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          "slug": "21-before-after",
          "end_page": 10,
          "evidence": "Each industry slide pairs old vs new photo with '25%/decade'; p9 bridge line; p10 enterprise payoff.",
          "position": 1,
          "objective": "Frame digitization as the next 25%/decade leap",
          "confidence": 85,
          "start_page": 5
        },
        {
          "id": 12,
          "slug": "12-myth-buster",
          "end_page": 12,
          "evidence": "p11 maps SaaS to IT/HCM/CRM; p12 introduces missing 'system of record for operations'.",
          "position": 2,
          "objective": "Show that the SaaS system-of-record stack is incomplete for OT",
          "confidence": 78,
          "start_page": 11
        },
        {
          "id": 6,
          "slug": "06-zoom-in",
          "end_page": 17,
          "evidence": "p13 architecture, p14 four pillars, p15-16 worker exp + Delta, p17 frontline = 40% GDP.",
          "position": 3,
          "objective": "Walk from platform stack to applications, customer case, and frontline scale",
          "confidence": 75,
          "start_page": 13
        },
        {
          "id": 11,
          "slug": "11-golden-circle",
          "end_page": 24,
          "evidence": "Why >40% GDP, How system-of-record diagram, What Safety/Efficiency/Sustainability metrics.",
          "position": 4,
          "objective": "Justify why building the system of record matters and what it produces",
          "confidence": 72,
          "start_page": 22
        },
        {
          "id": 2,
          "slug": "02-pattern-hunter",
          "end_page": 30,
          "evidence": "Track-record timeline, three numbered AI advantages, ~6T data points, infra, feedback loop, propane case.",
          "position": 5,
          "objective": "Stack evidence that Samsara has structural advantages to win in AI",
          "confidence": 78,
          "start_page": 25
        },
        {
          "id": 14,
          "slug": "14-day-in-life",
          "end_page": 40,
          "evidence": "Customer photos open the section; Personalized/Connected/Integrated wrap MEM and Connected Forms.",
          "position": 6,
          "objective": "Show how the platform reshapes the worker experience for three personas",
          "confidence": 80,
          "start_page": 33
        },
        {
          "id": 32,
          "slug": "32-funnel-analysis",
          "end_page": 47,
          "evidence": "p46 $850M+ ARR; p47 funnel narrows 200 to 58 to 6 peers.",
          "position": 7,
          "objective": "Position Samsara inside an elite peer set on growth+profitability",
          "confidence": 86,
          "start_page": 46
        },
        {
          "id": 2,
          "slug": "02-pattern-hunter",
          "end_page": 52,
          "evidence": "p48 numbered '3 advantages'; p49 subscription; p50 ops-vs-IT budget; p51-52 hard+quick ROI.",
          "position": 8,
          "objective": "Argue resilience through three structural advantages",
          "confidence": 76,
          "start_page": 48
        },
        {
          "id": 33,
          "slug": "33-build-up",
          "end_page": 60,
          "evidence": "p53 lists 5 reasons; industry diversification; $117B TAM; large customers; multi-product; expansion waterfall.",
          "position": 9,
          "objective": "Build the case for durable growth from market, mix, and expansion components",
          "confidence": 74,
          "start_page": 53
        },
        {
          "id": 2,
          "slug": "02-pattern-hunter",
          "end_page": 64,
          "evidence": "p61 lists 3 reasons; p62 LTV:CAC >8x; p63 59pp op-margin; p64 dilution management.",
          "position": 10,
          "objective": "Argue efficient growth through three financial drivers",
          "confidence": 76,
          "start_page": 61
        }
      ],
      "slide_tools": [
        {
          "tools": [
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Terraced fields photo as metaphor for physical operations",
              "confidence": 70
            },
            {
              "id": 123,
              "slug": "opening-hooks",
              "layer": "Slide",
              "evidence": "Full-bleed image opens the vision section",
              "confidence": 65
            }
          ],
          "page_number": 5
        },
        {
          "tools": [
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Manual labor vs modern machinery side by side",
              "confidence": 88
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Callout '25%+ improvement in efficiency per decade'",
              "confidence": 80
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific 25%/decade metric anchors the claim",
              "confidence": 70
            }
          ],
          "page_number": 6
        },
        {
          "tools": [
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Then-vs-now mining imagery",
              "confidence": 86
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Callout '25%+ improvement in safety per decade'",
              "confidence": 80
            }
          ],
          "page_number": 7
        },
        {
          "tools": [
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Industrial vs sustainable infrastructure split",
              "confidence": 84
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Callout 'Emissions improvements of 20-25% per decade'",
              "confidence": 78
            }
          ],
          "page_number": 8
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Digitization unlocks the next evolution' states the insight",
              "confidence": 90
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Trend line crossing from factory floor to digital ops room",
