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            "position": 1,
            "start_page": 1
          },
          {
            "name": "Problem & Complication",
            "end_page": 3,
            "evidence": "Figure 1 stats: 76% want to change, only 10% succeed.",
            "position": 2,
            "start_page": 3
          },
          {
            "name": "Solution & Approach",
            "end_page": 5,
            "evidence": "Figure 2 hexagon framework + numbered five-step cultural change plan.",
            "position": 3,
            "start_page": 4
          },
          {
            "name": "Evidence & Proof",
            "end_page": 10,
            "evidence": "St. George Bank and Rotech case studies, including outperformance chart.",
            "position": 4,
            "start_page": 6
          },
          {
            "name": "Impact & Next Steps",
            "end_page": 12,
            "evidence": "Six attributes synthesis from 200-company analysis and Bain firm pitch.",
            "position": 5,
            "start_page": 11
          }
        ],
        "evidence": "Classic SCQA-shaped Bain article: situation (p3), problem 'fewer than 10% succeed' (p3), framework + 5 steps (pp4-5), case proof (pp6-10), synthesis & firm pitch (pp11-12).",
        "confidence": 90
      },
      "loops": [
        {
          "id": 41,
          "slug": "41-so-what-cascade",
          "end_page": 5,
          "evidence": "Stats on p3 (68/76/81/10%) → insight on p4 (need both pillars + 6 behaviors) → action on p5 (5 steps).",
          "position": 1,
          "objective": "Move from survey data to insight to actionable five-step plan",
          "confidence": 80,
          "start_page": 3
        },
        {
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          "slug": "21-before-after",
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          "evidence": "St. George (failing → bold change → outperform market chart) and Rotech (operations focus → service culture → 16% growth).",
          "position": 2,
          "objective": "Prove framework with before/after company transformations and measurable deltas",
          "confidence": 85,
          "start_page": 6
        },
        {
          "id": 2,
          "slug": "02-pattern-hunter",
          "end_page": 11,
          "evidence": "Callout cites '200 companies + three dozen high performers' to derive 6 common attributes.",
          "position": 3,
          "objective": "Synthesize cross-case patterns into the six attributes of winning cultures",
          "confidence": 70,
          "start_page": 11
        }
      ],
      "slide_tools": [
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          "tools": [
            {
              "id": 123,
              "slug": "opening-hooks",
              "layer": "Slide",
              "evidence": "Cartoon hook 'I want a coherent new corporate culture by this afternoon' opens deck.",
              "confidence": 85
            },
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              "layer": "Slide",
              "evidence": "Cartoon parable mocks instant-culture demand; quote 'heart and soul' as metaphor.",
              "confidence": 80
            },
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              "evidence": "Title quote 'key to success is in its heart and soul'.",
              "confidence": 70
            }
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        },
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          "tools": [
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            }
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        },
        {
          "tools": [
            {
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              "evidence": "Headline states the insight: 'A company's key to success is in its heart and soul'.",
              "confidence": 90
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Figure 1 'Starting point' panel labels each stat: 68%, 76%, 81%, 10%.",
              "confidence": 85
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Final '10%' stat highlighted in dark grey block, others light — singled out.",
              "confidence": 85
            },
            {
              "id": 123,
              "slug": "opening-hooks",
              "layer": "Slide",
              "evidence": "Startling stat 'fewer than 10% succeed' opens the argument.",
              "confidence": 80
            },
            {
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              "layer": "Slide",
              "evidence": "Names Dell, Michael Dell, Kevin Rollins as concrete proof points.",
              "confidence": 70
            },
            {
              "id": 80,
              "slug": "data-story-arc",
              "layer": "Loop",
              "evidence": "Loop opener: data → conflict (10% succeed) → insight motif begins here.",
              "confidence": 75
            },
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              "layer": "Block",
              "evidence": "Situation (culture matters) + Complication (10% succeed) + Question + Answer scaffolds whole article.",
              "confidence": 85
            },
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              "id": 3,
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              "layer": "Block",
              "evidence": "Headline answers first; supporting stats stack as evidence below.",
              "confidence": 75
            }
          ],
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        },
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          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Figure 2 caption states the insight: 'Winning cultures combine two key elements'.",
              "confidence": 85
            },
            {
              "id": 131,
              "slug": "gestalt-principles",
              "layer": "Slide",
              "evidence": "Six hexagons clustered around central 'Who we are' hex via proximity.",
              "confidence": 80
            },
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Central red hex anchors model; satellites in grey for secondary read.",
              "confidence": 75
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Quoted SW Airlines line 'letting your family down' makes culture concrete.",
              "confidence": 60
            },
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              "slug": "three-pillars",
              "layer": "Block",
              "evidence": "Two-pillar framework (values × personality) with six attribute spokes.",
              "confidence": 50
            }
          ],
          "page_number": 4
        },
        {
          "tools": [
