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        "confidence": 92
      },
      "loops": [
        {
          "id": 6,
          "slug": "06-zoom-in",
          "end_page": 5,
          "evidence": "p.3 big picture study, p.4 channel focus, p.5 vertical breakdown 42/40/18%.",
          "position": 1,
          "objective": "Zoom from study purpose to channels to verticals",
          "confidence": 75,
          "start_page": 3
        },
        {
          "id": 39,
          "slug": "39-benchmark-gap",
          "end_page": 12,
          "evidence": "1.7% Canada vs US, 5% current-vs-optimal TV gap, $1.4B missed.",
          "position": 2,
          "objective": "Quantify Canada-vs-optimal spend gap and missed sales",
          "confidence": 85,
          "start_page": 7
        },
        {
          "id": 21,
          "slug": "21-before-after",
          "end_page": 16,
          "evidence": "p.15 without halo $16.14, p.16 with halo $14.34 +23% TV bar.",
          "position": 3,
          "objective": "Show TV ROI before vs after attributing the halo effect",
          "confidence": 88,
          "start_page": 13
        },
        {
          "id": 41,
          "slug": "41-so-what-cascade",
          "end_page": 20,
          "evidence": "Curves explainer -> TV most linear -> 53% of new spend to TV.",
          "position": 4,
          "objective": "From response curves to 53% TV reallocation recommendation",
          "confidence": 82,
          "start_page": 17
        },
        {
          "id": 3,
          "slug": "03-aha-moment",
          "end_page": 25,
          "evidence": "20% viewership CAGR vs 8% spend CAGR -> 2.0x ROI in auto.",
          "position": 5,
          "objective": "LFVC growth-vs-spend disconnect reveals 2x ROI insight",
          "confidence": 80,
          "start_page": 21
        }
      ],
      "slide_tools": [
        {
          "tools": [
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Title 'Moneyball Moment for Marketing' borrows baseball analytics metaphor.",
              "confidence": 90
            },
            {
              "id": 123,
              "slug": "opening-hooks",
              "layer": "Slide",
              "evidence": "Cover frames the study via a borrowed cultural reference (Moneyball).",
              "confidence": 78
            },
            {
              "id": 1,
              "slug": "scqa-framework",
              "layer": "Block",
              "evidence": "Whole deck follows situation-complication-question-answer arc anchored here.",
              "confidence": 80
            }
          ],
          "page_number": 1
        },
        {
          "tools": [
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Baseball image carries forward the Moneyball metaphor.",
              "confidence": 85
            },
            {
              "id": 116,
              "slug": "chunking",
              "layer": "Loop",
              "evidence": "Four numbered TOC chunks: context, exec summary, findings, CTA.",
              "confidence": 75
            }
          ],
          "page_number": 2
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states 'Evaluate the effectiveness of media channels in Canada'.",
              "confidence": 95
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Callout: $700M+ spend, 105 brands, 4+ years.",
              "confidence": 90
            },
            {
              "id": 155,
              "slug": "credibility-transfer",
              "layer": "Slide",
              "evidence": "Scale of dataset (105 brands, $700M+) lends authority.",
              "confidence": 80
            }
          ],
          "page_number": 3
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title declares focus on TV and digital channel assessment.",
              "confidence": 88
            }
          ],
          "page_number": 4
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states '4 key verticals' assessed with 42/40/18 split.",
              "confidence": 90
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Callout: 'Multiplatform TV 42% | Digital 40% | Other Media 18%'.",
              "confidence": 85
            },
            {
              "id": 2,
              "slug": "mece-principle",
              "layer": "Block",
              "evidence": "Spend split into three exhaustive non-overlapping channel buckets.",
              "confidence": 78
            }
          ],
          "page_number": 5
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Five important insights arose from our research'.",
              "confidence": 95
            },
            {
              "id": 153,
              "slug": "core-message-extraction",
              "layer": "Slide",
              "evidence": "Each insight is a 1-line crystallised conclusion.",
              "confidence": 85
            },
            {
              "id": 116,
              "slug": "chunking",
              "layer": "Loop",
              "evidence": "Findings chunked into 5 icon-anchored takeaways.",
              "confidence": 80
            },
            {
              "id": 3,
              "slug": "pyramid-principle",
              "layer": "Block",
              "evidence": "Answer first: top-line insights stated before detailed support.",
              "confidence": 92
            },
            {
              "id": 16,
              "slug": "three-pillars",
              "layer": "Block",
              "evidence": "Five governing themes preview rest of deck (rule-of-many variant).",
              "confidence": 60
