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          "description": "Chain insights together, each answering 'so what?' until you reach the actionable conclusion",
          "familyLabel": null,
          "categoryName": "Consulting Framework",
          "categorySlug": "consulting-framework"
        },
        "matchId": "019dd95a-07fe-70ce-8d3b-a1e44bdcfd45",
        "evidence": "p.7 lists 5 drivers (Transparency/Agility/Productivity/Experience/Scalability) → p.8 maps each driver to a named company case",
        "position": 2,
        "objective": "Cascade from interop concept to 5 value drivers to real-world examples",
        "confidence": 75,
        "extraction": {
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          "model": "claude-legacy",
          "runId": null,
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        }
      },
      {
        "to": 10,
        "from": 9,
        "loop": {
          "name": "14_day_in_life",
          "slug": "14-day-in-life",
          "status": "active",
          "bestFor": "Product demos, UX reviews, investor pitches focusing on pain points",
          "canonId": "019dd956-6b65-707f-9b14-89beaaab81fa",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "The User's Struggle -> The Intervention (Your Solution) -> The Resolved State",
          "description": "Humanize abstract data by walking through a single user's struggle and resolution",
          "familyLabel": null,
          "categoryName": "Narrative",
          "categorySlug": "narrative"
        },
        "matchId": "019dd95a-07fe-70ce-8d3b-a55498301461",
        "evidence": "p.9 sets the 'in reach' framing, p.10 walks GN Group through the intervention with 82% sales jump",
        "position": 3,
        "objective": "Show the GN Group transformation in action",
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:29.547081+00",
          "model": "claude-legacy",
          "runId": null,
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        }
      },
      {
        "to": 13,
        "from": 12,
        "loop": {
          "name": "31_waterfall_value",
          "slug": "31-waterfall-value",
          "status": "active",
          "bestFor": "Financial analysis, value bridges, variance explanations",
          "canonId": "019dd956-7282-712b-bae5-6daca6b5a1d3",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "The Total -> Driver 1 Impact -> Driver 2 Impact -> Driver 3 Impact -> The Remainder",
          "description": "Break down a big number into its component drivers to show where value is created or lost",
          "familyLabel": null,
          "categoryName": "Consulting Framework",
          "categorySlug": "consulting-framework"
        },
        "matchId": "019dd95a-07fe-70ce-8d3b-a80107c2d3c4",
        "evidence": "Figure 4 is an explicit year-by-year waterfall to $8.2B; p.13 frames the 2-4% cost",
        "position": 4,
        "objective": "Decompose the $8.2B value bridge over 5 years and contrast with low cost",
        "confidence": 88,
        "extraction": {
          "at": "2026-04-29 13:07:29.547081+00",
          "model": "claude-legacy",
          "runId": null,
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        }
      },
      {
        "to": 18,
        "from": 14,
        "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": "019dd95a-07fe-70ce-8d3b-af1e64777067",
        "evidence": "p.14-15 cross-industry gaps (Life Sciences 4.5pp, Travel 6.4pp) reinforced by Qantas (p.16-17) and Mazda (p.18) cases",
        "position": 5,
        "objective": "Benchmark interoperable vs non-interoperable performance across industries with case proofs",
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:29.547081+00",
          "model": "claude-legacy",
          "runId": null,
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        }
      },
      {
        "to": 24,
        "from": 20,
        "loop": {
          "name": "10_iceberg",
          "slug": "10-iceberg",
          "status": "active",
          "bestFor": "Consulting, complex problem solving, organizational change",
          "canonId": "019dd956-69f4-738c-852a-643798da0899",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "The Symptom (Visible) -> The System (Hidden) -> The Root Cause",
          "description": "Reveal that the visible problem is merely a symptom of a deeper root cause",
          "familyLabel": null,
          "categoryName": "Analysis",
          "categorySlug": "analysis"
        },
        "matchId": "019dd95a-07fe-70ce-8d3b-b116834b1686",
        "evidence": "p.20 surface symptom (500+ apps, 53x), p.21 voice quote, p.22 60% root struggle, p.23-24 deeper systemic strategy issue with ENGIE/RetiPiù paths",
        "position": 6,
        "objective": "Diagnose visible barriers down to root cause behind interop failures",
        "confidence": 72,
        "extraction": {
          "at": "2026-04-29 13:07:29.547081+00",
          "model": "claude-legacy",
          "runId": null,
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        }
      },
      {
        "to": 32,
        "from": 26,
        "loop": {
          "name": "40_mece_breakdown",
          "slug": "40-mece-breakdown",
          "status": "active",
          "bestFor": "Problem structuring, ensuring completeness, strategic analysis",
          "canonId": "019dd956-763c-765e-8b68-6ee3ae1ef184",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "The Whole -> Category A (distinct) -> Category B (distinct) -> Category C (distinct) -> Complete Coverage",
          "description": "Divide a complex topic into mutually exclusive, collectively exhaustive categories",
          "familyLabel": null,
          "categoryName": "Consulting Framework",
          "categorySlug": "consulting-framework"
        },
        "matchId": "019dd95a-07fe-70ce-8d3b-b76ba0f6c332",
