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          "categorySlug": "causation"
        },
        "matchId": "019de962-2015-723e-a5aa-c55abd9808b4",
        "evidence": "p.19 evolution -> p.20 flywheel diagram -> p.21 'flywheel is accelerating' -> p.22 new products enabled by data",
        "position": 3,
        "objective": "Show platform compounding: products->data->customers->new products",
        "confidence": 70,
        "extraction": {
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          "model": "claude-cli",
          "runId": null,
          "seconds": null,
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        }
      },
      {
        "to": 31,
        "from": 23,
        "loop": {
          "name": "02_pattern_hunter",
          "slug": "02-pattern-hunter",
          "status": "active",
          "bestFor": "Time-pressed audiences, building consensus, when data is strong",
          "canonId": "019dd956-6695-771a-be2e-f1748ef041a4",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "Evidence A -> Evidence B -> Evidence C -> Pattern/Conclusion",
          "description": "Group multiple pieces of evidence that together point to a pattern or conclusion",
          "familyLabel": null,
          "categoryName": "Logical Reasoning",
          "categorySlug": "logical-reasoning"
        },
        "matchId": "019de962-203a-757e-9e42-33a26a127b2c",
        "evidence": "Nine product spotlights (route, navigation, asset tags, tank, weather, worker safety) form a pattern of platform breadth",
        "position": 4,
        "objective": "Stack product evidence to prove platform breadth",
        "confidence": 75,
        "extraction": {
          "at": "2026-05-02 15:50:14.433618+00",
          "model": "claude-cli",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        }
      },
      {
        "to": 39,
        "from": 33,
        "loop": {
          "name": "02_pattern_hunter",
          "slug": "02-pattern-hunter",
          "status": "active",
          "bestFor": "Time-pressed audiences, building consensus, when data is strong",
          "canonId": "019dd956-6695-771a-be2e-f1748ef041a4",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "Evidence A -> Evidence B -> Evidence C -> Pattern/Conclusion",
          "description": "Group multiple pieces of evidence that together point to a pattern or conclusion",
          "familyLabel": null,
          "categoryName": "Logical Reasoning",
          "categorySlug": "logical-reasoning"
        },
        "matchId": "019de962-2060-72db-9508-21dfe03036e1",
        "evidence": "Sales curve, F500 logos, ROI vignettes, GTM, journey, case study -> p.39 'Why we win' synthesis",
        "position": 5,
        "objective": "Stack go-to-market evidence to land 'why we win'",
        "confidence": 75,
        "extraction": {
          "at": "2026-05-02 15:50:14.433618+00",
          "model": "claude-cli",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        }
      },
      {
        "to": 47,
        "from": 43,
        "loop": {
          "name": "39_benchmark_gap",
          "slug": "39-benchmark-gap",
          "status": "active",
          "bestFor": "Performance improvement, competitive analysis, target setting",
          "canonId": "019dd956-75a4-7522-8d1a-af94da4703e9",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "Our Performance -> Industry Average -> Best-in-Class -> The Gap = The Opportunity",
          "description": "Compare performance against best-in-class to quantify the opportunity",
          "familyLabel": null,
          "categoryName": "Comparison",
          "categorySlug": "comparison"
        },
        "matchId": "019de962-2086-7753-a3be-81ecb7b11e49",
        "evidence": "p.44 funnel (57 of 10K), p.45 fastest-to-$1.5B bar chart with Samsara highlighted, p.47 'rarified air'",
        "position": 6,
        "objective": "Position Samsara vs software peer set on scale & speed",
        "confidence": 85,
        "extraction": {
          "at": "2026-05-02 15:50:14.433618+00",
          "model": "claude-cli",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        }
      },
      {
        "to": 55,
        "from": 49,
        "loop": {
          "name": "33_build_up",
          "slug": "33-build-up",
          "status": "active",
          "bestFor": "Pricing justification, cost estimation, market sizing",
          "canonId": "019dd956-733a-746e-88fd-04b2e4b51b61",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "The Base -> Add Component A -> Add Component B -> Add Component C -> The Total",
          "description": "Start from zero and add components to arrive at a total",
          "familyLabel": null,
          "categoryName": "Consulting Framework",
          "categorySlug": "consulting-framework"
        },
        "matchId": "019de962-20ac-716b-b161-bbea30f6cf72",
        "evidence": "Subscription base + $137B TAM + penetration + GVA + diversified end markets + non-discretionary budget",
        "position": 7,
        "objective": "Build the durable-demand case: model + TAM + diversity + budget",
        "confidence": 70,
        "extraction": {
          "at": "2026-05-02 15:50:14.433618+00",
          "model": "claude-cli",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        }
      },
      {
        "to": 60,
        "from": 56,
        "loop": {
          "name": "41_so_what_cascade",
          "slug": "41-so-what-cascade",
          "status": "active",
          "bestFor": "Data presentations, executive summaries, driving to recommendations",
          "canonId": "019dd956-769f-7208-afbc-f28985c6f4fb",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "The Data -> So What? (Insight 1) -> So What? (Insight 2) -> So What? (The Action)",
          "description": "Chain insights together, each answering 'so what?' until you reach the actionable conclusion",
          "familyLabel": null,
          "categoryName": "Consulting Framework",
          "categorySlug": "consulting-framework"
        },
        "matchId": "019de962-20d1-714a-9bb3-1ebe0cad265e",
