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              "evidence": "Red circles isolate 'not having a car' and 'one fewer child'.",
              "confidence": 88
            },
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Bars + actual-rank + CO2-saved table juxtapose perception vs reality.",
              "confidence": 80
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Annotated rank/CO2 columns make the gap concrete.",
              "confidence": 75
            },
            {
              "id": 152,
              "slug": "unexpected-pattern",
              "layer": "Slide",
              "evidence": "Top perceived action is rank 7 in actual impact - surprise.",
              "confidence": 70
            }
          ],
          "page_number": 18
        },
        {
          "tools": [
            {
              "id": 165,
              "slug": "picture-superiority-effect",
              "layer": "Slide",
              "evidence": "Five headshots humanize global research.",
              "confidence": 70
            }
          ],
          "page_number": 19
        },
        {
          "tools": [
            {
              "id": 26,
              "slug": "before-after-bridge",
              "layer": "Block",
              "evidence": "Section title 'From responsibility to opportunity' = bridge framing.",
              "confidence": 60
            },
            {
              "id": 149,
              "slug": "typography-hierarchy",
              "layer": "Slide",
              "evidence": "Large title over single hero image.",
              "confidence": 70
            }
          ],
          "page_number": 20
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Subtitle 'From responsibility to opportunity' states the pivot.",
              "confidence": 75
            }
          ],
          "page_number": 21
        },
        {
          "tools": [
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Tangled-path infographic with GRI/SASB/SDGs signposts.",
              "confidence": 88
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Sustainability is a complex, nebulous, ever-changing term'.",
              "confidence": 75
            },
            {
              "id": 62,
              "slug": "cognitive-load",
              "layer": "Block",
              "evidence": "Visual conveys overwhelm of frameworks.",
              "confidence": 55
            }
          ],
          "page_number": 22
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Long action title states 'Sustainability still defined by Environment'.",
              "confidence": 70
            },
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Donut chart for ESG priority share.",
              "confidence": 70
            }
          ],
          "page_number": 23
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Blurring of E & S: Rise of planetary health'.",
              "confidence": 70
            },
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Stats vs news clippings juxtaposed.",
              "confidence": 65
            }
          ],
          "page_number": 24
        },
        {
          "tools": [
            {
              "id": 122,
              "slug": "story-moments",
              "layer": "Slide",
              "evidence": "BrewDog confession quote acts as 'shock' beat.",
              "confidence": 70
            },
            {
              "id": 155,
              "slug": "credibility-transfer",
              "layer": "Slide",
              "evidence": "Real consumer verbatim adds credibility to risk claim.",
              "confidence": 65
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Real danger in brands pursuing a singular definition'.",
              "confidence": 70
            }
          ],
          "page_number": 25
        },
        {
          "tools": [
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Knight with Shield (hygiene), Sword (innovation), Standard (banner).",
              "confidence": 92
            },
            {
              "id": 34,
              "slug": "the-rule-of-three",
              "layer": "Block",
              "evidence": "Three labelled brand-strategy components.",
              "confidence": 80
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states governing thought 'gear up'.",
              "confidence": 80
            }
          ],
          "page_number": 26
        },
        {
          "tools": [
            {
              "id": 157,
              "slug": "sinatra-test",
              "layer": "Slide",
              "evidence": "Patagonia used as flagship example of leading the conversation.",
              "confidence": 75
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Industry has opportunity to lead and define the conversation'.",
              "confidence": 75
            }
          ],
          "page_number": 27
        },
        {
          "tools": [
            {
              "id": 34,
              "slug": "the-rule-of-three",
              "layer": "Block",
              "evidence": "Three numbered color-coded blocks summarize section.",
              "confidence": 80
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'In summary...' frames takeaways.",
              "confidence": 60
            }
          ],
          "page_number": 28
        },
        {
          "tools": [
            {
              "id": 149,
              "slug": "typography-hierarchy",
              "layer": "Slide",
              "evidence": "Bold section title over high-contrast photo.",
              "confidence": 70
            }
          ],
          "page_number": 30
        },
        {
          "tools": [
            {
              "id": 16,
              "slug": "three-pillars",
              "layer": "Block",
              "evidence": "Three labeled pillars: Habits, Health, Environment.",
              "confidence": 88
            },
            {