        "evidence": "Figure 6 names the 3 levers; pages 27, 30, 32 sequentially label '1. Leverage the cloud', '2. Utilize composable tech', '3. Focus on meaningful collaboration'",
        "position": 7,
        "objective": "Decompose the solution into 3 mutually-exclusive levers (Cloud / Composable / Collaboration)",
        "confidence": 85,
        "extraction": {
          "at": "2026-04-29 13:07:29.547081+00",
          "model": "claude-legacy",
          "runId": null,
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        }
      },
      {
        "to": 35,
        "from": 33,
        "loop": {
          "name": "21_before_after",
          "slug": "21-before-after",
          "status": "active",
          "bestFor": "Product demos, process improvements, ROI justification",
          "canonId": "019dd956-6e68-73fd-a295-fe90145c2da8",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "The Old Way (Pain) -> The Moment of Change -> The New Way (Glory) -> The Measurable Delta",
          "description": "Show the dramatic contrast between the old way and the new way through side-by-side comparison",
          "familyLabel": null,
          "categoryName": "Comparison",
          "categorySlug": "comparison"
        },
        "matchId": "019dd95a-07fe-70ce-8d3b-bac52c7447a2",
        "evidence": "p.33 measurable delta ($100M, 15,000 hours/yr), p.34-35 quotes contrast siloed past with collaborative present",
        "position": 8,
        "objective": "Quantify the productivity delta and reinforce with customer voice",
        "confidence": 60,
        "extraction": {
          "at": "2026-04-29 13:07:29.547081+00",
          "model": "claude-legacy",
          "runId": null,
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        }
      }
    ],
    "tools": [
      {
        "tool": {
          "name": "Curiosity Gap",
          "slug": "curiosity-gap",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-9703-74ef-8b85-96dfd8525025",
          "version": 1,
          "bodyDocId": null,
          "description": "People seek missing information - create open questions that demand resolution",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Storyteller",
        "layer": "block",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-0fd5-7148-8ec4-7a37321868ed",
        "evidence": "Title creates open question demanding resolution downstream",
        "pageRefs": null,
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        "confidence": 75,
        "extraction": {
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          "model": "claude-legacy",
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      {
        "tool": {
          "name": "The Rule of Three",
          "slug": "the-rule-of-three",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-8962-75cf-b4f8-9394501a6f33",
          "version": 1,
          "bodyDocId": null,
          "description": "Ideas presented in threes are more memorable and satisfying",
          "familyLabel": null,
          "categoryName": "Block",
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        },
        "agent": "Storyteller",
        "layer": "block",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-0fd5-7148-8ec5-6b5cd1fae7dd",
        "evidence": "Three named pillars Cloud / Composable Tech / Collaboration",
        "pageRefs": null,
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        "whenToUse": null,
        "confidence": 88,
        "extraction": {
          "at": "2026-04-29 13:07:31.544884+00",
          "model": "claude-legacy",
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        "pageNumber": 26,
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      {
        "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-0fd5-7148-8ec5-6f8eb0890b2c",
        "evidence": "Three MECE supporting levers anchoring the recommendation",
        "pageRefs": null,
        "priority": "Core",
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        "confidence": 85,
        "extraction": {
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        "pageNumber": 26,
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      {
        "tool": {
          "name": "Information Gap Theory",
          "slug": "information-gap-theory",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-a856-765e-88bc-f703bdfec762",
          "version": 1,
          "bodyDocId": null,
          "description": "Curiosity arises from gap between what we know and want to know",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Storyteller",
        "layer": "loop",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-0fd5-7148-8ec4-77368c44cc6f",
        "evidence": "Opens loop with explicit knowledge gap 'How did they do it?'",
        "pageRefs": null,
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        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:31.544884+00",
          "model": "claude-legacy",
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        "pageNumber": 4,
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      },
      {
        "tool": {
          "name": "Aha! Moment",
          "slug": "aha-moment",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-a5b5-7763-820e-b299c5f27a32",
          "version": 1,
          "bodyDocId": null,
          "description": "The moment when the audience realizes the value - design for insight revelation",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Storyteller",
        "layer": "loop",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-0fd5-7148-8ec4-a0874323ab2a",
        "evidence": "Pays off the loop's question with the 6x revelation",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:31.544884+00",
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        "pageNumber": 6,
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      },
      {
        "tool": {
          "name": "Chunking",
