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          "categorySlug": "block"
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        "agents": [
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        "agents": [
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          "description": "Ideas presented in threes are more memorable and satisfying",
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        "agents": [
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        "evidence": "Exactly three beneficiaries: Employees / Guests / Restaurant",
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          "description": "People adapt behavior based on what others do - show adoption and testimonials",
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        "evidence": "Named customer endorsement of product",
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        ],
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        "tool": {
          "name": "Data Story Arc",
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          "canonId": "019dd956-9c30-728e-b974-d3fb123dcf5a",
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          "description": "Context → Conflict → Insight → Implication structure for data narratives",
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          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Storyteller",
        "layer": "loop",
        "agents": [
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        "evidence": "Opens loop: context to conflict to insight",
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          "name": "Chunking",
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          "canonId": "019dd956-abab-72ce-b64c-2924cc83cf39",
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          "description": "Information grouped into chunks is remembered better - structure content in digestible units",
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          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Architect",
        "layer": "loop",
        "agents": [
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        ],
        "matchId": "019deac9-2a70-750c-a701-353bae1d59dc",
        "evidence": "Many SKUs chunked into module groups",
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        "confidence": 70,
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        "tool": {
          "name": "Information Gap Theory",
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          "canonId": "019dd956-a856-765e-88bc-f703bdfec762",
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          "description": "Curiosity arises from gap between what we know and want to know",
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          "categoryName": "Loop",
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        "agent": "Storyteller",
        "layer": "loop",
        "agents": [
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        ],
        "matchId": "019deac9-2c1c-71c2-b5eb-8e277fd7d6d7",
        "evidence": "Gap between $1.1B ARR and $110B TAM creates pull",
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        "tool": {
          "name": "Inductive Reasoning",
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          "canonId": "019dd956-99c6-705e-94cc-76a504c3da37",
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          "description": "Grouping similar evidence to form a conclusion (Evidence → Pattern → Conclusion)",
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          "categoryName": "Loop",
          "categorySlug": "loop"
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        "agent": "Architect",
        "layer": "loop",
        "agents": [
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        ],
        "matchId": "019deac9-2d4b-7205-b5a5-d21abf0272fd",
        "evidence": "Loop will stack multiple growth metrics into one conclusion",
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          "canonId": "019dd956-9b77-70d3-88b1-f34e26f60860",
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          "description": "Creating tension through opposites: Before↔After, Problem↔Solution, Pain↔Relief",
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          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Storyteller",
        "layer": "loop",
        "agents": [
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        "matchId": "019deac9-2fd4-77ac-bd94-7889e0c8dbe1",
        "evidence": "Loop opens the before-after to profitability",
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        "tool": {
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          "description": "Delivering on earlier setup for satisfying resolution",
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          "categoryName": "Loop",
          "categorySlug": "loop"
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        "agent": "Storyteller",
        "layer": "loop",
        "agents": [
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        "matchId": "019deac9-3157-728d-90fb-ebcbb15b7fe7",
        "evidence": "Loop closes on the long-promised profitability flip",
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      {
        "tool": {
          "name": "Core Message Extraction",
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          "bestFor": "Any slide that carries an argument or finding. The diagnostic: if the slide has a chart on it, it needs a core message. Run extraction whenever the current title is a topic (Q3 performance, Customer satisfaction) rather than a claim, or when a reader could reasonably draw more than one conclusion from the visible evidence.",
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        "agent": "Architect",
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          "description": "Connecting to audience feelings rather than just logic",
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        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
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          "description": "A condensed view of the entire argument on a single slide / block.",
