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          "categoryName": "Slide",
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      {
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        "evidence": "Title 'Personal relationships open up organic growth opportunities' states insight",
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          "description": "Using specific sensory details instead of abstract terms",
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        "layer": "slide",
        "agents": [
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        "evidence": "1.7x faster revenue growth quantifies the relationship claim",
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        "extraction": {
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      {
        "tool": {
          "name": "So What? Test",
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          "bestFor": "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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        "agent": "Architect",
        "layer": "slide",
        "agents": [
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        "evidence": "Slide explicitly answers why relationships matter for the business",
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        "confidence": 75,
        "extraction": {
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        "narrativePurpose": "Forces every analytical artefact to close the gap between fact and decision, so the reader holds the recommendation by reading titles alone rather than reconstructing the analyst's mental model from raw evidence."
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      {
        "tool": {
          "name": "Law of Proximity",
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          "canonId": "019dd956-bf73-719c-b493-9d33377a81a7",
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          "description": "Close elements are perceived as related - group related content spatially",
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        "agents": [
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        "matchId": "019dd95a-0bbb-77da-b1d1-4ab350db22e1",
        "evidence": "Highlight box 'What is an advocate?' grouped beside 17% definition",
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        "extraction": {
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        "tool": {
          "name": "Visual Hierarchy",
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          "canonId": "019dd956-b2ca-706b-937f-e52441086fd7",
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          "description": "Order of perception through Size > Color > Position > Weight > Space",
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        "evidence": "Pink callout panel separated from neutral body text via color block",
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        "confidence": 75,
        "extraction": {
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      {
        "tool": {
          "name": "Story Moments",
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          "bestFor": null,
          "canonId": "019dd956-ae4e-768d-a18b-108e6cda511e",
          "version": 1,
          "bodyDocId": null,
          "description": "Design key emotional beats: The Shock, The Vision, The Proof, The Choice, The Call",
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          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
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        "matchId": "019dd95a-0bbb-77da-b1d1-51385cc0985d",
        "evidence": "Section divider 'In a sea of sameness…' is a deliberate Choice/Vision beat",
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        "confidence": 70,
        "extraction": {
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      {
        "tool": {
          "name": "White Space (Negative Space)",
          "slug": "white-space-negative-space",
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          "canonId": "019dd956-b6e3-72de-bd7e-8cc963390837",
          "version": 1,
          "bodyDocId": null,
          "description": "Using empty space to reduce cognitive load and create focus",
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          "categoryName": "Slide",
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        "agent": "Designer",
        "layer": "slide",
        "agents": [
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        "matchId": "019dd95a-0bbb-77da-b1d1-56cc8d9efb58",
        "evidence": "Sparse divider slide with single phrase, heavy white space",
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        "priority": null,
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        "confidence": 85,
        "extraction": {
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      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
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          "categoryName": "Slide",
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        "agent": "Architect",
        "layer": "slide",
        "agents": [
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        "matchId": "019dd95a-0bbb-77da-b1d1-60983100ef7b",
        "evidence": "Headline asserts ratings are commoditized at 4.5+, not just labels chart",
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        "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": 75,
        "extraction": {
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        "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.",
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      },
      {
        "tool": {
          "name": "Annotation",
          "slug": "annotation",
