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          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Names the leading countries (Thailand, Philippines).",
              "confidence": 82
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Country comparison via repeated bar format.",
              "confidence": 70
            },
            {
              "id": 39,
              "slug": "39-benchmark-gap",
              "layer": "Loop",
              "evidence": "Compares each country against the regional average.",
              "confidence": 50
            }
          ],
          "page_number": 16
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'Non-metros comprise the majority of new joiners — ~60%'.",
              "confidence": 90
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "60% explicit metro vs non-metro split.",
              "confidence": 80
            }
          ],
          "page_number": 17
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states '4 more digital services'.",
              "confidence": 90
            },
            {
              "id": 26,
              "slug": "before-after-bridge",
              "layer": "Block",
              "evidence": "Pre-pandemic vs current count of services purchased.",
              "confidence": 78
            }
          ],
          "page_number": 19
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title names winners: 'groceries and food delivery'.",
              "confidence": 85
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Callout highlights basic essentials inside a chart.",
              "confidence": 70
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Multiple service categories shown side by side.",
              "confidence": 65
            }
          ],
          "page_number": 20
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states 2021 adoption is as strong as onset.",
              "confidence": 85
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Callout flags food delivery winner.",
              "confidence": 70
            }
          ],
          "page_number": 21
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Conclusion-style title: 'now a way of life'.",
              "confidence": 90
            },
            {
              "id": 153,
              "slug": "core-message-extraction",
              "layer": "Slide",
              "evidence": "Distils consumer story into one durable claim.",
              "confidence": 78
            }
          ],
          "page_number": 22
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states '8 in 10 are satisfied'.",
              "confidence": 88
            }
          ],
          "page_number": 23
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title links satisfaction → spend (causal claim).",
              "confidence": 88
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "1.7x specific multiplier.",
              "confidence": 75
            }
          ],
          "page_number": 24
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title makes durability case: '9 out of 10 continue using'.",
              "confidence": 90
            }
          ],
          "page_number": 25
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states intention to continue using.",
              "confidence": 85
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Repeated category bars across services.",
              "confidence": 60
            }
          ],
          "page_number": 26
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title issues implication for merchants: 'must meet rising expectations'.",
              "confidence": 85
            },
            {
              "id": 119,
              "slug": "so-what-test",
              "layer": "Slide",
              "evidence": "Concludes consumer block with a 'so what' for merchants.",
              "confidence": 75
            }
          ],
          "page_number": 27
        },
        {
          "tools": [
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "'Digital merchants take off' — flight metaphor.",
              "confidence": 70
            }
          ],
          "page_number": 28
        },
        {
          "tools": [
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "~3,000 merchants surveyed across 6 countries.",
              "confidence": 82
            },
            {
              "id": 155,
              "slug": "credibility-transfer",
              "layer": "Slide",
              "evidence": "Sample size + methodology builds analytical credibility.",
              "confidence": 78
            }
          ],
          "page_number": 29
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title frames adoption fervour.",
              "confidence": 85
            },
            {
              "id": 34,
              "slug": "the-rule-of-three",
              "layer": "Block",
              "evidence": "Callout names '3 focus areas of technological adoption'.",
              "confidence": 70
            }
          ],
          "page_number": 30
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title quotes a striking stat: '1 in 3 would not have survived'.",
              "confidence": 92
            },
            {
              "id": 224,
              "slug": "singularity-effect",
              "layer": "Slide",
              "evidence": "Personalises survival claim to the merchant.",
              "confidence": 60
            }
          ],
          "page_number": 31
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states business continuity benefit.",
              "confidence": 85
            }
          ],
          "page_number": 32
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states satisfaction (NPS=31).",
              "confidence": 85
            },
            {
              "id": 155,
              "slug": "credibility-transfer",
              "layer": "Slide",
              "evidence": "Net Promoter Score brings methodology authority.",
              "confidence": 70
            }
          ],
          "page_number": 33
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states positive impact view (88%).",