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        "evidence": "type: executive_summary",
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        "cardinality": "common",
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        "tool": {
          "name": "Law of Similarity",
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          "description": "Similar-looking elements perceived as related - consistent styling for related concepts",
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          "categoryName": "Slide",
          "categorySlug": "slide"
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        "agent": "Designer",
        "layer": "slide",
        "agents": [
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        "matchId": "019deac9-2838-746e-8b6a-2c15b0c6c35c",
        "evidence": "Four identically-styled bars cue parallel pillars",
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      {
        "tool": {
          "name": "Visual Hierarchy",
          "slug": "visual-hierarchy",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-b2ca-706b-937f-e52441086fd7",
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        },
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          "tools": [
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              "id": 121,
              "slug": "metaphor-analogy",
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              "evidence": "Hub-and-spoke diagram with Toast at centre",
              "confidence": 80
            },
            {
              "id": 34,
              "slug": "the-rule-of-three",
              "layer": "Block",
              "evidence": "Exactly three beneficiaries: Employees / Guests / Restaurant",
              "confidence": 80
            },
            {
              "id": 161,
              "slug": "law-of-similarity",
              "layer": "Slide",
              "evidence": "Three spokes styled identically",
              "confidence": 70
            }
          ],
          "page_number": 7
        },
        {
          "tools": [
            {
              "id": 2,
              "slug": "mece-principle",
              "layer": "Block",
              "evidence": "Modular grid groups platform by function",
              "confidence": 75
            },
            {
              "id": 165,
              "slug": "picture-superiority-effect",
              "layer": "Slide",
              "evidence": "Iconography for each module",
              "confidence": 70
            },
            {
              "id": 116,
              "slug": "chunking",
              "layer": "Loop",
              "evidence": "Many SKUs chunked into module groups",
              "confidence": 70
            }
          ],
          "page_number": 8
        },
        {
          "tools": [
            {
              "id": 2,
              "slug": "mece-principle",
              "layer": "Block",
              "evidence": "Service-model columns map to feature lists",
              "confidence": 70
            },
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Service models bar at top organises columns",
              "confidence": 70
            }
          ],
          "page_number": 9
        },
        {
          "tools": [
            {
              "id": 169,
              "slug": "authority-bias",
              "layer": "Slide",
              "evidence": "Customer testimonial in quotation marks",
              "confidence": 75
            },
            {
              "id": 72,
              "slug": "social-proof",
              "layer": "Block",
              "evidence": "Named customer endorsement of product",
              "confidence": 75
            },
            {
              "id": 156,
              "slug": "emotional-appeal",
              "layer": "Slide",
              "evidence": "simplicity and efficiency satisfaction language",
              "confidence": 55
            }
          ],
          "page_number": 10
        },
        {
          "tools": [
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              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Concentric circles metaphor for nested markets",
              "confidence": 80
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Each ring labelled with dollar figure callouts",
              "confidence": 90
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "$110B / $55B / $15B / $1.1B labels",
              "confidence": 85
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Tiny orange ARR dot pops vs grey TAM",
              "confidence": 75
            },
            {
              "id": 109,
              "slug": "information-gap-theory",
              "layer": "Loop",
              "evidence": "Gap between $1.1B ARR and $110B TAM creates pull",
              "confidence": 65
            }
          ],
          "page_number": 11
        },
        {
          "tools": [
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              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Headline metric three-quarters inbound annotated",
              "confidence": 75
            },
            {
              "id": 154,
              "slug": "concrete-language",
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              "evidence": "Specific inbound and referral percentages",
              "confidence": 80
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Headline metric block visually distinct",
              "confidence": 65
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          "page_number": 12
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        {
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              "evidence": "Recurring vs One-Time, four non-overlapping streams",
              "confidence": 80
            },
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              "layer": "Slide",
              "evidence": "Iconography per revenue stream",
              "confidence": 70
            },
            {
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              "evidence": "Two grouped tiers with bold labels",
              "confidence": 65