          "slug": "chunking",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-abab-72ce-b64c-2924cc83cf39",
          "version": 1,
          "bodyDocId": null,
          "description": "Information grouped into chunks is remembered better - structure content in digestible units",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Architect",
        "layer": "loop",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-0fd5-7148-8ec4-b67d35fff931",
        "evidence": "Information chunked into 5 named drivers",
        "pageRefs": null,
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        "whenToUse": null,
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:31.544884+00",
          "model": "claude-legacy",
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        "pageNumber": 7,
        "whyItWorks": null,
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      },
      {
        "tool": {
          "name": "Core Message Extraction",
          "slug": "core-message-extraction",
          "status": "active",
          "bestFor": "Any slide that carries an argument or finding. The diagnostic: if the slide has a chart on it, it needs a core message. Run extraction whenever the current title is a topic (Q3 performance, Customer satisfaction) rather than a claim, or when a reader could reasonably draw more than one conclusion from the visible evidence.",
          "canonId": "019dd956-bc71-707d-8867-1b2e810175cf",
          "version": 1,
          "bodyDocId": "f85613cb-4b77-462f-bfe6-3b862516e1a6",
          "description": "The discipline of distilling raw analysis, data, or content into a single declarative sentence — the slide's core message — that the audience would walk away with if they remembered nothing else. Process, not artefact: extraction questions run on the raw content until one sentence falls out.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-0fd5-7148-8ec4-60f2c4e7d417",
        "evidence": "Subtitle 'From insights to action, the path to extraordinary value starts here'",
        "pageRefs": null,
        "priority": null,
        "whenToUse": "Any slide that carries an argument or finding. The diagnostic: if the slide has a chart on it, it needs a core message. Run extraction whenever the current title is a topic (Q3 performance, Customer satisfaction) rather than a claim, or when a reader could reasonably draw more than one conclusion from the visible evidence.",
        "confidence": 65,
        "extraction": {
          "at": "2026-04-29 13:07:31.544884+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 1,
        "whyItWorks": "Solves the two failure modes of slide writing simultaneously: the topic title (which outsources interpretation to the audience and produces three different conclusions in three different heads) and the multi-thesis stapler (which exceeds working memory and gets remembered as fragments). Aligns with how readers actually consume decks — Heath & Heath's Find the Core, the journalist's nut graf, and Minto's governing thought all converge on the same cognitive economics.",
        "antipattern": "Topic titles disguised as core messages (Customer satisfaction, no verb, no stake); multi-thesis sentences stapled with and; hedged sentences (may show signs of possible softening); chart-caption titles (Revenue fell 4%) that restate what the chart already shows instead of naming the so-what; meta-commentary (this slide explores...) that describes the slide rather than concluding it.",
        "cardinality": null,
        "narrativePurpose": "Forces the slide author to do the interpretive work before the slide ships, so the audience does not have to do it during the meeting. Wins the WYSIATI battle on purpose — the loudest fragment on the page becomes the author's chosen sentence rather than whichever chart label happens to be largest."
      },
      {
        "tool": {
          "name": "Visual Hierarchy",
          "slug": "visual-hierarchy",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-b2ca-706b-937f-e52441086fd7",
          "version": 1,
          "bodyDocId": null,
          "description": "Order of perception through Size > Color > Position > Weight > Space",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Designer",
        "layer": "slide",
        "agents": [
          "Designer"
        ],
        "matchId": "019dd95a-0fd5-7148-8ec4-5fdd6e07a883",
        "evidence": "Oversized 'Value untangled' wordmark dominates cover",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:31.544884+00",
          "model": "claude-legacy",
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        "pageNumber": 1,
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        "cardinality": null,
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      },
      {
        "tool": {
          "name": "Section divider",
          "slug": "section-divider",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd9e1-4c66-707d-8d1f-6e14547134c7",
          "version": 1,
          "bodyDocId": null,
          "description": "A transitional slide marking the start of a new section.",
          "familyLabel": null,
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        },
        "agent": null,
        "layer": "slide",
        "agents": null,
        "matchId": "eef57011-d231-4e09-aeb5-19cfe2358bfb",
        "evidence": "The slide is titled 'Agility in times of uncertainty' and has a type of 'section_divider'.",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 0.9,
        "extraction": {
          "at": "2026-07-16 21:02:56.639866+00",
          "model": "or:meta-llama/llama-4-scout",
          "runId": null,
          "seconds": null,
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        "pageNumber": 3,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": "common",
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      },
      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