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              "id": 116,
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              "evidence": "Five numbered, bolded steps (Set expectations, Align team, Focus, Manage drivers, Communicate).",
              "confidence": 90
            },
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              "layer": "Slide",
              "evidence": "Each step heading is an action verb stating what to do.",
              "confidence": 75
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific actions: 'walk the talk', clarify roles, replace people, change incentives.",
              "confidence": 65
            },
            {
              "id": 34,
              "slug": "the-rule-of-three",
              "layer": "Block",
              "evidence": "Tricolons within steps; '5 key steps' echoes consulting list pattern.",
              "confidence": 55
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          ],
          "page_number": 5
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        {
          "tools": [
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              "evidence": "Section header 'The vine and the trellis' metaphor for cultural scaffolding.",
              "confidence": 90
            },
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              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific names: St. George Bank, Gail Kelly, 8,500 employees, 2002.",
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              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Loop 2 opener: 'old St. George' vs new culture frames every case.",
              "confidence": 80
            },
            {
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              "slug": "before-after-bridge",
              "layer": "Block",
              "evidence": "Block uses Before (lacked accountability) → Bridge (Kelly's plan) → After case structure.",
              "confidence": 85
            },
            {
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              "layer": "Block",
              "evidence": "Switches from analytic prose to narrative case story to lock in framework.",
              "confidence": 80
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          ],
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        },
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              "evidence": "Pull-quote from CEO Gail Kelly: 'strong, accountable executives... not frightened to say what they think'.",
              "confidence": 75
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            {
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              "layer": "Slide",
              "evidence": "Specific behaviors and decisions named in continuing case prose.",
              "confidence": 65
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              "evidence": "Callout: 'build a trellis to help the vine grow' extends metaphor.",
              "confidence": 85
            },
            {
              "id": 154,
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              "layer": "Slide",
              "evidence": "Continued narrative detail of St. George interventions.",
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          ],
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        },
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          "tools": [
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              "id": 118,
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              "evidence": "Figure 3 title states the result: 'St. George Bank has outperformed the market'.",
              "confidence": 90
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              "layer": "Slide",
              "evidence": "Indexed line chart 2002–2005 vs Australian All-Share and Bank Index — appropriate for time-series outperformance.",
              "confidence": 85
            },
            {
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              "layer": "Slide",
              "evidence": "Direct line labels: 'St. George Bank', 'Australian All-share Index', 'Australian Bank Index'.",
              "confidence": 85
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              "layer": "Slide",
              "evidence": "Red arrow + red baseline at 100 plus pull-quote breaks chart's grey palette.",
              "confidence": 80
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              "evidence": "Quote 'they can't copy is our culture' attributed under chart.",
              "confidence": 75
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              "slug": "lie-factor",
              "layer": "Slide",
              "evidence": "Indexed-to-100 baseline shows true relative outperformance honestly.",
              "confidence": 55
            }
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        },
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              "evidence": "Section title states the insight: 'A rally cry: Aligning the elements of Rotech's organization'.",
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              "layer": "Slide",
              "evidence": "Specific delta '16% growth in its key products' after one year.",
              "confidence": 85
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              "evidence": "'Rally cry' and 'We Care about Patient Care' as cultural metaphor/slogan.",
              "confidence": 70
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              "evidence": "Concrete delivery-driver vignette personalizes the 16% statistic.",
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          ],
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        },
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              "evidence": "Header asserts the synthesis: 'Key attributes of winning cultures'.",
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              "evidence": "Six bolded bullets (High aspirations, External focus, Think like owners, Bias to action, Individuals who team, Passion and energy).",
              "confidence": 90
            },
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              "evidence": "Lead-in cites 'analysis of 200 companies + case studies of three dozen high performers'.",
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              "evidence": "Synthesis box closes the argument by listing arrival markers of a winning culture.",
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            }
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        },
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              "evidence": "Final firm pitch closes deck with 'outperformed the stock market by 4:1'.",