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          "canonId": "019dd956-b5b9-7668-bf0e-3af99823ec5c",
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          "description": "Adding explanatory labels to highlight key data points",
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          "categoryName": "Slide",
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        "agent": "Designer",
        "layer": "slide",
        "agents": [
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        "matchId": "019dd95a-0bbb-77da-b1d1-6747865ccb9d",
        "evidence": "Callout flags '4.5' across countries as the key takeaway",
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        "extraction": {
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      {
        "tool": {
          "name": "Chart Selection Guide",
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          "canonId": "019dd956-b1a0-700b-ba17-0e16c4d5bcae",
          "version": 1,
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          "description": "Choosing the right chart type for your data and message",
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          "categoryName": "Slide",
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        "agent": "Designer",
        "layer": "slide",
        "agents": [
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        "matchId": "019dd95a-0bbb-77da-b1d1-5c60474256f6",
        "evidence": "Figure 1: Mobile app ratings by country uses appropriate ranked chart",
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        "extraction": {
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      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
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        "layer": "slide",
        "agents": [
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        "matchId": "019dd95a-0bbb-77da-b1d1-6be775bfc60c",
        "evidence": "Title 'digital bank presence is growing, with significant impact' states the insight",
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      {
        "tool": {
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          "canonId": "019dd956-bcd4-7398-9723-6aa72346170b",
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        "matchId": "019dd95a-0bbb-77da-b1d1-6efea380fce9",
        "evidence": "92% of 39 countries quantifies digital concentration",
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              "evidence": "Paired-bar comparison by region with multiplier callouts (1.7x / 2.6x)",
              "confidence": 90
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Customers as growth engines' frames bars as a thesis",
              "confidence": 85
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "1.3x/1.7x/2.0x/2.6x labels overlaid above each region pair",
              "confidence": 88
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Pink advocate bars stand out against dark 'other banks' bars",
              "confidence": 70
            }
          ],
          "page_number": 9
        },
        {
          "tools": [
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Figures 3 and 4 show two parallel charts (products + share of wallet)",
              "confidence": 80
            },
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Bar comparisons of advocate vs non-advocate metrics",
              "confidence": 75
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Callout: '17% more products… 5–30% more wallet' states advocate uplift",
              "confidence": 70
            }
          ],
          "page_number": 10
        },
        {
          "tools": [
            {
              "id": 165,
              "slug": "picture-superiority-effect",
              "layer": "Slide",
              "evidence": "Each driver paired with a glyph icon rather than text alone",
              "confidence": 80
            },
            {
              "id": 116,
              "slug": "chunking",
              "layer": "Slide",
              "evidence": "Four equal columns: Reassure/Remember/Delight/Reward me",
              "confidence": 90
            },
            {
              "id": 161,
              "slug": "law-of-similarity",
              "layer": "Slide",
              "evidence": "Identical icon/title/desc structure across 4 drivers signals one set",
              "confidence": 80
            },
            {
              "id": 89,
              "slug": "anaphora",
              "layer": "Loop",
              "evidence": "Repeated '…me' construction (Reassure/Remember/Delight/Reward me)",
              "confidence": 80
            },
            {
              "id": 17,
              "slug": "governing-thought",
              "layer": "Block",
              "evidence": "Slide names the unifying construct that organizes the rest of the report",
              "confidence": 85
            }
          ],
          "page_number": 11
        },
        {
          "tools": [
            {
              "id": 141,
              "slug": "white-space-negative-space",
              "layer": "Slide",
              "evidence": "Sparse Reassure-me divider, single sentence on full page",
              "confidence": 80
            },
            {
              "id": 149,
              "slug": "typography-hierarchy",
              "layer": "Slide",
              "evidence": "Driver phrase rendered as oversized headline",
              "confidence": 70
            }
          ],
          "page_number": 12
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title is the full statistic-as-insight: '46% feel pressured…'",
              "confidence": 90
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "46% of customers feel pressured to accept self-serving products",