        "evidence": "8x ROI -> ARR mix shift to large -> cohort 6.1x growth -> multi-product adoption -> product mix at $700M+",
        "position": 8,
        "objective": "Cascade from ROI to large-customer expansion to multi-product mix",
        "confidence": 70,
        "extraction": {
          "at": "2026-05-02 15:50:14.433618+00",
          "model": "claude-cli",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        }
      },
      {
        "to": 64,
        "from": 61,
        "loop": {
          "name": "02_pattern_hunter",
          "slug": "02-pattern-hunter",
          "status": "active",
          "bestFor": "Time-pressed audiences, building consensus, when data is strong",
          "canonId": "019dd956-6695-771a-be2e-f1748ef041a4",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "Evidence A -> Evidence B -> Evidence C -> Pattern/Conclusion",
          "description": "Group multiple pieces of evidence that together point to a pattern or conclusion",
          "familyLabel": null,
          "categoryName": "Logical Reasoning",
          "categorySlug": "logical-reasoning"
        },
        "matchId": "019de962-20f6-72f0-bf51-e041e3e5f114",
        "evidence": "p.61 three drivers -> p.62 LTV:CAC>8x -> p.63 margin expansion -> p.64 dilution falling 4.4%->1.0%",
        "position": 9,
        "objective": "Stack efficient-growth proof points",
        "confidence": 70,
        "extraction": {
          "at": "2026-05-02 15:50:14.433618+00",
          "model": "claude-cli",
          "runId": null,
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        }
      }
    ],
    "tools": [
      {
        "tool": {
          "name": "Big Idea Formula",
          "slug": "big-idea-formula",
          "status": "active",
          "bestFor": "Any narrative-driven persuasive deck whose job is to move the audience: keynotes, fundraising pitches, capital-allocation board asks, all-hands behaviour-change talks, conference talks meant to shift mental models. Use it before structuring; pair with Pyramid when the deck must also withstand line-by-line scrutiny.",
          "canonId": "019dd956-7dd1-74d7-9866-ffdef19ecfbf",
          "version": 1,
          "bodyDocId": "c30d7484-69e0-4e21-82cf-20fa0966869e",
          "description": "Nancy Duarte's articulation of how to frame a presentation's central message: the speaker's unique point of view plus what's at stake for the audience, expressed as one complete declarative sentence. The narrative-driven counterpart to Minto's analytical governing thought.",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Storyteller",
        "layer": "block",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019de962-21d4-714f-b305-26286090d590",
        "evidence": "POV+stakes condensed into one mission line",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any narrative-driven persuasive deck whose job is to move the audience: keynotes, fundraising pitches, capital-allocation board asks, all-hands behaviour-change talks, conference talks meant to shift mental models. Use it before structuring; pair with Pyramid when the deck must also withstand line-by-line scrutiny.",
        "confidence": 70,
        "extraction": {
          "at": "2026-05-02 15:50:14.433618+00",
          "model": "claude-cli",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 5,
        "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": "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": "019de962-243e-7618-87b2-cd51d60ba037",
        "evidence": "two-column structure: Assistant + Intelligent Experiences",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 50,
        "extraction": {
          "at": "2026-05-02 15:50:14.433618+00",
          "model": "claude-cli",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 11,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Problem Statement Canvas",
          "slug": "problem-statement-canvas",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-839d-744b-ad11-9bf3e3642a18",
          "version": 1,
          "bodyDocId": null,
          "description": "Structured definition of the problem: What? Who? Where? When? Scale?",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Architect",
        "layer": "block",
        "agents": [
          "Architect"
        ],
        "matchId": "019de962-25d9-766a-837d-bf67e79094c1",
        "evidence": "labeled 'Evergreen problems in operations'",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 65,
        "extraction": {
          "at": "2026-05-02 15:50:14.433618+00",
          "model": "claude-cli",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 17,
        "whyItWorks": null,
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        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "The Rule of Three",
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          "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": "019de962-25b1-7011-bdb7-9213f1c1efe2",
        "evidence": "three-photo three-text symmetric layout",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 90,
        "extraction": {
          "at": "2026-05-02 15:50:14.433618+00",
          "model": "claude-cli",
          "runId": null,
          "seconds": null,
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        },
        "pageNumber": 17,
        "whyItWorks": null,
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        "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": "019de962-258a-708f-aa4c-13865d19aa41",
        "evidence": "explicit Safety / Efficiency / Sustainability triad",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 90,
        "extraction": {
          "at": "2026-05-02 15:50:14.433618+00",
          "model": "claude-cli",
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        "narrativePurpose": null
      },
      {
        "tool": {
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          "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": "019de962-2b35-72de-8712-c742c890095e",
        "evidence": "Strategics / Enterprise / Mid-Market triad",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 60,