              "confidence": 80
            },
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Blue dashed projection line draws eye through the chart",
              "confidence": 70
            }
          ],
          "page_number": 9
        },
        {
          "tools": [
            {
              "id": 72,
              "slug": "social-proof",
              "layer": "Block",
              "evidence": "BoA, AT&T, Humana, Home Depot, L'Oreal, Walmart cited as proof",
              "confidence": 88
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Header 'DECADE OF IMPROVING EMPLOYEE EFFICIENCY'",
              "confidence": 75
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific revenue-per-FTE % for six named firms",
              "confidence": 78
            }
          ],
          "page_number": 10
        },
        {
          "tools": [
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Cloud icons stand in for SaaS incumbents",
              "confidence": 70
            },
            {
              "id": 160,
              "slug": "law-of-proximity",
              "layer": "Slide",
              "evidence": "Logos grouped by functional category",
              "confidence": 65
            }
          ],
          "page_number": 11
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Building the system of record for operations' states the play",
              "confidence": 80
            }
          ],
          "page_number": 12
        },
        {
          "tools": [
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Cloud-shaped container around the platform stack",
              "confidence": 70
            },
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Layered architecture diagram",
              "confidence": 65
            }
          ],
          "page_number": 13
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Expanding into applications across operations'",
              "confidence": 80
            },
            {
              "id": 34,
              "slug": "the-rule-of-three",
              "layer": "Block",
              "evidence": "Four pillars (Vehicles/Equipment/Sites/Workforce) pattern",
              "confidence": 60
            }
          ],
          "page_number": 14
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Transforming the Worker Experience' states outcome",
              "confidence": 75
            }
          ],
          "page_number": 15
        },
        {
          "tools": [
            {
              "id": 26,
              "slug": "before-after-bridge",
              "layer": "Block",
              "evidence": "Three-stage land-and-expand boxes show progression",
              "confidence": 75
            },
            {
              "id": 72,
              "slug": "social-proof",
              "layer": "Block",
              "evidence": "Delta Constructors named customer story",
              "confidence": 70
            }
          ],
          "page_number": 16
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Empowering the people who power our economy'",
              "confidence": 78
            },
            {
              "id": 156,
              "slug": "emotional-appeal",
              "layer": "Slide",
              "evidence": "Photo grid humanizes the frontline worker segment",
              "confidence": 70
            }
          ],
          "page_number": 17
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title plus '>40% of Global GDP' callout",
              "confidence": 78
            },
            {
              "id": 165,
              "slug": "picture-superiority-effect",
              "layer": "Slide",
              "evidence": "Pie chart paired with photo grid of operators",
              "confidence": 75
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific >40% GDP statistic",
              "confidence": 70
            }
          ],
          "page_number": 22
        },
        {
          "tools": [
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Hub-and-spoke as central nervous system for ops",
              "confidence": 75
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Building the System of Record for physical operations'",
              "confidence": 70
            }
          ],
          "page_number": 23
        },
        {
          "tools": [
            {
              "id": 16,
              "slug": "three-pillars",
              "layer": "Block",
              "evidence": "Safety / Efficiency / Sustainability triptych with metrics",
              "confidence": 90
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "120K crashes, 110M workflows, 2.3B lbs CO2",
              "confidence": 80
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Impact of digitally transforming with Samsara'",
              "confidence": 70
            }
          ],
          "page_number": 24
        },
        {
          "tools": [
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Two-row timeline of AI feature releases FY20 to future",
              "confidence": 65
            }
          ],
          "page_number": 25
        },
        {
          "tools": [
            {
              "id": 34,
              "slug": "the-rule-of-three",
              "layer": "Block",
              "evidence": "Three numbered strategic pillars for AI advantage",
              "confidence": 78
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Why we are positioned to win in AI'",
              "confidence": 65
            }
          ],
          "page_number": 26
        },
        {
          "tools": [
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Big numbers like ~6T data points anchor scale claim",
              "confidence": 80
            },
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Big-number style data callouts",
