by making choices across Potential, People, and Policies.",
      "production_quality": "BCG-style templates, section dividers, frameworks, and footnotes are consistent, but very long titles and multiple dense or overcrowded slides such as 4, 10, 14, 15, and 21 reduce readability.",
      "visual_storytelling": "The deck generally selects appropriate tools, including charts on slides 7 and 9, a decision tree on slide 13, matrices on slides 22 and 29, and risk grids on slides 28-30, despite several overcrowded pages."
    },
    "slidesAnalyzed": 34
  },
  "review": {
    "backend": null,
    "verdict": "A well-structured three-pillar BCG executive perspective with strong analytical titles in the middle, but it opens slowly and ends in a checklist rather than a recommendation — use pp.5, 14, 15 as teaching examples of action titles, not the overall arc as a Storymakers exemplar.",
    "reviewedAt": "2026-04-24 14:07:34+00",
    "slidesSeen": 32,
    "suggestions": [
      "Lead with the p.5 three-pillar answer as slide 2 and demote the 'defining features' context (p.4) to an appendix or footnote",
      "Rename section dividers to pillar action titles (e.g. 'Pillar 1: Pick golden use cases, not every use case') so the MECE spine is visible on the contents page",
      "Replace p.31's policy list and p.32's team bio with a synthesis slide that restates one recommendation per pillar and a 90-day CEO agenda, then keep contacts as a back-matter page"
    ],
    "closingScore": 45,
    "openingScore": 68,
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          "evidence": "Block opens with single unifying idea: focus on golden use cases for advantage",
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          "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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          "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": "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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            "categoryName": "Slide",
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          "agents": [
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          "evidence": "Title/callout 'identify the company's so-called golden use cases'",
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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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        {
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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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            "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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          "evidence": "'Golden use cases' coined as memorable label for the recommendation",
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          "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.",
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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.",
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          "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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            "description": "The pivot — solution proposed, catalyst introduced, decision made. Common (15/20 arcs) but not universal: Triple-take, AIDA, PAS, Voyage-return and Pixar substitute it with a strong reflection or development beat."
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            "description": "The \"so what\" beat. Used by analytical arcs (Triple-take, Onion) and learning arcs (Voyage-return, Tragedy)."
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          "matchConfidence": 60
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      "loops": [
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