        "extraction": {
          "at": "2026-05-02 15:50:14.433618+00",
          "model": "claude-cli",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 36,
        "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": "019de962-32b5-728a-a69f-b455fc33eed0",
        "evidence": "three numbered callout boxes for efficient-growth pillars",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 85,
        "extraction": {
          "at": "2026-05-02 15:50:14.433618+00",
          "model": "claude-cli",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 61,
        "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": "019de962-32d9-7599-b2a0-e5fc74485e3f",
        "evidence": "explicit three-pillar structure for efficient growth",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 80,
        "extraction": {
          "at": "2026-05-02 15:50:14.433618+00",
          "model": "claude-cli",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 61,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Chunking",
          "slug": "chunking",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-abab-72ce-b64c-2924cc83cf39",
          "version": 1,
          "bodyDocId": null,
          "description": "Information grouped into chunks is remembered better - structure content in digestible units",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Architect",
        "layer": "loop",
        "agents": [
          "Architect"
        ],
        "matchId": "019de962-2165-76ba-8d70-3b180e2ba704",
        "evidence": "agenda groups topics into time-blocked chunks",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-05-02 15:50:14.433618+00",
          "model": "claude-cli",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 3,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Causal Chain",
          "slug": "causal-chain",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-9e98-7269-907b-8cf727e9499d",
          "version": 1,
          "bodyDocId": null,
          "description": "Showing how one event leads to another in sequence",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Architect",
        "layer": "loop",
        "agents": [
          "Architect"
        ],
        "matchId": "019de962-264c-756c-aa2a-d0f07f6865bb",
        "evidence": "first slide of flywheel/causation loop",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 65,
        "extraction": {
          "at": "2026-05-02 15:50:14.433618+00",
          "model": "claude-cli",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 19,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Inductive Reasoning",
          "slug": "inductive-reasoning",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-99c6-705e-94cc-76a504c3da37",
          "version": 1,
          "bodyDocId": null,
          "description": "Grouping similar evidence to form a conclusion (Evidence → Pattern → Conclusion)",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Architect",
        "layer": "loop",
        "agents": [
          "Architect"
        ],
        "matchId": "019de962-27d8-7108-aef5-42daee58b48d",
        "evidence": "first product in pattern-hunter sequence",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-05-02 15:50:14.433618+00",
          "model": "claude-cli",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 23,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Inductive Reasoning",
          "slug": "inductive-reasoning",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-99c6-705e-94cc-76a504c3da37",
          "version": 1,
          "bodyDocId": null,
          "description": "Grouping similar evidence to form a conclusion (Evidence → Pattern → Conclusion)",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Architect",
        "layer": "loop",
        "agents": [
          "Architect"
        ],
        "matchId": "019de962-2a02-740f-a25b-72e35dfa5018",
        "evidence": "first slide of GTM-evidence pattern-hunter",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-05-02 15:50:14.433618+00",
          "model": "claude-cli",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 33,
        "whyItWorks": null,
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        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Goal Gradient Effect",
          "slug": "goal-gradient-effect",
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        "confidence": 80,
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        "evidence": "'40%+ of Global GDP', '6 of Top-10' specific metrics",
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        "evidence": "callout literally states the so-what claim",
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          "name": "Gestalt Principles",
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          "description": "Proximity, Similarity, Enclosure, Continuity, Closure, Connection - how humans perceive visual groups",
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      {
        "tool": {
          "name": "So What? Test",
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          "description": "The recursive editorial discipline of asking so-what of every slide, chart, and statement until the answer is an implication for the audience — that final answer becomes the slide's title; the chain becomes its body.",
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        "agents": [
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        "evidence": "central callout answers why-companies-need-this",
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        "whenToUse": "On every slide carrying a chart, number, list, or finding intended to inform a decision; whenever a draft title is descriptive rather than directive; whenever the deck will circulate without its author.",
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      {
        "tool": {
          "name": "Contrast Principle",
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          "canonId": "019dd956-bf0f-73ae-b9df-e60508cdaa65",