              "confidence": 65
            }
          ],
          "page_number": 27
        },
        {
          "tools": [
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Layered architecture diagram",
              "confidence": 65
            }
          ],
          "page_number": 28
        },
        {
          "tools": [
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Circular flow diagram = continuous feedback loop",
              "confidence": 75
            }
          ],
          "page_number": 29
        },
        {
          "tools": [
            {
              "id": 72,
              "slug": "social-proof",
              "layer": "Block",
              "evidence": "Leading propane distributor as named customer proof",
              "confidence": 80
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "'4.1B liters' specific operational metric",
              "confidence": 70
            }
          ],
          "page_number": 30
        },
        {
          "tools": [
            {
              "id": 156,
              "slug": "emotional-appeal",
              "layer": "Slide",
              "evidence": "Eight worker photos humanize the user base",
              "confidence": 70
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Customer insights fuel innovation'",
              "confidence": 65
            }
          ],
          "page_number": 33
        },
        {
          "tools": [
            {
              "id": 11,
              "slug": "audience-persona",
              "layer": "Block",
              "evidence": "Three personas: driver, field worker, office professional",
              "confidence": 80
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Reshape the Worker Experience'",
              "confidence": 65
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          ],
          "page_number": 34
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Callout 'Simplify mobile management for safer, more efficient operations'",
              "confidence": 75
            }
          ],
          "page_number": 36
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Callout 'Go paperless with streamlined mobile workflows'",
              "confidence": 75
            }
          ],
          "page_number": 39
        },
        {
          "tools": [
            {
              "id": 16,
              "slug": "three-pillars",
              "layer": "Block",
              "evidence": "Personalized / Connected / Integrated triptych",
              "confidence": 80
            }
          ],
          "page_number": 40
        },
        {
          "tools": [
            {
              "id": 72,
              "slug": "social-proof",
              "layer": "Block",
              "evidence": "Logo grid of partner integrations + '55B+ API calls'",
              "confidence": 85
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific '6 integrations' average",
              "confidence": 70
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          ],
          "page_number": 41
        },
        {
          "tools": [
            {
              "id": 16,
              "slug": "three-pillars",
              "layer": "Block",
              "evidence": "Safety / Efficiency / Sustainability triptych again",
              "confidence": 85
            }
          ],
          "page_number": 42
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states '$850M+ ARR in 7+ years of selling'",
              "confidence": 88
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "'41%' growth callout on most recent bar",
              "confidence": 85
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Latest FY24 Q1 bar highlighted blue against series",
              "confidence": 70
            }
          ],
          "page_number": 46
        },
        {
          "tools": [
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Funnel chart matches narrowing-peer-set message",
              "confidence": 80
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Samsara is operating in rarified air'",
              "confidence": 80
            },
            {
              "id": 156,
              "slug": "emotional-appeal",
              "layer": "Slide",
              "evidence": "'Rarified air' framing flatters the position",
              "confidence": 65
            }
          ],
          "page_number": 47
        },
        {
          "tools": [
            {
              "id": 34,
              "slug": "the-rule-of-three",
              "layer": "Block",
              "evidence": "Three numbered advantages for resilience",
              "confidence": 80
            }
          ],
          "page_number": 48
        },
        {
          "tools": [
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Callout '98%+ Subscription Business Model, 3-5 year subscriptions'",
              "confidence": 80
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Highly predictable revenue'",
              "confidence": 70
            }
          ],
          "page_number": 49
        },
        {
          "tools": [
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Split-screen IT-budget vs Operations-budget comparison",
              "confidence": 80
            },
            {
              "id": 159,
              "slug": "contrast-principle",
              "layer": "Slide",
              "evidence": "High-contrast visual split for emphasis",
              "confidence": 70
            }
          ],
          "page_number": 50
        },
        {
          "tools": [
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Callout 'Quick payback period, typically in months'",
              "confidence": 75
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title '3 Hard + Quick ROI'",
              "confidence": 70
            }