              "confidence": 82
            }
          ],
          "page_number": 34
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Acknowledges friction: 'still room for improvement'.",
              "confidence": 85
            },
            {
              "id": 22,
              "slug": "confession",
              "layer": "Loop",
              "evidence": "Honest admission of platform pricing pain points.",
              "confidence": 50
            }
          ],
          "page_number": 35
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title quantifies adoption: 9 in 10 accept digital payments.",
              "confidence": 88
            }
          ],
          "page_number": 36
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states intention to continue (92%).",
              "confidence": 80
            }
          ],
          "page_number": 37
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Names drivers: convenience and safety.",
              "confidence": 82
            }
          ],
          "page_number": 38
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Headline-style framing of % using lending.",
              "confidence": 75
            }
          ],
          "page_number": 39
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title links growth to addressing privacy/security barriers.",
              "confidence": 85
            }
          ],
          "page_number": 40
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states end-to-end digitalisation insight.",
              "confidence": 88
            }
          ],
          "page_number": 41
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: '87% accelerated digital transformation'.",
              "confidence": 85
            },
            {
              "id": 26,
              "slug": "before-after-bridge",
              "layer": "Block",
              "evidence": "Comparison of pre vs during pandemic adoption.",
              "confidence": 65
            }
          ],
          "page_number": 42
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Forecast headline: '82% expect majority of sales online' in 5 years.",
              "confidence": 88
            }
          ],
          "page_number": 43
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Section opener quotes the $170B GMV stat.",
              "confidence": 90
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "'Resilience gives way to resurgence' uses physical-momentum metaphor.",
              "confidence": 70
            }
          ],
          "page_number": 45
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states e-commerce as primary driver.",
              "confidence": 80
            },
            {
              "id": 31,
              "slug": "31-waterfall-value",
              "layer": "Loop",
              "evidence": "Decomposes total GMV growth by sector contribution.",
              "confidence": 55
            }
          ],
          "page_number": 46
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'All markets exhibiting double-digit growth, Philippines leading'.",
              "confidence": 90
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Six identical bar charts (one per country) in 3x2 grid.",
              "confidence": 95
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Each bar pair annotated with %YoY growth labels.",
              "confidence": 90
            },
            {
              "id": 161,
              "slug": "law-of-similarity",
              "layer": "Slide",
              "evidence": "Identical chart shape signals 'compare across countries'.",
              "confidence": 80
            },
            {
              "id": 130,
              "slug": "color-strategy",
              "layer": "Slide",
              "evidence": "Grey for past, blue for present, dark blue for forecast.",
              "confidence": 75
            }
          ],
          "page_number": 47
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title contrasts e-commerce growth vs travel struggle.",
              "confidence": 85
            },
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Explicit winner/loser pairing in title.",
              "confidence": 75
            }
          ],
          "page_number": 48
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title quotes $234B e-commerce GMV.",
              "confidence": 85
            }
          ],
          "page_number": 49
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title names opportunity: online grocery underpenetrated.",
              "confidence": 88
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Quotes 2% penetration vs 50% retail share.",
              "confidence": 80
            }
          ],
          "page_number": 50
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'merchants eager to join e-commerce rocketship' (18x).",
              "confidence": 80
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "'Rocketship' metaphor for e-commerce.",
              "confidence": 70
            }
          ],
          "page_number": 51
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title quotes $18B transport & food GMV.",
              "confidence": 85
            }
          ],
          "page_number": 52
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states transport struggle.",
              "confidence": 80
            }
          ],
          "page_number": 53
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'Food delivery remains sizzling hot'.",
              "confidence": 82
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "'Sizzling hot' culinary metaphor.",
              "confidence": 65
            }
          ],
          "page_number": 54
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title flags elevated post-COVID interest.",
              "confidence": 80
            },
            {
              "id": 26,
              "slug": "before-after-bridge",
              "layer": "Block",
              "evidence": "Compared to pre-COVID levels framing.",
              "confidence": 65
            }