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          "description": "Higher visual weight draws attention - use contrast strategically for emphasis",
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        "agent": "Designer",
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        "agents": [
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        "matchId": "019de962-2305-7427-ad61-334ea641676b",
        "evidence": "blue Samsara/OT box vs grey IT box visually separates",
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          "canonId": "019dd956-adea-7729-bca1-70810d6238a9",
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          "description": "Making abstract concepts concrete through familiar comparisons",
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        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
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        "matchId": "019de962-22de-779c-9466-9d41efeac49e",
        "evidence": "cloud iconography metaphor for SaaS categories",
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              "evidence": "verbatim mobile-usage detection callout",
              "confidence": 80
            },
            {
              "id": 165,
              "slug": "picture-superiority-effect",
              "layer": "Slide",
              "evidence": "real-world detection screenshot anchors claim",
              "confidence": 75
            }
          ],
          "page_number": 16
        },
        {
          "tools": [
            {
              "id": 16,
              "slug": "three-pillars",
              "layer": "Block",
              "evidence": "explicit Safety / Efficiency / Sustainability triad",
              "confidence": 90
            },
            {
              "id": 34,
              "slug": "the-rule-of-three",
              "layer": "Block",
              "evidence": "three-photo three-text symmetric layout",
              "confidence": 90
            },
            {
              "id": 20,
              "slug": "problem-statement-canvas",
              "layer": "Block",
              "evidence": "labeled 'Evergreen problems in operations'",
              "confidence": 65
            }
          ],
          "page_number": 17
        },
        {
          "tools": [
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "concentric rings expand from telematics core outward",
              "confidence": 80
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "rings-of-growth metaphor for product expansion",
              "confidence": 70
            },
            {
              "id": 86,
              "slug": "causal-chain",
              "layer": "Loop",
              "evidence": "first slide of flywheel/causation loop",
              "confidence": 65
            }
          ],
          "page_number": 19
        },
        {
          "tools": [
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "explicit flywheel metaphor diagram",
              "confidence": 90
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Our Connected Operations flywheel'",
              "confidence": 75
            }
          ],
          "page_number": 20
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "title declares insight: 'Flywheel is accelerating'",
              "confidence": 90
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "three identical bar charts (Customers/Data/Products)",
              "confidence": 90
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "2x+ / 3x+ / 5 callouts visually distinct",
              "confidence": 80
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "FY22->FY25 specific values 8.9K->20K, 4.6T->14T",
              "confidence": 85
            }
          ],
          "page_number": 21
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'New products enabled by data'",
              "confidence": 80
            },
            {
              "id": 165,
              "slug": "picture-superiority-effect",
              "layer": "Slide",
              "evidence": "UI screenshots dominate slide",
              "confidence": 75
            }
          ],
          "page_number": 22
        },
        {
          "tools": [
            {
              "id": 165,
              "slug": "picture-superiority-effect",
              "layer": "Slide",
              "evidence": "route planning UI screenshot dominates",
              "confidence": 80
            },
            {
              "id": 74,
              "slug": "inductive-reasoning",
              "layer": "Loop",
              "evidence": "first product in pattern-hunter sequence",
              "confidence": 70
            }
          ],
          "page_number": 23
        },
        {
          "tools": [
            {
              "id": 165,
              "slug": "picture-superiority-effect",
              "layer": "Slide",
              "evidence": "navigation app mockup over road",
              "confidence": 80
            }
          ],
          "page_number": 24
        },
        {
          "tools": [
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "specific constraints (height, width, hazmat)",
              "confidence": 75
            }
          ],
          "page_number": 25
        },
        {
          "tools": [
            {
              "id": 125,
              "slug": "data-ink-ratio",
              "layer": "Slide",
              "evidence": "dark-mode map with only network dots as ink",
              "confidence": 80
            },
            {
              "id": 165,
              "slug": "picture-superiority-effect",
              "layer": "Slide",
              "evidence": "geographic visualization conveys density",
              "confidence": 80
            }
          ],
          "page_number": 26
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Fast start for Asset Tags in Year 1'",
              "confidence": 80
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "$10M+ ARR metric visually emphasized",
              "confidence": 80
            }
          ],