            }
          ],
          "page_number": 6
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Divider title plus callout 'Media is driving growth in Canada'.",
              "confidence": 90
            },
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Loop opens current-spend vs optimal-spend comparison.",
              "confidence": 70
            }
          ],
          "page_number": 7
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states '1.7% of overall revenues on media' with YET callout.",
              "confidence": 92
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "1.7% revenue and 10% higher returns vs US named precisely.",
              "confidence": 85
            },
            {
              "id": 94,
              "slug": "antithesis",
              "layer": "Loop",
              "evidence": "Callout pivots: low spend 'YET... 10% higher returns than the US'.",
              "confidence": 88
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "'YET...' callout designed to break expectation and stand out.",
              "confidence": 80
            },
            {
              "id": 69,
              "slug": "framing-effect",
              "layer": "Block",
              "evidence": "Reframes underspend as missed opportunity rather than prudence.",
              "confidence": 70
            }
          ],
          "page_number": 8
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Divider with imperative callout to rebalance toward TV.",
              "confidence": 88
            }
          ],
          "page_number": 9
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title quantifies '5% gap between current and optimal spend on TV'.",
              "confidence": 92
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific numeric gap (5%) rather than vague 'some'.",
              "confidence": 85
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Callout annotates the 5% underinvestment marker.",
              "confidence": 75
            }
          ],
          "page_number": 10
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title generalises gap 'across industries to varying degrees'.",
              "confidence": 92
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Repeated TV/Digital paired bars across Auto, Telco, CPG, OTC Pharma.",
              "confidence": 95
            },
            {
              "id": 130,
              "slug": "color-strategy",
              "layer": "Slide",
              "evidence": "Red bars = optimal, gray = current; consistent across panels.",
              "confidence": 90
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Up/down arrow callouts with +6%, +7%, +3%, +5%, -1% deltas.",
              "confidence": 90
            },
            {
              "id": 159,
              "slug": "contrast-principle",
              "layer": "Slide",
              "evidence": "Red optimal bars contrast against muted gray current bars.",
              "confidence": 82
            }
          ],
          "page_number": 11
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title sizes loss: 'missed out on up to 4% in annual sales'.",
              "confidence": 92
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "$1.4B figure and 20% revenue-from-media stated explicitly.",
              "confidence": 88
            },
            {
              "id": 68,
              "slug": "loss-aversion",
              "layer": "Block",
              "evidence": "Frame is 'missed out' on $1.4B rather than 'could gain'.",
              "confidence": 80
            }
          ],
          "page_number": 12
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Divider declares 'TV halo effect... Linear TV drives Digital ROI'.",
              "confidence": 90
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "'Halo' metaphor names the phenomenon visually and verbally.",
              "confidence": 82
            },
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Loop opens with-halo vs without-halo contrast.",
              "confidence": 80
            },
            {
              "id": 26,
              "slug": "before-after-bridge",
              "layer": "Block",
              "evidence": "Before/after MMM framing kicks off here for slides 13-16.",
              "confidence": 78
            }
          ],
          "page_number": 13
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title defines halo as 'amplifying effectiveness in multi-channel'.",
              "confidence": 90
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Halo iconography reinforces the metaphor on the slide.",
              "confidence": 78
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Callout quantifies: 'Linear TV's average ROI is understated by 23%'.",
              "confidence": 80
            }
          ],
          "page_number": 14
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Without accounting for halo, MMM findings are misleading'.",
              "confidence": 88
            },
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Bar chart of $-ROI per channel for category comparison.",
              "confidence": 70
            }
          ],
          "page_number": 15
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Sales ROI of TV increased by 23%' states the so-what.",
              "confidence": 95
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Red/grey arrows annotate +23%, -21%, -19%, -16%, -15%, +13% per channel.",
              "confidence": 92
            },