          ],
          "page_number": 55
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'Travel will remain grounded for longer than expected'.",
              "confidence": 82
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "'Grounded' aviation metaphor.",
              "confidence": 65
            }
          ],
          "page_number": 56
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title forecasts 'swift recovery' post-restrictions.",
              "confidence": 80
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "+700% pent-up demand specific figure.",
              "confidence": 75
            }
          ],
          "page_number": 57
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'glued to online media amidst lockdowns'.",
              "confidence": 80
            }
          ],
          "page_number": 58
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title flags early stage (+30%).",
              "confidence": 80
            }
          ],
          "page_number": 59
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states soaring interest in subscription video.",
              "confidence": 80
            }
          ],
          "page_number": 60
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states DFS is growing across all products.",
              "confidence": 82
            }
          ],
          "page_number": 61
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'all DFS flourishing, especially digital lending'.",
              "confidence": 85
            },
            {
              "id": 31,
              "slug": "31-waterfall-value",
              "layer": "Loop",
              "evidence": "Breaks DFS into product subcategories.",
              "confidence": 50
            }
          ],
          "page_number": 62
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'Digital payments gaining momentum'.",
              "confidence": 85
            }
          ],
          "page_number": 63
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states two-sided network: 'consumer and merchant adoption fuel one another'.",
              "confidence": 85
            },
            {
              "id": 13,
              "slug": "13-domino-effect",
              "layer": "Loop",
              "evidence": "Explicit two-sided causal loop in callout.",
              "confidence": 60
            }
          ],
          "page_number": 64
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Names winning markets (Malaysia, Philippines).",
              "confidence": 82
            }
          ],
          "page_number": 65
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states recovery driver (low NPLs).",
              "confidence": 80
            }
          ],
          "page_number": 66
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'Insurance moves online'.",
              "confidence": 80
            }
          ],
          "page_number": 67
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states intensifying digital investment.",
              "confidence": 80
            }
          ],
          "page_number": 68
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Section divider quotes all-time-high investment.",
              "confidence": 85
            },
            {
              "id": 67,
              "slug": "curiosity-gap",
              "layer": "Block",
              "evidence": "Callout teases unresolved questions: 'SPAC vs IPO?', 'local vs foreign?'.",
              "confidence": 60
            }
          ],
          "page_number": 70
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'busiest deal year in recent times'.",
              "confidence": 88
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Callout notes J&T Express ($2B) and Carro ($360M) drivers.",
              "confidence": 75
            }
          ],
          "page_number": 71
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'strong acceleration in early-stage deals'.",
              "confidence": 82
            }
          ],
          "page_number": 72
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'record-high dry powder' ($14.2B).",
              "confidence": 82
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific dry powder figure quoted.",
              "confidence": 75
            }
          ],
          "page_number": 73
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: '23 unicorns in SEA now'.",
              "confidence": 88
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific unicorn count.",
              "confidence": 80
            },
            {
              "id": 177,
              "slug": "bandwagon-effect",
              "layer": "Slide",
              "evidence": "Shows momentum: 11 added in 2021 alone.",
              "confidence": 60
            }
          ],
          "page_number": 74
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states sector concentration of capital.",
              "confidence": 80
            }
          ],
          "page_number": 75
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'e-commerce and DFS deals remain centre stage'.",
              "confidence": 82
            },
            {
              "id": 167,
              "slug": "centre-stage-effect",
              "layer": "Slide",
              "evidence": "Title literally invokes centre stage.",
              "confidence": 50
            }
          ],
          "page_number": 76
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title names driver: logistics.",
              "confidence": 85
            }
          ],
          "page_number": 77
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'H1 deal value already surpasses 2020 full year'.",
              "confidence": 85
            }
          ],
          "page_number": 78
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'Healthtech outperforms landmark year'.",
              "confidence": 82
            }
          ],
          "page_number": 80
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title acknowledges challenge: 'path to scale still unclear'.",
              "confidence": 80
            }