          "page_number": 27
        },
        {
          "tools": [
            {
              "id": 165,
              "slug": "picture-superiority-effect",
              "layer": "Slide",
              "evidence": "physical install photo grounds IoT product",
              "confidence": 80
            }
          ],
          "page_number": 28
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Real-time visibility into remote assets'",
              "confidence": 80
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "'Overfilled' callout annotates aerial map",
              "confidence": 75
            }
          ],
          "page_number": 29
        },
        {
          "tools": [
            {
              "id": 165,
              "slug": "picture-superiority-effect",
              "layer": "Slide",
              "evidence": "rainy-windshield photo + flood map UI",
              "confidence": 75
            }
          ],
          "page_number": 30
        },
        {
          "tools": [
            {
              "id": 165,
              "slug": "picture-superiority-effect",
              "layer": "Slide",
              "evidence": "wearable hardware photo + dashboard UI overlay",
              "confidence": 75
            }
          ],
          "page_number": 31
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Samsara sales evolution' chart with milestones",
              "confidence": 75
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "milestones annotated along ARR growth curve",
              "confidence": 85
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "$1.5B+ endpoint visually distinct",
              "confidence": 70
            },
            {
              "id": 74,
              "slug": "inductive-reasoning",
              "layer": "Loop",
              "evidence": "first slide of GTM-evidence pattern-hunter",
              "confidence": 70
            }
          ],
          "page_number": 33
        },
        {
          "tools": [
            {
              "id": 226,
              "slug": "social-validation",
              "layer": "Slide",
              "evidence": "Fortune 500 logo grid as social proof",
              "confidence": 90
            },
            {
              "id": 155,
              "slug": "credibility-transfer",
              "layer": "Slide",
              "evidence": "borrows authority of name-brand customers",
              "confidence": 85
            }
          ],
          "page_number": 34
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Selling through ROI' anchors money-saved framing",
              "confidence": 80
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "$2.5M, $3M, $10M, 65% specific outcomes",
              "confidence": 90
            },
            {
              "id": 224,
              "slug": "singularity-effect",
              "layer": "Slide",
              "evidence": "four named individual customers, not aggregates",
              "confidence": 75
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "four-column parallel customer vignettes",
              "confidence": 75
            }
          ],
          "page_number": 35
        },
        {
          "tools": [
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "pyramid orders cohorts top-to-bottom",
              "confidence": 75
            },
            {
              "id": 16,
              "slug": "three-pillars",
              "layer": "Block",
              "evidence": "Strategics / Enterprise / Mid-Market triad",
              "confidence": 60
            }
          ],
          "page_number": 36
        },
        {
          "tools": [
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "ascending bar chart shows lifecycle progression",
              "confidence": 70
            },
            {
              "id": 102,
              "slug": "goal-gradient-effect",
              "layer": "Loop",
              "evidence": "growing bars suggest customers' progress momentum",
              "confidence": 60
            }
          ],
          "page_number": 37
        },
        {
          "tools": [
            {
              "id": 224,
              "slug": "singularity-effect",
              "layer": "Slide",
              "evidence": "Lanes Group named with specific outcomes",
              "confidence": 80
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "72% safety-score improvement quantified",
              "confidence": 80
            }
          ],
          "page_number": 38
        },
        {
          "tools": [
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "icon-grid pillars distinct from prior slides",
              "confidence": 65
            },
            {
              "id": 116,
              "slug": "chunking",
              "layer": "Loop",
              "evidence": "five reasons grouped as digestible chunks",
              "confidence": 70
            }
          ],
          "page_number": 39
        },
        {
          "tools": [
            {
              "id": 155,
              "slug": "credibility-transfer",
              "layer": "Slide",
              "evidence": "American Airlines + UNFI logos lend authority",
              "confidence": 80
            }
          ],
          "page_number": 41
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'$1.5B+ ARR in our first decade'",
              "confidence": 90
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "31% growth trend line annotated",
              "confidence": 75
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "FY26 endpoint visually distinct",
              "confidence": 75
            }
          ],
          "page_number": 43
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Less than 1% of software companies ever achieve this scale'",
              "confidence": 90
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Samsara logo lone-colored in greyed-out peer set",
              "confidence": 90
            },
            {
              "id": 226,
              "slug": "social-validation",