              "id": 34,
              "slug": "the-rule-of-three",
              "layer": "Slide",
              "evidence": "Three columns with photos for the three areas.",
              "confidence": 80
            }
          ],
          "page_number": 33
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Long declarative subtitle communicates the so-what.",
              "confidence": 75
            }
          ],
          "page_number": 34
        },
        {
          "tools": [
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Verbatim from 'Jan' grounds 61% statistic.",
              "confidence": 75
            },
            {
              "id": 156,
              "slug": "emotional-appeal",
              "layer": "Slide",
              "evidence": "Lifestyle hero image + first-person quote.",
              "confidence": 65
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'61% of consumers are doing more cooking...'.",
              "confidence": 75
            }
          ],
          "page_number": 35
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Headline names the driver: 'minimizing food waste'.",
              "confidence": 80
            },
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Horizontal bar with highlighted 73% bar.",
              "confidence": 75
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Highlighted 73% bar stands out from peers.",
              "confidence": 65
            }
          ],
          "page_number": 36
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Packaging more important than ever' states position.",
              "confidence": 70
            },
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Hygiene vs sustainability tension framed.",
              "confidence": 65
            }
          ],
          "page_number": 37
        },
        {
          "tools": [
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Nigerian consumer verbatim grounds 65% stat.",
              "confidence": 75
            },
            {
              "id": 156,
              "slug": "emotional-appeal",
              "layer": "Slide",
              "evidence": "Hero photo of washing produce.",
              "confidence": 65
            }
          ],
          "page_number": 38
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Headline 'Avoiding over packaging and plastic'.",
              "confidence": 70
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Customer verbatim alongside 55% stat.",
              "confidence": 70
            }
          ],
          "page_number": 39
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Consumers willing to change and take responsibility'.",
              "confidence": 75
            },
            {
              "id": 156,
              "slug": "emotional-appeal",
              "layer": "Slide",
              "evidence": "Recycling hero image + 1-in-2 callout.",
              "confidence": 65
            }
          ],
          "page_number": 40
        },
        {
          "tools": [
            {
              "id": 156,
              "slug": "emotional-appeal",
              "layer": "Slide",
              "evidence": "Spanish consumer quote on nature/animals.",
              "confidence": 70
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific behaviors named (fair trade, animals).",
              "confidence": 70
            }
          ],
          "page_number": 41
        },
        {
          "tools": [
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Outsized 84% on cyan callout dominates frame.",
              "confidence": 70
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Long action title states expectations.",
              "confidence": 70
            }
          ],
          "page_number": 42
        },
        {
          "tools": [
            {
              "id": 141,
              "slug": "white-space-negative-space",
              "layer": "Slide",
              "evidence": "Single big stat over photo, minimal text.",
              "confidence": 65
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Equates 'healthy = safe'.",
              "confidence": 70
            }
          ],
          "page_number": 43
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'From protection to prevention' captures shift.",
              "confidence": 70
            },
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Two big numbers anchor split-screen layout.",
              "confidence": 60
            }
          ],
          "page_number": 44
        },
        {
          "tools": [
            {
              "id": 34,
              "slug": "the-rule-of-three",
              "layer": "Slide",
              "evidence": "Three-column opportunity grid: habits/health/environment.",
              "confidence": 78
            }
          ],
          "page_number": 45
        },
        {
          "tools": [
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "India map composed of butterflies + gears.",
              "confidence": 70
            }
          ],
          "page_number": 46
        },
        {
          "tools": [
            {
              "id": 155,
              "slug": "credibility-transfer",
              "layer": "Slide",
              "evidence": "Gandhi portrait + 'need vs greed' quote borrows authority.",
              "confidence": 80
            },
            {
              "id": 156,
              "slug": "emotional-appeal",
              "layer": "Loop",
              "evidence": "Frames India section with ethical/cultural anchor.",
              "confidence": 65
            }
          ],
          "page_number": 47
        },
        {
          "tools": [
            {
              "id": 165,
              "slug": "picture-superiority-effect",
              "layer": "Slide",
              "evidence": "Single hero image of food offering carries the idea.",
              "confidence": 65
            }
          ],