            {
              "id": 130,
              "slug": "color-strategy",
              "layer": "Slide",
              "evidence": "TV bar in saturated red; other channels muted grey.",
              "confidence": 90
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "TV bar visually breaks pattern: taller, red, +23% arrow.",
              "confidence": 88
            },
            {
              "id": 159,
              "slug": "contrast-principle",
              "layer": "Slide",
              "evidence": "Color and arrow direction sharply contrast TV vs others.",
              "confidence": 85
            },
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Size, color, arrow weight all draw eye to TV column.",
              "confidence": 80
            }
          ],
          "page_number": 16
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Divider asserts 'Marginal returns on TV provide highest ROI'.",
              "confidence": 88
            },
            {
              "id": 80,
              "slug": "data-story-arc",
              "layer": "Loop",
              "evidence": "Loop sets context-conflict-insight-implication on marginal ROI.",
              "confidence": 72
            }
          ],
          "page_number": 17
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title teaches the 'response curves' concept directly.",
              "confidence": 90
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Inflection-point callout annotates dashed marker on the curves.",
              "confidence": 92
            },
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Curve chart correctly chosen to show diminishing returns.",
              "confidence": 88
            },
            {
              "id": 130,
              "slug": "color-strategy",
              "layer": "Slide",
              "evidence": "Channel A black, Channel B red pulls eye to focal pair.",
              "confidence": 80
            }
          ],
          "page_number": 18
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'greater returns on additional dollar spent on TV ads'.",
              "confidence": 90
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Callout: 'TV's response curve remains the most linear'.",
              "confidence": 75
            }
          ],
          "page_number": 19
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'allocating just over half into TV' (53%).",
              "confidence": 95
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Callout: '$2.0B to 2.3B in incremental media spend over 4 years'.",
              "confidence": 88
            },
            {
              "id": 174,
              "slug": "nudge",
              "layer": "Slide",
              "evidence": "Concrete % directs decision toward 53% TV allocation.",
              "confidence": 75
            }
          ],
          "page_number": 20
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Divider: 'LFVC presents a significant opportunity'.",
              "confidence": 88
            },
            {
              "id": 103,
              "slug": "aha-moment",
              "layer": "Loop",
              "evidence": "Loop seeded to reveal the LFVC mispricing insight.",
              "confidence": 78
            }
          ],
          "page_number": 21
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title defines Multiplatform TV scope for the LFVC analysis.",
              "confidence": 85
            }
          ],
          "page_number": 22
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title contrasts 20% viewership CAGR vs 8% ad spend CAGR.",
              "confidence": 92
            },
            {
              "id": 94,
              "slug": "antithesis",
              "layer": "Loop",
              "evidence": "Title juxtaposes growing audience against flat ad spend.",
              "confidence": 85
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "'12% Market Disconnect' callout breaks pattern visually.",
              "confidence": 80
            },
            {
              "id": 109,
              "slug": "information-gap-theory",
              "layer": "Loop",
              "evidence": "Disconnect creates curiosity gap that following slides fill.",
              "confidence": 70
            }
          ],
          "page_number": 23
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title flags only auto industry had enough LFVC spend to analyse.",
              "confidence": 88
            }
          ],
          "page_number": 24
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'low spend in LFVC is especially surprising' with 2.0x ROI.",
              "confidence": 92
            },
            {
              "id": 152,
              "slug": "unexpected-pattern",
              "layer": "Slide",
              "evidence": "Title explicitly frames the 2x finding as 'especially surprising'.",
              "confidence": 88
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "2.0x ROI multiplier stated as a hard ratio.",
              "confidence": 80
            }
          ],
          "page_number": 25
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Divider 'Call to Action' announces final block.",
              "confidence": 70
            }
          ],
          "page_number": 26
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Each numbered card states an imperative verb (re-evaluate, leverage, rebalance, invest).",
              "confidence": 92
            },
            {
              "id": 124,