              "confidence": 80
            },
            {
              "id": 66,
              "slug": "negativity-bias",
              "layer": "Block",
              "evidence": "Opens trust block by foregrounding distrust pain point",
              "confidence": 70
            }
          ],
          "page_number": 13
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Recommendation phrased as imperative: 'Turn AI into trusted intelligence'",
              "confidence": 90
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "53% privacy / 58% hacking fears anchor the abstract recommendation",
              "confidence": 70
            }
          ],
          "page_number": 14
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Imperative title 'Advise first, sell second'",
              "confidence": 90
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "88% of Gen Z/Millennials want financial knowledge",
              "confidence": 75
            }
          ],
          "page_number": 15
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Imperative title 'Invest in people's future'",
              "confidence": 85
            },
            {
              "id": 157,
              "slug": "sinatra-test",
              "layer": "Slide",
              "evidence": "Named bank case shows 73% savings / 51% account growth as flagship proof",
              "confidence": 65
            },
            {
              "id": 155,
              "slug": "credibility-transfer",
              "layer": "Slide",
              "evidence": "Real-world bank result borrows authority for the recommendation",
              "confidence": 70
            }
          ],
          "page_number": 16
        },
        {
          "tools": [
            {
              "id": 141,
              "slug": "white-space-negative-space",
              "layer": "Slide",
              "evidence": "Sparse Remember-me divider with subtitle 'meet customers where they are'",
              "confidence": 80
            },
            {
              "id": 149,
              "slug": "typography-hierarchy",
              "layer": "Slide",
              "evidence": "Driver name as oversized title above subtitle",
              "confidence": 70
            }
          ],
          "page_number": 17
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title is full insight: '72% want personalization, only 3% use tools'",
              "confidence": 92
            },
            {
              "id": 159,
              "slug": "contrast-principle",
              "layer": "Slide",
              "evidence": "Headline juxtaposes 72% vs 3% to dramatize the gap",
              "confidence": 85
            },
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Want vs use pairing structures the entire Remember-me argument",
              "confidence": 80
            }
          ],
          "page_number": 18
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Imperative recommendation 'Build digital memory'",
              "confidence": 88
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Branch manager who 'remembers regular customers' analogy for digital memory",
              "confidence": 80
            }
          ],
          "page_number": 19
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Imperative title 'Offer flexible, evolving solutions'",
              "confidence": 85
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "62% statistic plus partnership framing",
              "confidence": 65
            }
          ],
          "page_number": 20
        },
        {
          "tools": [
            {
              "id": 141,
              "slug": "white-space-negative-space",
              "layer": "Slide",
              "evidence": "Sparse Delight-me divider, single phrase as page",
              "confidence": 80
            },
            {
              "id": 149,
              "slug": "typography-hierarchy",
              "layer": "Slide",
              "evidence": "Driver name rendered at display scale",
              "confidence": 70
            }
          ],
          "page_number": 21
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states the gap: '21% see service as value driver'",
              "confidence": 90
            },
            {
              "id": 159,
              "slug": "contrast-principle",
              "layer": "Slide",
              "evidence": "Service ranks #2 driver but only 21% of execs see it that way",
              "confidence": 70
            },
            {
              "id": 103,
              "slug": "aha-moment",
              "layer": "Loop",
              "evidence": "Sets up the executive blind-spot reveal that drives section 3",
              "confidence": 70
            }
          ],
          "page_number": 22
        },
        {
          "tools": [
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Figure 5 paired horizontal bars: usage vs satisfaction by channel",
              "confidence": 90
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Two parallel bar charts compared side-by-side per channel",
              "confidence": 75
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Touchpoints/year labels added to usage bars for density",
              "confidence": 65
            }
          ],
          "page_number": 23
        },
        {
          "tools": [
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Figure 6 generation-by-generation bar chart of branch sentiment",
              "confidence": 85
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Callout asserts 64% rely on branches and 65% see them as stability",
              "confidence": 70
            }
          ],
          "page_number": 24
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Imperative title 'Prioritize service as long-term advantage'",