          "page_number": 48
        },
        {
          "tools": [
            {
              "id": 156,
              "slug": "emotional-appeal",
              "layer": "Slide",
              "evidence": "Polluted-beach protest banner photo.",
              "confidence": 70
            }
          ],
          "page_number": 49
        },
        {
          "tools": [
            {
              "id": 155,
              "slug": "credibility-transfer",
              "layer": "Slide",
              "evidence": "Quotes UN Champion of the Earth Afroz Shah.",
              "confidence": 70
            },
            {
              "id": 156,
              "slug": "emotional-appeal",
              "layer": "Slide",
              "evidence": "Cleanup imagery humanizes activism.",
              "confidence": 65
            }
          ],
          "page_number": 50
        },
        {
          "tools": [
            {
              "id": 165,
              "slug": "picture-superiority-effect",
              "layer": "Slide",
              "evidence": "Social media screenshots illustrate influencer effect.",
              "confidence": 65
            }
          ],
          "page_number": 52
        },
        {
          "tools": [
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Impact calculator annotates per-swap CO2/trash savings.",
              "confidence": 65
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific trash-reduction figure (700,000 tons).",
              "confidence": 65
            }
          ],
          "page_number": 55
        },
        {
          "tools": [
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Stacked bar of recurring revenue growth.",
              "confidence": 75
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Consumers want brands to act' insight header.",
              "confidence": 75
            }
          ],
          "page_number": 56
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "States the ask: 'big brands must provide alternatives'.",
              "confidence": 75
            }
          ],
          "page_number": 57
        },
        {
          "tools": [
            {
              "id": 149,
              "slug": "typography-hierarchy",
              "layer": "Slide",
              "evidence": "Section divider, bold title over flag/landmark photo.",
              "confidence": 65
            }
          ],
          "page_number": 58
        },
        {
          "tools": [
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Pre/post-Covid contrast: 60% single-use rise, 16% plastic rise.",
              "confidence": 75
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Headline names the post-Covid shift.",
              "confidence": 70
            }
          ],
          "page_number": 59
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'No plastic single-use cups in cafe' states the action.",
              "confidence": 70
            }
          ],
          "page_number": 60
        },
        {
          "tools": [
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Slide",
              "evidence": "Before (cardboard piles) -> after (multi-use bag) with arrow.",
              "confidence": 88
            }
          ],
          "page_number": 61
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Main culprit: K-food' names the problem driver.",
              "confidence": 70
            }
          ],
          "page_number": 62
        },
        {
          "tools": [
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Bar chart contextualizes 44kg per-person usage.",
              "confidence": 70
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Callout names the response: 'movement to reduce plastic'.",
              "confidence": 65
            }
          ],
          "page_number": 63
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Continuous efforts... But not winning the war yet' = honest verdict.",
              "confidence": 75
            },
            {
              "id": 124,
              "slug": "closing-techniques",
              "layer": "Slide",
              "evidence": "Sober closing line frames implicit call.",
              "confidence": 60
            }
          ],
          "page_number": 64
        }
      ],
      "slides_seen": 64,
      "deck_summary": "Loose Storymakers alignment: this is a webinar bundle of 4 sub-decks rather than a single tight arc, but each section uses recognizable patterns (pattern-hunter on opinion data, myth-buster on perception gap, golden-circle around the Shield/Sword/Standard metaphor, before/after on Korean packaging) and most slides use action titles and von-Restorff-style highlights - solid mid-tier alignment with consultant narrative conventions.",
      "secondary_arcs": [
        {
          "id": 11,
          "slug": "triple-take",
          "beats": [
            {
              "name": "The Facts (What)",
              "end_page": 19,
              "evidence": "Survey data on public climate sentiment.",
              "position": 1,
              "start_page": 8
            },
            {
              "name": "The Implications (So What)",
              "end_page": 28,
              "evidence": "Sustainability framing as brand opportunity, Shield/Sword/Standard.",
              "position": 2,
              "start_page": 20
            },
            {
              "name": "The Action (Now What)",
              "end_page": 64,
              "evidence": "Case studies showing companies/consumers/regions acting.",
              "position": 3,
              "start_page": 30
            }
          ],
          "evidence": "Each sub-deck loosely follows Facts (data) -> Implications (opportunity) -> Action (case studies); deck is webinar bundle of 4 talks.",
          "confidence": 55
        }
      ],
      "images_inspected": 5,
      "slide_frameworks": [
        {
          "frameworks": [
            {