              "slug": "closing-techniques",
              "layer": "Slide",
              "evidence": "Closes with explicit four-point call-to-action list.",
              "confidence": 88
            },
            {
              "id": 174,
              "slug": "nudge",
              "layer": "Slide",
              "evidence": "Pre-formatted action steps lower friction to commit.",
              "confidence": 78
            },
            {
              "id": 116,
              "slug": "chunking",
              "layer": "Loop",
              "evidence": "Four discrete chunks make actions memorable and digestible.",
              "confidence": 80
            }
          ],
          "page_number": 27
        }
      ],
      "slides_seen": 27,
      "deck_summary": "Strong textbook-grade alignment with Storymakers: clean Consultant's Gambit arc, action titles on nearly every slide, pyramid-first 5-insight summary, and disciplined small-multiples with annotation visuals. The Moneyball metaphor adds a memorable hook most consulting decks would skip.",
      "secondary_arcs": [
        {
          "id": 11,
          "slug": "triple-take",
          "beats": [
            {
              "name": "The Facts (What)",
              "end_page": 12,
              "evidence": "Study scope and Canadian spend benchmarks.",
              "position": 1,
              "start_page": 3
            },
            {
              "name": "The Implications (So What)",
              "end_page": 25,
              "evidence": "Halo effect, marginal ROI, LFVC opportunity.",
              "position": 2,
              "start_page": 13
            },
            {
              "name": "The Action (Now What)",
              "end_page": 27,
              "evidence": "Four-point Call to Action slide.",
              "position": 3,
              "start_page": 26
            }
          ],
          "evidence": "Facts (study + benchmarks) -> implications (halo, marginal ROI) -> action (CTA p.27).",
          "confidence": 60
        }
      ],
      "images_inspected": 5,
      "slide_frameworks": [
        {
          "frameworks": [
            {
              "name": "Response Curves",
              "slug": "response-curves",
              "evidence": "Title and chart subtitle name 'Spend vs. Sales Response Curves by Media Channel'.",
              "confidence": 95
            }
          ],
          "page_number": 18
        }
      ]
    },
    "matchedAt": "2026-04-26 00:11:21+00",
    "slidesSeen": 27,
    "deckSummary": "Strong textbook-grade alignment with Storymakers: clean Consultant's Gambit arc, action titles on nearly every slide, pyramid-first 5-insight summary, and disciplined small-multiples with annotation visuals. The Moneyball metaphor adds a memorable hook most consulting decks would skip.",
    "imagesInspected": 5,
    "extractionSeconds": 327.32852
  },
  "score": {
    "backend": null,
    "scoredAt": "2026-04-24 09:23:24+00",
    "subScores": {
      "mece_pillars": 71.5,
      "scqa_opening": 90,
      "slide_type_mix": 80.15384615384616,
      "lead_with_answer": 55,
      "narrative_pacing": 100,
      "action_title_density": 100
    },
    "totalScore": 82.2,
    "coveragePct": 100,
    "explanations": {
      "mece_pillars": "6 pillars, balance=0.59",
      "scqa_opening": "first-third narrative: SC",
      "slide_type_mix": "N31% · S27% · W31% · W12%",
      "lead_with_answer": "delayed thesis: key_takeaways on page 6",
      "narrative_pacing": "0% filler/appendix, middle density 78%",
      "action_title_density": "18/19 substantive slides have action titles (95%)"
    },
    "slidesAnalyzed": 27
  },
  "review": {
    "backend": null,
    "verdict": "A well-structured analytical-thesis deck with thesis-bearing section dividers and number-anchored titles — use the pillar architecture and action-title craft as a Storymakers exemplar, but not the opening or the call-to-action close.",
    "reviewedAt": "2026-04-24 10:54:15+00",
    "slidesSeen": 27,
    "suggestions": [
      "Insert an answer-first slide between p.2 and p.3 that states the recommendation in one sentence ('Canadian advertisers should grow media spend ~4%/yr and rebalance 53% into TV to unlock $1.4B in missed sales') so the rest reads as proof, not discovery",
      "Rebuild p.27 as a phased action plan — what to do in the next 90 days, next year, next 4 years — with the $2.0-2.3B incremental spend figure from p.20 as the headline number",
      "Either promote LFVC (p.21-25) to a fully-evidenced pillar with multi-industry data or demote it to a single 'emerging opportunity' slide in an appendix; the current treatment over-weights a single-industry signal"
    ],
    "closingScore": 65,
    "openingScore": 72,
    "topStrengths": [
      "Section dividers double as thesis statements (p.7, p.9, p.13, p.17, p.21) — readers can navigate the argument from the divider list alone",
      "Action titles consistently carry the number that proves the point (p.8 1.7%, p.10 5%, p.14 +23%, p.20 53%, p.23 20% vs 8% CAGR)",
      "Strong evidentiary anchor up front: p.3 establishes a first-of-its-kind $700M / 105-brand / 4-year dataset, earning analytical credibility for everything that follows"
    ],
    "topWeaknesses": [
      "No answer-first slide in the first 3 pages — the actual recommendation is buried until p.20; p.6 lists five insights but does not lead with the verdict",
      "The 'Call to Action' close (p.26-27) is a label, not a plan — no owners, sequencing, or quantified ask beyond restating the case",
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