              "confidence": 88
            },
            {
              "id": 155,
              "slug": "credibility-transfer",
              "layer": "Slide",
              "evidence": "Case-study uplift 60%->85% and 25% cost cut from a real institution",
              "confidence": 75
            }
          ],
          "page_number": 25
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Imperative title 'Put customers in control with mobile as the orchestrator'",
              "confidence": 88
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Mobile app described as 'nexus of the service center'",
              "confidence": 70
            }
          ],
          "page_number": 26
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Imperative title 'Stop thinking chatbots; start thinking conversations'",
              "confidence": 90
            },
            {
              "id": 88,
              "slug": "chiasmus",
              "layer": "Loop",
              "evidence": "Stop X, start Y construction inverts the framing",
              "confidence": 65
            }
          ],
          "page_number": 27
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Imperative title 'Reinvent physical branches'",
              "confidence": 85
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "2,200 branches stat anchors the claim",
              "confidence": 65
            }
          ],
          "page_number": 28
        },
        {
          "tools": [
            {
              "id": 141,
              "slug": "white-space-negative-space",
              "layer": "Slide",
              "evidence": "Sparse Reward-me divider with single statement",
              "confidence": 80
            },
            {
              "id": 149,
              "slug": "typography-hierarchy",
              "layer": "Slide",
              "evidence": "Driver name in display type",
              "confidence": 70
            }
          ],
          "page_number": 29
        },
        {
          "tools": [
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Figure 7: Customer knowledge about interest rate distribution",
              "confidence": 80
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Callout: '53% don't know their savings rate' makes the point of the chart",
              "confidence": 80
            }
          ],
          "page_number": 30
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'The take-away? Rates and fees are not long-term differentiators'",
              "confidence": 92
            },
            {
              "id": 153,
              "slug": "core-message-extraction",
              "layer": "Slide",
              "evidence": "Slide explicitly named 'take-away' and crystallizes the section thesis",
              "confidence": 80
            },
            {
              "id": 159,
              "slug": "contrast-principle",
              "layer": "Slide",
              "evidence": "60% want vs 45% satisfied = 15% gap framing",
              "confidence": 70
            }
          ],
          "page_number": 31
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Imperative title '01 Reward the moment'",
              "confidence": 88
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "100,000+ stat plus journey-based reward example",
              "confidence": 65
            }
          ],
          "page_number": 32
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Imperative title '02 Reward the behavior'",
              "confidence": 88
            },
            {
              "id": 155,
              "slug": "credibility-transfer",
              "layer": "Slide",
              "evidence": "11M SAR (~$3M) bank case anchors recommendation",
              "confidence": 70
            }
          ],
          "page_number": 33
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Imperative title '03 Reward the relationship'",
              "confidence": 88
            },
            {
              "id": 156,
              "slug": "emotional-appeal",
              "layer": "Slide",
              "evidence": "'Loyalty grows when customers feel recognized' invokes emotion",
              "confidence": 70
            }
          ],
          "page_number": 34
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Mapping customer mindsets' frames slide as taxonomy",
              "confidence": 80
            },
            {
              "id": 116,
              "slug": "chunking",
              "layer": "Slide",
              "evidence": "Three chunked segments (Traditionalists 34% / Pragmatics 44% / Innovation Explorers 22%)",
              "confidence": 88
            },
            {
              "id": 34,
              "slug": "the-rule-of-three",
              "layer": "Block",
              "evidence": "Three-segment split is the canonical rule-of-three structure",
              "confidence": 80
            }
          ],
          "page_number": 35
        },
        {
          "tools": [
            {
              "id": 124,
              "slug": "closing-techniques",
              "layer": "Slide",
              "evidence": "Conclusion 'Bring back the love—growth through advocacy' calls back to cover",
              "confidence": 88
            },
            {
              "id": 98,
              "slug": "callback",
              "layer": "Loop",
              "evidence": "Echoes 'Where is the love?' opening hook in the closing line",
              "confidence": 90
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Quantifies impact: 10% advocacy lift = 1% revenue growth",
              "confidence": 75
            }
          ],
          "page_number": 36
        }
      ],
      "slides_seen": 38,