              "layer": "Slide",
              "evidence": "Adobe/Salesforce/Workday peer set lends prestige",
              "confidence": 80
            },
            {
              "id": 159,
              "slug": "contrast-principle",
              "layer": "Slide",
              "evidence": "10K->57 funnel highlights scarcity contrast",
              "confidence": 80
            },
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "first slide of benchmark-gap loop",
              "confidence": 75
            }
          ],
          "page_number": 44
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'one of the fastest to do it'",
              "confidence": 85
            },
            {
              "id": 159,
              "slug": "contrast-principle",
              "layer": "Slide",
              "evidence": "Samsara bar in black vs blue peer bars",
              "confidence": 90
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "single distinct bar makes Samsara pre-attentive",
              "confidence": 85
            }
          ],
          "page_number": 45
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'while delivering significant operating leverage'",
              "confidence": 80
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "two parallel bar charts (margin + FCF margin)",
              "confidence": 85
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "+36pp / +51pp dashed trend lines annotated",
              "confidence": 80
            }
          ],
          "page_number": 46
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Samsara is operating in rarified air'",
              "confidence": 80
            },
            {
              "id": 159,
              "slug": "contrast-principle",
              "layer": "Slide",
              "evidence": "300->2 funnel emphasizes scarcity",
              "confidence": 85
            }
          ],
          "page_number": 47
        },
        {
          "tools": [
            {
              "id": 116,
              "slug": "chunking",
              "layer": "Loop",
              "evidence": "8 drivers as 2x4 icon grid",
              "confidence": 75
            },
            {
              "id": 131,
              "slug": "gestalt-principles",
              "layer": "Slide",
              "evidence": "icon proximity groups related drivers",
              "confidence": 70
            }
          ],
          "page_number": 48
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Highly predictable subscription business model'",
              "confidence": 80
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "98%+ recurring revenue specific stat",
              "confidence": 80
            }
          ],
          "page_number": 49
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Our platform addresses a large market opportunity'",
              "confidence": 80
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "$137B / $51B oversized callouts",
              "confidence": 85
            },
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "nested circles show market hierarchy",
              "confidence": 80
            }
          ],
          "page_number": 50
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Early innings of digitizing connected fleet'",
              "confidence": 85
            },
            {
              "id": 159,
              "slug": "contrast-principle",
              "layer": "Slide",
              "evidence": "small penetrated slice vs large white-space pie",
              "confidence": 75
            }
          ],
          "page_number": 51
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'with a long runway internationally'",
              "confidence": 85
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "two pie charts mirror p.51 layout",
              "confidence": 75
            }
          ],
          "page_number": 52
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "title states physical-ops-faster-than-economy claim",
              "confidence": 75
            },
            {
              "id": 130,
              "slug": "color-strategy",
              "layer": "Slide",
              "evidence": "shaded blue bars mark COVID/inflation periods",
              "confidence": 70
            }
          ],
          "page_number": 53
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Diversity of end markets provides stable demand'",
              "confidence": 75
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Q1 FY23 vs Q1 FY26 parallel columns",
              "confidence": 70
            }
          ],
          "page_number": 54
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "title frames ops budgets as non-discretionary",
              "confidence": 80
            },
            {
              "id": 159,
              "slug": "contrast-principle",
              "layer": "Slide",
              "evidence": "79% vs 8% stack visualizes budget asymmetry",
              "confidence": 85
            }
          ],
          "page_number": 55
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Samsara Delivers Clear + Fast ROI'",
              "confidence": 90
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "8x+ ROI as oversized blue callout",
              "confidence": 85
            },
            {
              "id": 169,
              "slug": "authority-bias",
              "layer": "Slide",
              "evidence": "IDC research cited as third-party authority",
              "confidence": 80
            },
            {
              "id": 155,
              "slug": "credibility-transfer",
              "layer": "Slide",
              "evidence": "IDC branding lends external credibility",
              "confidence": 75
            }
          ],
          "page_number": 56
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Large customers are our fastest growing cohort'",
              "confidence": 85
            },
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "100% stacked bar fits mix-shift narrative",