          ],
          "page_number": 81
        },
        {
          "tools": [
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "'The twenties roar towards a trillion' — historical/Roaring Twenties allusion.",
              "confidence": 80
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          "page_number": 82
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          "tools": [
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              "evidence": "Title states $1T 2030 thesis directly.",
              "confidence": 90
            },
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              "id": 153,
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              "evidence": "Title: 'The Digital Decade: by 2030, $1T GMV'.",
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              "evidence": "Three growing circles encode 2021/$174B → 2025/$363B → 2030/$700B-$1T.",
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              "evidence": "Bubble area scales with GMV — perceived growth amplified.",
              "confidence": 70
            },
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              "layer": "Block",
              "evidence": "Three labelled drivers on the right (e-commerce / grocery / transport+media).",
              "confidence": 75
            },
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              "id": 16,
              "slug": "three-pillars",
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              "evidence": "Three growth-driver pillars listed beside the projection.",
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              "evidence": "Callout: Indonesia could be 2X SEA's GMV today.",
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              "evidence": "Describes future merchant landscape.",
              "confidence": 82
            },
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              "layer": "Loop",
              "evidence": "Projects forward to fully digital merchant world.",
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            }
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        },
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          "tools": [
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              "evidence": "Title acknowledges challenge: 'talent continues to be a challenge'.",
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              "evidence": "Honest admission of talent shortage in callout.",
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            {
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              "evidence": "Title names solution mode: 'multilateral solutions'.",
              "confidence": 88
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              "evidence": "Three labelled enabler pillars with icons.",
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            },
            {
              "id": 160,
              "slug": "law-of-proximity",
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              "evidence": "Three columns visually group icon + heading + body.",
              "confidence": 80
            },
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              "slug": "picture-superiority-effect",
              "layer": "Slide",
              "evidence": "Each pillar headed by a domain-specific icon.",
              "confidence": 75
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          ],
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              "id": 118,
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              "evidence": "Title quotes Indonesia $70B / 49% YoY.",
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              "evidence": "Same template-title repeats across all 6 countries (pp.94/100/106/112/118/124).",
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              "evidence": "Title: 'all sectors double-digit growth, e-commerce leading'.",
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              "evidence": "Title quotes Malaysia $21B / 47% YoY.",
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          "tools": [
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        {
          "tools": [
            {
              "id": 118,
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              "evidence": "Same merchant tech-savvy template.",
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          "tools": [
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              "id": 118,
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          "tools": [
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              "id": 118,
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              "evidence": "Title names sector winners and laggards.",
              "confidence": 82
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          "tools": [
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              "id": 118,
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          "tools": [
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              "evidence": "Title: Philippines fastest-growing market.",
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        {
          "tools": [
            {
              "id": 118,
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          "tools": [
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              "confidence": 80
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          "tools": [
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              "id": 118,
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              "evidence": "Title: '2021 internet economy doubles to $17B'.",
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          "tools": [
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              "id": 118,
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              "evidence": "Title: 'all sectors booming, e-commerce 2X'.",
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          "tools": [