      "deck_summary": "Strong Storymakers alignment: classic Consultant's Gambit with a clear governing thought (4 drivers of advocacy), action-titled slides that state insights not topics, and a callback close ('Bring back the love'). Weakness: heavy text density and fluffy section dividers dilute the argument's tempo in the middle of the deck.",
      "secondary_arcs": [
        {
          "id": 11,
          "slug": "triple-take",
          "beats": [
            {
              "name": "The Facts (What)",
              "end_page": 10,
              "evidence": "Survey data: app ratings, digital bank density, 1.7x advocacy growth",
              "position": 1,
              "start_page": 7
            },
            {
              "name": "The Implications (So What)",
              "end_page": 30,
              "evidence": "Diagnostic stats per driver: 46%, 72%, 21%, 53% gaps",
              "position": 2,
              "start_page": 13
            },
            {
              "name": "The Action (Now What)",
              "end_page": 36,
              "evidence": "Take-away slide + reward recommendations + final advocacy = growth conclusion",
              "position": 3,
              "start_page": 31
            }
          ],
          "evidence": "Each driver block follows Facts (stat) -> Implications (so-what) -> Action (recommendations).",
          "confidence": 65
        }
      ],
      "images_inspected": 10,
      "slide_frameworks": [
        {
          "frameworks": [
            {
              "name": "Accenture 4 Drivers of Advocacy (Reassure/Remember/Delight/Reward me)",
              "slug": "accenture-4-drivers-of-advocacy",
              "evidence": "Body copy enumerates the four named drivers as the report's organizing model",
              "confidence": 80
            }
          ],
          "page_number": 5
        },
        {
          "frameworks": [
            {
              "name": "Accenture 4 Drivers of Advocacy (Reassure/Remember/Delight/Reward me)",
              "slug": "accenture-4-drivers-of-advocacy",
              "evidence": "Title 'Enter the drivers of advocacy' with 4-column iconography and labels",
              "confidence": 95
            }
          ],
          "page_number": 11
        },
        {
          "frameworks": [
            {
              "name": "Accenture Customer Mindset Segmentation (Traditionalists / Pragmatics / Innovation Explorers)",
              "slug": "accenture-customer-mindset-segmentation",
              "evidence": "Slide labels three named segments with percentages and behavior descriptions",
              "confidence": 90
            }
          ],
          "page_number": 35
        }
      ]
    },
    "matchedAt": "2026-04-25 22:48:48+00",
    "slidesSeen": 38,
    "deckSummary": "Strong Storymakers alignment: classic Consultant's Gambit with a clear governing thought (4 drivers of advocacy), action-titled slides that state insights not topics, and a callback close ('Bring back the love'). Weakness: heavy text density and fluffy section dividers dilute the argument's tempo in the middle of the deck.",
    "imagesInspected": 10,
    "extractionSeconds": 355.14752
  },
  "score": {
    "backend": "claude",
    "scoredAt": "2026-05-02 07:18:50.306+00",
    "subScores": {
      "scqa_arc": 73,
      "action_titles": 70,
      "mece_structure": 80,
      "closing_strength": 73,
      "evidence_quality": 85,
      "clarity_of_thesis": 82,
      "production_quality": 72,
      "visual_storytelling": 72
    },
    "totalScore": 76,
    "coveragePct": 100,
    "explanations": {
      "scqa_arc": "Situation (digital parity, slides 7-8) and Complication (trust/personalization/service/rewards gaps on 13, 18, 22, 30) flow well into per-pillar Answers, but the overarching Question is implicit and the deck reads more as four parallel mini-arcs than a single SCQA.",
      "action_titles": "About half of body slides carry true action titles (e.g. slide 18 '72% say personalization influences choice, but only 3% use personalized tools'), but recommendation pages and figures default to topic labels (slide 9 'Customers as growth engines', slide 23 'Figure 5: Channel usage and satisfaction', slide 35 'Mapping customer mindsets').",
      "mece_structure": "The Reassure/Remember/Delight/Reward spine is genuinely MECE and consistently signposted in every footer breadcrumb, with parallel 'Actions to help' substructure inside each pillar; minor overlap between Remember and Delight on personalization themes.",
      "closing_strength": "Slide 36 lands a quantified takeaway ('10% advocacy lift = 1% growth') and a 'Want to learn more?' CTA panel, but reads more as a narrative wrap than a sharp next-steps recommendation list.",
      "evidence_quality": "Exceptional sourcing: 49,300 customers across 39 countries, 200 banks' 2018-2023 financials, 22 numbered references (slide 37), and named cross-industry precedents (Spotify, Monzo, Capital One, JPMC Harlem, PNC, RBC Avion, Al Rajhi).",
      "clarity_of_thesis": "Thesis ('advocacy drives 1.7x revenue growth') is declared clearly by slide 4 and reinforced on slide 5 with the four-pillar framework, well within the first 5-slide window.",
      "production_quality": "Consistent purple/magenta palette, persistent footer breadcrumb, disciplined footnotes/references appendix, and standardized 'Actions to help' tabs — offset by frequent overcrowded density tags (slides 4, 7-11, 13, 16, 22, 24, 32, 34) and inconsistent numbering on recommendation titles.",
      "visual_storytelling": "Right-tool-for-message on the benchmark chart (slide 9), mirror bar chart (slide 23), big-number callouts (13, 18, 22, 31), and four-icon framework (slide 11); however 12+ slides are tagged 'overcrowded' and several recommendation pages are 3-column body copy with no visual."