              "confidence": 85
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              "confidence": 80
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              "layer": "Slide",
              "evidence": "Implication that bold leaders work with Bain — '4:1' shows momentum.",
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      "slides_seen": 12,
      "deck_summary": "Textbook Consultant's Gambit Bain article: SCQA framing of culture as competitive advantage, branded two-element framework + 5-step roadmap, double-case proof (St. George chart, Rotech 16%), and a six-attribute synthesis pivot to firm pitch. Aligns strongly with Storymakers analytical-narrative pattern, with weaker emotional/visual tools.",
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              "confidence": 85
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    "deckSummary": "Textbook Consultant's Gambit Bain article: SCQA framing of culture as competitive advantage, branded two-element framework + 5-step roadmap, double-case proof (St. George chart, Rotech 16%), and a six-attribute synthesis pivot to firm pitch. Aligns strongly with Storymakers analytical-narrative pattern, with weaker emotional/visual tools.",
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      "mece_structure": 52,
      "closing_strength": 30,
      "evidence_quality": 68,
      "clarity_of_thesis": 78,
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    },
    "totalScore": 54,
    "coveragePct": 100,
    "explanations": {
      "scqa_arc": "Slides 3-5 imply Situation, Complication, Question, and Answer, but the back half becomes a chain of examples rather than a tightly controlled SCQA progression.",
      "action_titles": "Only a few titles carry an insight, while many repeat the topic label; for example, slide 6 uses \"Building a winning culture\" rather than a sentence explaining the St. George lesson.",
      "mece_structure": "The deck has a loose sequence of context, framework, cases, and attributes, but slides 6-10 overlap as case narratives and do not clearly map back to a MECE set of culture-building levers.",
      "closing_strength": "Slide 11 summarizes attributes, but slide 12 shifts to Bain boilerplate instead of ending with a clear recommendation, call to action, or next-step plan.",
      "evidence_quality": "Claims are supported by quotes, case examples, a market-outperformance chart on slide 9, and Bain's 200-company analysis on slide 11, but several causal culture claims remain anecdotal.",
      "clarity_of_thesis": "The thesis is identifiable by slides 3-5: culture is a durable performance advantage and must be built deliberately, though the recommendation is not sharpened into one executive-level sentence.",
      "production_quality": "Production is serviceable but weakened by repeated generic titles, dense text-heavy case slides, one overcrowded slide 9, and inconsistent use of action-title discipline.",
      "visual_storytelling": "The deck uses some appropriate tools, including the slide 1 cartoon, slide 4 honeycomb framework, slide 5 five-step list, and slide 9 line chart, but several case slides are mostly dense text."
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    "slidesAnalyzed": 12
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    "verdict": "A punchy Bain point-of-view essay with a strong SCQA opener and credible case evidence, but with repeated topic-label titles and a marketing-card ending — use p.3 and p.9 as teaching examples, not the deck's overall structure.",
    "reviewedAt": "2026-04-24 14:23:20+00",
    "slidesSeen": 12,
    "suggestions": [
      "Rewrite p.4, p.5, p.6, p.7, p.8 action titles so each states the specific insight the slide proves (e.g. 'Culture is a means to an end — not the end itself' for p.5) instead of repeating the deck title",
      "Insert a recommendation slide between p.11 and p.12 listing the 3–5 moves a leader should make to build a winning culture, with an owner/timeframe lens",
      "Promote one of the callouts (e.g. 'Culture is the force that determines how people behave when no one is looking') to a full closing slide so the deck lands on a memorable line rather than a Bain capabilities card"
    ],
    "closingScore": 40,
    "openingScore": 72,
    "topStrengths": [
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      "P.9 title 'St. George Bank has outperformed the market' is a proper action title tying culture to financial outcome",
      "Evidence base is credible — p.11 cites analysis of 200 companies plus ~36 case studies, giving the thesis empirical weight"
    ],
    "topWeaknesses": [
      "Title reuse: 'Building a winning culture' appears as the page title on at least 6 slides (p.1, 4, 5, 6, 7, 8), signaling topic labels over insights",
      "No recommendation/next-steps slide — p.11 diagnoses attributes but never tells the reader what to do Monday morning",
      "Ending on a Bain self-promo card (p.12, '4:1' outperformance) dilutes the editorial punch and reframes the piece as marketing"
    ],
    "narrativeScore": 55,
    "pillarCritique": "No explicit section dividers are inventoried; structure is implied by slide_type blocks (context → framework → cases → takeaways) and the four case studies on p.6-10 read as a topic dump of exemplars rather than MECE pillars of a culture model.",
    "closingCritique": "P.11 is a retrospective 'Key attributes' diagnosis rather than a call to action, and p.12 is a Bain capabilities/marketing card ('outperformed the stock market by 4:1'), so the deck ends as a credentials pitch rather than a memorable recommendation or next step.",
    "openingCritique": "P.3 does the classic SCQA move — stakes ('key to success is in its heart and soul') plus a 10% success-rate complication — but p.4-5 both reuse the generic title 'Building a winning culture' instead of leading with the answer, burying the thesis behind topic restatements.",
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    "narrativeCritique": "The deck opens with a sharp Situation-Complication on p.3 ('fewer than 10% succeed in building' a winning culture) but never converts its case-study middle into a crisp Answer/Resolution — p.11 'Key attributes' arrives as a diagnostic summary rather than a recommendation, so the arc is S→C→Analysis without R.",
    "titleQualityScore": 30,
    "titleQualityCritique": "Most titles are topic labels, not insights — 'Building a winning culture' is reused verbatim on p.1, p.4, p.5, p.6, p.7, p.8, and 'Key attributes of winning cultures' (p.11) is a noun phrase; only p.9 ('St. George Bank has outperformed the market') and p.10 ('A rally cry: Aligning the elements of Rotech's organization') carry a declarative point."
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