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              "id": 118,
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              "evidence": "Title: H1 surpassed last four years by a stretch.",
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          "tools": [
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          "tools": [
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      ],
      "slides_seen": 129,
      "deck_summary": "A heavily action-titled Bain/Google/Temasek industry research deck whose narrative arc (Mountain) does not depend on a Storymakers loop language — its alignment with the playbook is mostly at the slide layer (relentless action titles, concrete numbers, small-multiples country/sector segmentation) plus a clean Time-Machine close at the $1T 2030 reveal. It is informational rather than persuasive, so few persuasion loops (myth-buster, pre-mortem, anchor) appear.",
      "secondary_arcs": [
        {
          "id": 7,
          "slug": "sparkline",
          "beats": [
            {
              "name": "What Is",
              "end_page": 8,
              "evidence": "Exec summary: $170B GMV today.",
              "position": 1,
              "start_page": 8
            },
            {
              "name": "What Could Be",
              "end_page": 8,
              "evidence": "Same slide projects $1T GMV by 2030.",
              "position": 2,
              "start_page": 8
            },
            {
              "name": "What Is",
              "end_page": 81,
              "evidence": "Current state: 2021 GMV by sector + funding data.",
              "position": 3,
              "start_page": 45
            },
            {
              "name": "What Could Be",
              "end_page": 87,
              "evidence": "$1T 2030 reveal + 'what a $1T SEA looks like' slides.",
              "position": 4,
              "start_page": 82
            },
            {
              "name": "New Bliss",
              "end_page": 90,
              "evidence": "Enabler conditions for the new equilibrium.",
              "position": 5,
              "start_page": 88
            }
          ],
          "evidence": "Repeated oscillation between current GMV ($170B) and the $1T 2030 future, plus $363B 2025 milestone — what is vs. what could be.",
          "confidence": 55
        }
      ],
      "images_inspected": 5,
      "slide_frameworks": [
        {
          "frameworks": [
            {
              "name": "Sector Segmentation Framework",
              "slug": "sector-segmentation",
              "evidence": "Five leading + two nascent sectors named with icons (e-Commerce, Transport & food, Online travel, Online media, Financial services + Healthtech, Edtech).",
              "confidence": 70
            }
          ],
          "page_number": 6
        },
        {
          "frameworks": [
            {
              "name": "Three Pillars",
              "slug": "three-pillars",
              "evidence": "Three labelled enabler columns: ESG / Digital Inclusion / Data Infrastructure & Regulation.",
              "confidence": 80
            }
          ],
          "page_number": 90
        }
      ]
    },
    "matchedAt": "2026-04-27 02:13:05+00",
    "slidesSeen": 129,
    "deckSummary": "A heavily action-titled Bain/Google/Temasek industry research deck whose narrative arc (Mountain) does not depend on a Storymakers loop language — its alignment with the playbook is mostly at the slide layer (relentless action titles, concrete numbers, small-multiples country/sector segmentation) plus a clean Time-Machine close at the $1T 2030 reveal. It is informational rather than persuasive, so few persuasion loops (myth-buster, pre-mortem, anchor) appear.",
    "imagesInspected": 5,
    "extractionSeconds": 453.9803
  },
  "score": {
    "backend": "codex",
    "scoredAt": "2026-05-02 10:18:16.909+00",
    "subScores": {
      "scqa_arc": 68,
      "action_titles": 82,
      "mece_structure": 75,
      "closing_strength": 45,
      "evidence_quality": 85,
      "clarity_of_thesis": 65,
      "production_quality": 76,
      "visual_storytelling": 78
    },
    "totalScore": 72,
    "coveragePct": 100,
    "explanations": {
      "scqa_arc": "The deck has a recognizable Situation-to-Answer arc from adoption momentum (slides 10-27) through merchant/funding complications (slides 28-81) to a $1T answer and enablers (slides 83-90), but it often reads as a long analytical report rather than a tight SCQA spine.",
      "action_titles": "Most content slides carry insight-bearing titles, for example slide 10: \"40M new internet users came online in 2021, bringing the internet penetration in SEA to 75%.\"",
      "mece_structure": "The major blocks are broadly coherent across consumers, merchants, market growth, funding, 2030 outlook, and country spotlights (slides 9, 28, 44, 69, 82, 91), though digital financial services and country repeats create some overlap.",
      "closing_strength": "The strongest recommendation appears on slide 90 around multilateral enablers, but the deck then runs through country spotlights and ends on a cover at slide 129 without a final call to action or next steps.",
      "evidence_quality": "Claims are generally supported by data-rich charts, survey metrics, deal tables, and projections across 88 data-point slides, such as internet-user evidence on slides 10-17 and funding evidence on slides 71-78.",
      "clarity_of_thesis": "The core thesis is declarative on slide 8, \"From resilience to resurgence\" toward a $1T GMV economy, but slides 1-5 are mostly cover, reference, methodology, and scope rather than the argument itself.",
      "production_quality": "Production is professionally consistent with 113 action titles, recurring chart templates, and visible footnotes, but 21 overcrowded slides and several topic-label pages such as slides 7, 91, and 129 reduce polish.",
      "visual_storytelling": "The inventory shows strong use of big numbers, maps, bar charts, scenario analysis, and repeated country templates (for example slides 12, 46, 84, and 96-128), with some overcrowded analytical pages weakening focus."