              "confidence": 70
            }
          ],
          "page_number": 57
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'large customers grow with us over time'",
              "confidence": 85
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "three parallel cohort bar charts (10/25/100 largest)",
              "confidence": 90
            }
          ],
          "page_number": 58
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Multi-product adoption continues to grow'",
              "confidence": 80
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "three parallel adoption charts (2+/3+/4+ products)",
              "confidence": 85
            }
          ],
          "page_number": 59
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'multiple products growing fast at scale'",
              "confidence": 75
            }
          ],
          "page_number": 60
        },
        {
          "tools": [
            {
              "id": 34,
              "slug": "the-rule-of-three",
              "layer": "Block",
              "evidence": "three numbered callout boxes for efficient-growth pillars",
              "confidence": 85
            },
            {
              "id": 16,
              "slug": "three-pillars",
              "layer": "Block",
              "evidence": "explicit three-pillar structure for efficient growth",
              "confidence": 80
            }
          ],
          "page_number": 61
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "title plus 'LTV:CAC >8x' callout states insight",
              "confidence": 80
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": ">8x callout sized for pre-attention",
              "confidence": 80
            }
          ],
          "page_number": 62
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Profitability is improving with scale'",
              "confidence": 85
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "two parallel bar charts (annual + quarterly margin)",
              "confidence": 80
            }
          ],
          "page_number": 63
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Effectively managing equity dilution'",
              "confidence": 80
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "4.4%->1.0% trajectory annotated on chart",
              "confidence": 75
            }
          ],
          "page_number": 64
        },
        {
          "tools": [
            {
              "id": 124,
              "slug": "closing-techniques",
              "layer": "Slide",
              "evidence": "numbered investor-thesis recap as closer",
              "confidence": 85
            },
            {
              "id": 153,
              "slug": "core-message-extraction",
              "layer": "Slide",
              "evidence": "six pillars distill the whole thesis",
              "confidence": 75
            }
          ],
          "page_number": 65
        }
      ],
      "slides_seen": 75,
      "deck_summary": "Strong Storymakers alignment: clear Consultant's Gambit arc, almost every slide carries an action title, and visual tools (small multiples, von-Restorff highlights, annotated charts) are used deliberately. Weakest beats are the early Why/How/What setup (loose Golden Circle) and the long product parade in the middle, which leans on inductive evidence-stacking rather than tighter narrative loops.",
      "secondary_arcs": [
        {
          "id": 2,
          "slug": "sequoia-pitch",
          "beats": [
            {
              "name": "Problem",
              "end_page": 7,
              "evidence": "Physical ops backbone + system of record gap",
              "position": 1,
              "start_page": 5
            },
            {
              "name": "Solution",
              "end_page": 11,
              "evidence": "Connected Operations Platform + Samsara Intelligence",
              "position": 2,
              "start_page": 8
            },
            {
              "name": "Why Now",
              "end_page": 17,
              "evidence": "Evergreen problems framing urgency",
              "position": 3,
              "start_page": 17
            },
            {
              "name": "Product",
              "end_page": 31,
              "evidence": "Power of the Platform product walk",
              "position": 4,
              "start_page": 18
            },
            {
              "name": "Competition",
              "end_page": 47,
              "evidence": "Funnel of <1%, fastest-to-$1.5B, rarified air",
              "position": 5,
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    "totalScore": 75,
    "coveragePct": 100,
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      "scqa_arc": "The deck approximates Situation on slides 6-8, Complication on slide 17, and Answer through slides 19-65, but the Question is mostly implicit and the demo segments interrupt the arc.",
      "action_titles": "Many titles are insight-bearing, especially in the financial section, but several remain topic labels such as slide 11, \"Samsara Intelligence\".",
      "mece_structure": "The major sections are coherent, but platform, product, customer momentum, and growth-driver content overlap across slides 19-39 and 48-60.",
      "closing_strength": "Slide 65 provides a useful investment-highlight recap, but the deck ends with Q&A and appendix rather than a sharper recommendation, ask, or next-step commitment.",
      "evidence_quality": "Claims are usually backed by metrics, customer examples, charts, footnotes, or methodology, with strong support on slides 35, 43-56, and 69-75.",
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      "production_quality": "Production is polished with consistent sectioning and disciplined footnotes, but action-title density is only moderate and some slides use generic labels or dense list structures.",
      "visual_storytelling": "The deck generally matches message to format with flywheels, maps, funnels, dashboards, customer cards, and benchmark charts across slides 20-21, 26, 44-47, and 57-60."