    },
    "slidesAnalyzed": 38
  },
  "review": {
    "backend": null,
    "verdict": "A genuinely strong Storymakers exemplar for pillar architecture and imperative recommendation titles, weakened only by a soft, metaphor-led opening and figure pages that hide their insight in the caption.",
    "reviewedAt": "2026-04-24 10:33:52+00",
    "slidesSeen": 38,
    "suggestions": [
      "Rewrite every 'Figure N: ...' header as an action title carrying the callout's insight (e.g. p.7 → 'Mobile-app ratings have converged at 4.5+ — functional digital is no longer a differentiator').",
      "Insert an explicit answer-first slide between p.3 and p.4 that states the recommendation and the 4-driver framework on a single page, so the reader holds the map for the rest of the deck.",
      "Add a 'where to start Monday' / next-steps slide after p.36 turning the four pillars into a sequenced action list, so the deck closes on a verb rather than a metric."
    ],
    "closingScore": 82,
    "openingScore": 62,
    "topStrengths": [
      "MECE pillar framework (4 R's) is seeded at p.5, formalized at p.11, and structurally reinforced by every section divider — rare discipline.",
      "Imperative recommendation titles throughout the body ('Build digital memory' p.19, 'Reward the moment' p.32, 'Advise first, sell second' p.15) read like a Storymakers exemplar.",
      "Bookended motif: 'Where is the love?' (p.1) → 'Bring back the love—growth through advocacy' (p.36) gives the analytical content a memorable narrative wrapper with quantified payoff."
    ],
    "topWeaknesses": [
      "Opening is soft: cover is metaphorical (p.1), TOC + methodology occupy p.2–3, and there is no answer-first slide stating the recommendation before the build-up begins.",
      "Data/figure pages (p.7, p.10, p.23, p.24, p.30) carry descriptive 'Figure N:' titles instead of action titles — the insight is in the callout but invisible at a skim.",
      "Framework reveal at p.11 ('Enter the drivers of advocacy') comes after the first section divider on p.6, so the reader doesn't have the map when they enter the structure."
    ],
    "narrativeScore": 80,
    "pillarCritique": "Section dividers (p.6, 12, 17, 21, 29) map cleanly to a MECE 4-driver framework — Reassure me / Remember me / Delight me / Reward me — explicitly seeded at p.5 and formalized at p.11. This is genuine pillar architecture, not a topic dump.",
    "closingCritique": "p.36 'Bring back the love—growth through advocacy' closes with an explicit ROI sentence ('a 10% movement in advocacy scores would increase growth for the average bank by 1%'), echoing the opening hook. Missing only an explicit next-steps / 'where to start Monday' slide.",
    "openingCritique": "Thesis (advocacy → 1.7x revenue growth) is established by p.4, which is decent, but p.1 'Where is the love?' is poetic-opaque and p.3 is methodology — the reader walks through a cover, TOC and disclaimer before the stakes land. No explicit answer-first slide.",
    "extractionSeconds": 82.227135,
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