    },
    "slidesAnalyzed": 129
  },
  "review": {
    "backend": null,
    "verdict": "A high-craft thought-leadership report with exemplary action-title discipline and clean MECE pillars, but it opens procedurally and trails off into a country appendix instead of landing a recommendation -- use its titles and section architecture as a Storymakers teaching example, not its opening or closing.",
    "reviewedAt": "2026-04-24 16:47:11+00",
    "slidesSeen": 129,
    "suggestions": [
      "Front-load the answer: promote p.8's '$1T by 2030' headline to p.3 or use a one-page situation-complication-answer opener before methodology.",
      "Replace p.90's abstract 'multilateral solutions' with a concrete 3-actor recommendation slide -- one action each for platforms, merchants, regulators -- and end the main narrative there.",
      "Compress the country section to one summary matrix slide plus a short-form profile per country (2 slides, not 6), or move country detail into an explicit Appendix so the $1T vision is the last thing the reader sees.",
      "Rewrite placeholder titles (p.79 'Watch out for', p.92 'Country Highlights 2021') into declarative lines consistent with the rest of the deck."
    ],
    "closingScore": 55,
    "openingScore": 58,
    "topStrengths": [
      "Action-title discipline: most slides lead with a quantified insight (e.g. pp.10, 17, 31, 45, 48, 71)",
      "Clean MECE pillar structure with memorable divider taglines (pp.9, 28, 44, 82)",
      "Thesis is single-number memorable -- '$1T GMV by 2030' is stated up front (p.8) and echoed at the closing act (pp.83-84)",
      "Country spotlights use a parallel 6-slide template (takeaways -> consumers -> merchants -> GMV -> sector mix -> deals), giving consistent drill-down across 6 markets"
    ],
    "topWeaknesses": [
      "Opening burns 7 slides on front matter before the thesis lands at p.8 -- no hook or stakes in the first 5",
      "No explicit call-to-action; p.90 ('multilateral solutions') is the only recommend slide and stays abstract",
      "Long country appendix (pp.91-128, 29% of the deck) dilutes the close and repeats the same template across six markets",
      "Cryptic connective slides -- p.79 'Watch out for', p.7 'Content', p.92 'Country Highlights 2021' -- break the action-title rhythm",
      "A handful of titles restate the callout verbatim (pp.12, 17, 23, 30, 108), wasting a line and signalling the title/callout pair was not designed as a hierarchy"
    ],
    "narrativeScore": 72,
    "pillarCritique": "Section dividers (pp.9, 28, 44, 69/70, 82, 91) form genuinely MECE pillars -- Consumers, Merchants, Sector Resurgence, Funding, 2030 Outlook, Country Spotlights -- and each divider carries a memorable tagline ('Consumers cruise into a new way of life', 'The twenties roar towards a trillion'), which is above-average pillar craft.",
    "closingCritique": "The strategic close (pp.82-90) paints a 2030 vision ('Consumers live and breathe digital', 'being digital as table stakes') but p.90's 'multilateral solutions between consumers, merchants, platforms, and regulators' is the only recommend-tagged slide and is abstract; there is no explicit call-to-action and the deck then dissolves into country drill-downs.",
    "openingCritique": "The first 5 slides are procedural -- cover, disclaimer, programme context, methodology, geographic scope -- with no hook or stakes. The $1T thesis doesn't surface until p.8's executive summary, so a reader skimming the first few pages finds a research masthead, not an answer.",
    "extractionSeconds": 96.17426,
    "narrativeCritique": "The deck follows a clear S->C->A arc across five pillars (Consumers -> Merchants -> Sectors -> Funding -> 2030 Outlook) but the Resolution act is weak: the '$1T by 2030' vision (pp.82-90) names enablers without prescribing actions, and the deck then tails off into 37 pages of country spotlights rather than closing on a recommendation.",
    "titleQualityScore": 82,
    "titleQualityCritique": "The overwhelming majority of titles are declarative, quantified, and insight-bearing -- e.g. p.17 'Non-metros comprise the majority of new joiners... ~60% of new digital consumers in 2021 coming from non-metro areas' and p.31 '1 in 3 digital merchants believe that they would not have survived COVID-19 if not for digital platforms'. Weak spots are few: p.7 'Content', p.79 'Watch out for', p.92 'Country Highlights 2021', and p.39's chart-caption title."
  },
  "activistThesis": null,
  "pitchdeck": {
    "metadata": null,
    "profile": null
  },
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