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    "verdict": "A polished, financially rigorous investor day deck with an exemplary chained-argument financial section, but structurally a corporate executive parade rather than a true SCQA story — a solid Storymakers B-grade exemplar, strongest in the CFO chapter.",
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    "suggestions": [
      "Rewrite product titles s23-s31 as insight statements (e.g., 'Route Planning' → 'Commercial routing cuts fuel costs by integrating real-world vehicle constraints')",
      "Add a single-slide thesis between s3 and s4 that states the answer up front: one sentence on why Samsara is the system of record for physical operations and why now",
      "Collapse s48 + s61 + s65 into one definitive closing slide so the 'why invest' message lands once with maximum force, rather than three diluted summary moments",
      "Make the CEO→CPO→CRO→CFO transitions explicit by using action titles on all four dividers (s18 'Power of the Platform' and s32 'Enterprise Momentum' are still topic labels — compare to s42's stronger 'Fueling the Next Decade of Durable and Efficient Growth')"
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      "Quantified ROI proof on slide 35 ('Selling through ROI' with $2.5M maintenance, $3M fuel, $10M assets) anchors the value claim in concrete customer outcomes",
      "Clear MECE four-act structure tied to executive owners (CEO/CPO/CRO/CFO) at section dividers s4/s18/s32/s42"
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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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            "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.",
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            "categoryName": "Block",
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          "agent": "Storyteller",
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          "agents": [
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          "evidence": "POV+stakes condensed into one mission line",
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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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          "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.",
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        {
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            "bestFor": "Any slide that carries an argument or finding. The diagnostic: if the slide has a chart on it, it needs a core message. Run extraction whenever the current title is a topic (Q3 performance, Customer satisfaction) rather than a claim, or when a reader could reasonably draw more than one conclusion from the visible evidence.",
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            "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": "single mission statement as Commander's Intent",
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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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        {
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            "canonId": "019dd956-bde9-7668-8be7-0097678fec59",
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            "description": "Connecting to audience feelings rather than just logic",
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          "layer": "slide",
          "agents": [
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          "evidence": "low-light industrial photo + mission line on safety/sustainability",
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      "arcBeats": [
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          "arc": {
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          "evidence": "Physical ops backbone + system of record gap",
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      "loops": [
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            "slug": "11-golden-circle",
            "status": "active",
            "bestFor": "Visionary leadership, brand positioning, mission statements",
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            "structure": "The Why (Belief) -> The How (Process) -> The What (Result)",
            "description": "Invert the typical pitch by starting with why you exist, rather than what you do",
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          "evidence": "p.5 mission (Why), p.7-8 system-of-record (How), p.9 platform (What)",
          "position": 1,
          "objective": "Frame Samsara's why/how/what for physical operations",
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          "extraction": {
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    {
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          "text": "See Appendix for methodology. 1 Frost & Sullivan, Global Connected Truck Telematics Outlook 2024. 2 Microsoft, Defining Frontline Workers. 3 Internal estimate of 2024 GDP based on analysis of multiple third-party sources.",
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