              "name": "GRI Standards",
              "slug": "gri-standards",
              "evidence": "GRI signpost in tangled path graphic.",
              "confidence": 70
            },
            {
              "name": "UN SDGs",
              "slug": "un-sdgs",
              "evidence": "Prominent SDGs sign in graphic.",
              "confidence": 75
            },
            {
              "name": "SASB",
              "slug": "sasb",
              "evidence": "SASB signpost visible.",
              "confidence": 65
            },
            {
              "name": "CDP",
              "slug": "cdp",
              "evidence": "CDP signpost in graphic.",
              "confidence": 60
            }
          ],
          "page_number": 22
        },
        {
          "frameworks": [
            {
              "name": "Three Pillars Framework",
              "slug": "three-pillars-framework",
              "evidence": "Shield/Sword/Standard = three brand-strategy pillars.",
              "confidence": 78
            }
          ],
          "page_number": 26
        },
        {
          "frameworks": [
            {
              "name": "Three Pillars Framework",
              "slug": "three-pillars-framework",
              "evidence": "Habits / Health / Environment pillars.",
              "confidence": 82
            }
          ],
          "page_number": 33
        },
        {
          "frameworks": [
            {
              "name": "Three Pillars Framework",
              "slug": "three-pillars-framework",
              "evidence": "Three opportunity columns mirroring p.33 pillars.",
              "confidence": 75
            }
          ],
          "page_number": 45
        }
      ]
    },
    "matchedAt": "2026-05-02 07:25:10.022+00",
    "slidesSeen": 64,
    "deckSummary": "Loose Storymakers alignment: this is a webinar bundle of 4 sub-decks rather than a single tight arc, but each section uses recognizable patterns (pattern-hunter on opinion data, myth-buster on perception gap, golden-circle around the Shield/Sword/Standard metaphor, before/after on Korean packaging) and most slides use action titles and von-Restorff-style highlights - solid mid-tier alignment with consultant narrative conventions.",
    "imagesInspected": 5,
    "extractionSeconds": 395.549
  },
  "score": {
    "backend": "claude",
    "scoredAt": "2026-05-02 06:39:52.937+00",
    "subScores": {
      "scqa_arc": 35,
      "action_titles": 45,
      "mece_structure": 45,
      "closing_strength": 40,
      "evidence_quality": 75,
      "clarity_of_thesis": 30,
      "production_quality": 55,
      "visual_storytelling": 72
    },
    "totalScore": 52,
    "coveragePct": 100,
    "explanations": {
      "scqa_arc": "Reads as a stitched-together webinar compilation rather than SCQA — multiple mini-decks each with its own cover/closer (slides 1, 20, 31, 46, 58), no unifying complication or answer.",
      "action_titles": "Many titles are topic labels like '#1: Emergency!', '#2: Emergency?', 'AGENDA', 'PACKAGING MORE IMPORTANT THEN EVER' (slide 37, with typo); strong action titles do appear later (e.g. slide 26 'Brands have integral role in sustainability fight – but need to gear up properly').",
      "mece_structure": "Five sections (Climate Opinion, Sustainability Imperative, Rewired Consumer, India, Korea) overlap heavily on consumer sustainability sentiment, and India/Korea feel bolted on rather than collectively exhaustive (slides 46, 58).",
      "closing_strength": "Section 1 closes with an 'In summary' synthesis (slide 28) and 'Thank You' (slide 29), but the overall deck ends on slide 64 'Continuous efforts... But not winning the war yet' with no recommendation or call to action.",
      "evidence_quality": "Claims are consistently backed by Ipsos survey data, named brand case studies (BrewDog s25, Patagonia s27, Market Kurly s61), and consumer quotes — evidence density is a clear strength.",
      "clarity_of_thesis": "First 5 slides are cover/agenda/cover/resource links — no declarative thesis is stated; the question 'Environment Emergency?' is posed but never answered upfront (slides 1-5).",
      "production_quality": "Action-title density is inconsistent (~half the slides have explicit action titles), grammatical error on slide 37 ('THEN' vs 'THAN'), and overcrowded charts on slides 11, 15, 17, 18, 23 hurt polish.",
      "visual_storytelling": "Strong use of dot plots, dumbbell charts, big-number callouts, and metaphorical infographics (knight 'Shield/Sword/Standard' on slide 26; tangled-path metaphor on slide 22); chart choices generally fit the message."
    },
    "slidesAnalyzed": 64
  },
  "review": {
    "backend": "claude",
    "verdict": "A research-rich Ipsos webinar compilation with strong individual sections and several genuinely good action titles, but as a Storymakers exemplar it fails the basics: no opening thesis, no closing recommendation, and four covers betraying it was never authored as one deck.",
    "reviewedAt": "2026-05-02 07:06:46.656+00",
    "slidesSeen": 64,
    "suggestions": [
      "Move slides 4–7 (Links to Resources) to the back as a true appendix and replace them with a 1-slide executive answer to 'Environment Emergency?' that previews the argument",
      "Collapse the four cover slides into one master cover, and convert the mid-deck covers (20, 31) into proper section dividers consistent with slides 8, 30, 46, 58",
      "Add a closing synthesis after slide 64 that maps India + Korea evidence back to the '#1–#5' themes and Shield/Sword/Standard model, ending with 2–3 prescriptive 'so-what' actions for brands",
      "Fix the typo on slide 37 ('THEN' → 'THAN') and rewrite topic-label titles on slides 39, 42, 44, 45 as declarative insights",
      "Move the only existing summary (slide 28 'In summary...') to the very end and expand its scope from 'Sustainability Imperative' to deck-wide"
    ],
    "closingScore": 28,
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