          ],
          "page_number": 51
        },
        {
          "tools": [
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Concentric circles = core ROI surrounded by expansion ROI",
              "confidence": 75
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Digitization unlocks more ROI opportunities'",
              "confidence": 70
            }
          ],
          "page_number": 52
        },
        {
          "tools": [
            {
              "id": 17,
              "slug": "governing-thought",
              "layer": "Block",
              "evidence": "Five-pillar list as governing structure for upcoming section",
              "confidence": 70
            }
          ],
          "page_number": 53
        },
        {
          "tools": [
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Donut chart for industry revenue distribution",
              "confidence": 75
            },
            {
              "id": 72,
              "slug": "social-proof",
              "layer": "Block",
              "evidence": "Top-10 industry penetration logos",
              "confidence": 70
            }
          ],
          "page_number": 54
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Callout 'Our products address a large, fast-growing market opportunity'",
              "confidence": 80
            },
            {
              "id": 169,
              "slug": "authority-bias",
              "layer": "Slide",
              "evidence": "Gartner, IDC, Berg Insight cited as TAM sources",
              "confidence": 75
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "$60B/$41B vs $117B/$79B sized circles",
              "confidence": 78
            }
          ],
          "page_number": 55
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Large customers are fastest growing cohort'",
              "confidence": 80
            },
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Stacked bar shows shifting revenue mix",
              "confidence": 65
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          ],
          "page_number": 56
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Multi-product customers are expanding platform breadth'",
              "confidence": 78
            }
          ],
          "page_number": 57
        },
        {
          "tools": [
            {
              "id": 125,
              "slug": "data-ink-ratio",
              "layer": "Slide",
              "evidence": "Sparse checkmark table for top-20 multi-product adoption",
              "confidence": 65
            }
          ],
          "page_number": 58
        },
        {
          "tools": [
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Callout '~1/2 of Core, ~2/3 of Large customers'",
              "confidence": 75
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Multi-product adoption at scale'",
              "confidence": 72
            }
          ],
          "page_number": 59
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Expansions provide strong floor for durable growth'",
              "confidence": 88
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Each FY column annotated with added product",
              "confidence": 80
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "$900K added bar highlighted yellow vs blue series",
              "confidence": 70
            }
          ],
          "page_number": 60
        },
        {
          "tools": [
            {
              "id": 17,
              "slug": "governing-thought",
              "layer": "Block",
              "evidence": "Three-driver list governs upcoming financial slides",
              "confidence": 65
            }
          ],
          "page_number": 61
        },
        {
          "tools": [
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Callout 'LTV:CAC >8x' on the curve",
              "confidence": 80
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Stylized area-curve as visual stand-in for unit economics",
              "confidence": 65
            }
          ],
          "page_number": 62
        },
        {
          "tools": [
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Callout '59 p.p margin improvement'",
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      "Rewrite topic-label titles in the worker-experience block as action titles (e.g., slide 36 → 'MEM unifies device, app, and security management on one pane'; slide 39 → 'Connected Forms eliminates paper workflows for frontline workers')",
      "Consolidate the four 'System of Record' restatements into one foundational slide and one closing callback, freeing space for a sharper complication slide between 11 and 12",
      "Replace slides 53 and 61 ('Reasons for durable/efficient growth') with declarative claims that name the actual reasons (e.g., '5 structural advantages compound durable growth: TAM, multi-product, large-customer mix, expansion floor, retention')",
      "Add an explicit recommendation/CTA slide before the appendix — a single sentence on what the investor should conclude — instead of trailing into the logo filler at slide 66",
      "Collapse the back-to-back dividers at slides 31 ('Product Demo') and 32 ('Reshaping the Worker Experience') into a single transition to avoid stalling momentum",
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  "arcBeats": [
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      "to": 10,
      "label": "Situation & Context",
      "description": "Tech-transforms-physical-ops thesis with 25%/decade pattern across industries."
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      "description": "Stack evidence that Samsara has structural advantages to win in AI"
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    },
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}