          "version": 1,
          "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-0fd5-7148-8ec4-675a9a4a04e0",
        "evidence": "Title states the question 'How did they do it?' rather than topic",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 90,
        "extraction": {
          "at": "2026-04-29 13:07:31.544884+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 4,
        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
        "cardinality": null,
        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
      },
      {
        "tool": {
          "name": "Annotation",
          "slug": "annotation",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-b5b9-7668-bf0e-3af99823ec5c",
          "version": 1,
          "bodyDocId": null,
          "description": "Adding explanatory labels to highlight key data points",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Designer",
        "layer": "slide",
        "agents": [
          "Designer"
        ],
        "matchId": "019dd95a-0fd5-7148-8ec4-6c176e7531b6",
        "evidence": "Figure 1 bars annotated with 49% / 40% / 38% with explanatory labels",
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        {
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              "evidence": "Title 'Interoperability is the common denominator to success across industries'",
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        {
          "tools": [
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              "evidence": "Title 'Mazda fuels productivity with functional interoperability'",
              "confidence": 85
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              "evidence": "75% productivity, 4 days to <1 day to close books",
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              "confidence": 65
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              "evidence": "Giant '60%' rendered in oversized purple type, dominating layout",
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      "Add an explicit CTA slide between p.37 and the methodology — three concrete actions a reader should take in the next 90 days, with an owner and a metric",
      "Rewrite the seven 'Continue the conversation' / numeric / topic-label titles (p.12, 17, 22, 23, 29, 31, 35) as declarative action titles that state the insight",
      "Move the barriers section (p.19-24) earlier — between p.4 and p.5 — so the Complication precedes the Answer and the deck reads as tension→resolution rather than answer→justification"
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    "closingScore": 55,
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      "Strong case-study cadence — GN Group (p.10), Qantas (p.16), Mazda (p.18), ENGIE/RetiPiù (p.24), GANT (p.31) — proof points distributed across the arc",
      "Clean three-part MECE recommendation pillar on p.26 (cloud / composable / collaboration), each with its own slide (p.27, 30, 32)"
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      "Section divider on p.23 is literally numbered '3. Barriers to interoperability' — orphaned numbering and topic-label phrasing instead of an insight",
      "Multiple slides (p.17, p.29, p.31, p.35) use 'Continue the conversation' or copy-pasted callouts as the title — title discipline breaks down in the second half",
      "Complication arrives late (p.19-24) after the answer has already been given (p.5-6), softening narrative tension"
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    "pillarCritique": "Section dividers (p.3, 11, 19, 25, 36) are MECE-ish — Why it matters / Value & cost / Barriers / How to improve / Recap — but the labels are descriptive ('Barriers to interoperability') rather than insight-bearing pillars, and the recommendation pillar (p.26) houses a clean three-part MECE (cloud / composable / collaboration).",
    "closingCritique": "The close trails off — p.36-37 restate the thesis ('One in three... their secret?') but there is no explicit call-to-action, next-steps, or 'where to start Monday morning' slide before the methodology appendix on p.38. 'Continue the conversation' fragments on p.29/31/35 substitute for a real CTA.",
    "openingCritique": "Opening is strong for a research report: p.4 frames the question ('How did they do it?'), p.5 lands the thesis ('Interoperability: The great unifier — 6X faster revenue growth'), and p.6 quantifies. It leads with the answer, though the hook is a stat rather than a stake-setting story.",
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    "titleQualityScore": 58,
    "titleQualityCritique": "Mixed: some titles are declarative and insight-bearing ('Interoperability accelerates growth' p.6, 'Qantas flies above the turbulence with operational interoperability' p.16), but many are topic labels ('Contents', 'Authors', 'Barriers to interoperability', '60%', '1. Leverage the cloud') and several callouts were recycled into titles verbatim (p.12, p.17, p.31, p.35), suggesting title-writing was inconsistent."
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      "description": "Decompose the $8.2B value bridge over 5 years and contrast with low cost"
    },
    {
      "from": 14,
      "to": 18,
      "label": "Benchmark Gap",
      "description": "Benchmark interoperable vs non-interoperable performance across industries with case proofs"
    },
    {
      "from": 20,
      "to": 24,
      "label": "Iceberg",
      "description": "Diagnose visible barriers down to root cause behind interop failures"
    },
    {
      "from": 26,
      "to": 32,
      "label": "Mece Breakdown",
      "description": "Decompose the solution into 3 mutually-exclusive levers (Cloud / Composable / Collaboration)"
    },
    {
      "from": 33,
      "to": 35,
      "label": "Before After",
      "description": "Quantify the productivity delta and reinforce with customer voice"
    }
  ]
}