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              "confidence": 85
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              "evidence": "YoY growth percentages annotated above bars",
              "confidence": 75
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              "evidence": "Title declares ARR scaling rapidly",
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              "evidence": "Payments vs Subscription split by colour",
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              "evidence": "YoY percent labels above stacked bars",
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              "confidence": 85
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              "evidence": "Bars labelled with totals and delta callout",
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              "evidence": "Sustained GPV and Subscription ARPU Momentum",
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              "evidence": "Two stacked charts compared side by side",
              "confidence": 70
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              "evidence": "GPV dollar figures and adoption percent annotated",
              "confidence": 70
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              "evidence": "Attractive gross margin from recurring streams callout",
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              "evidence": "YoY growth percent labels on bars",
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              "evidence": "Final Q2-23 bars flip above zero, breaking pattern",
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              "evidence": "Each bar labelled with percent and dollar EBITDA",
              "confidence": 80
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              "evidence": "Loop closes on the long-promised profitability flip",
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      "deck_summary": "Strong Storymakers alignment: clean Consultant's Gambit arc with action titles, MECE structure, a metaphor-driven complexity slide and a payoff EBITDA-flip finale; weaker on explicit why-now tension and audience-specific framing.",
      "secondary_arcs": [
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          ],
          "evidence": "Hits Problem (p5-6), Solution (p7-8), Market Size (p11), Product (p9-10), Business Model (p14), Financials (p15-20); missing Team and explicit Ask.",
          "confidence": 55
        }
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    "deckSummary": "Strong Storymakers alignment: clean Consultant's Gambit arc with action titles, MECE structure, a metaphor-driven complexity slide and a payoff EBITDA-flip finale; weaker on explicit why-now tension and audience-specific framing.",
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    "scoredAt": "2026-05-02 20:18:55.066+00",
    "subScores": {
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      "closing_strength": 28,
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      "clarity_of_thesis": 70,
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      "visual_storytelling": 80
    },
    "totalScore": 67,
    "coveragePct": 100,
    "explanations": {
      "scqa_arc": "Slides 5-6 establish a large, complex industry and slides 7-12 answer with Toast's platform and GTM, but the question/complication is implied rather than explicit before results begin on slide 13.",
      "action_titles": "Most core slides carry insight-oriented titles, but several remain labels; example title: slide 17, \"New Location Adds Accelerate to a Quarterly Record.\"",
      "mece_structure": "The deck's market/product/GTM/results/appendix structure is broadly separable, though market opportunity appears twice on slides 5 and 11 and risk/competition are absent.",
      "closing_strength": "The argument effectively ends on slide 20 with EBITDA profitability, then moves into appendix slides 21-27 without a recommendation, investment takeaway, or next-step close.",
      "evidence_quality": "Claims are well supported in the results section by charts, tables, metrics, footnotes, and appendix reconciliations across slides 15-27, with lighter support for early strategic claims.",
      "clarity_of_thesis": "The central investment case is visible by slide 4's \"Investment Highlights\" and reinforced by slide 5's market-size claim, but it is a bundle of pillars rather than one declarative thesis.",
      "production_quality": "Production is polished and consistent, with disciplined financial footnotes and reconciliations, but generic titles and dense dashboards reduce headline discipline and whitespace.",
      "visual_storytelling": "The deck usually matches message to form, with market metrics on slide 5, ecosystem/framework visuals on slides 7-9, and KPI charts on slides 15-20."
    },
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    "verdict": "A competent, above-average IR deck with a strong data section but a weak narrative spine — a 'good investor template' rather than a Storymakers exemplar.",
    "reviewedAt": "2026-05-01 22:23:10.745+00",
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    "suggestions": [
      "Add a 'Q2 2023 At a Glance' slide as slide 3, leading with the three headline insights (record locations, ARR scaling, first EBITDA-positive quarter) before mission and TAM context",
      "Insert a closing 'What's Next' slide after slide 20 with forward guidance and a recap of the three proof points before the appendix",
      "Rewrite topic titles as action titles: slide 8 → 'A unified six-pillar platform replaces a fragmented restaurant tech stack'; slide 12 → '~75% inbound acquisition makes our GTM structurally cheaper'; slide 14 → 'Recurring streams now anchor a once hardware-led revenue mix'",
      "Add a second section divider after slide 12 separating 'Why Toast' from 'Q2 Results' so the deck reads as two MECE acts",
      "Reframe slide 6 ('Restaurants are Complex') as the explicit Complication and bridge into slide 7 with a 'so we built…' connector to sharpen the SCQA arc"
    ],
    "closingScore": 28,
    "openingScore": 58,
    "topStrengths": [
      "Financial section (slides 15-20) reads cleanly as a chain of insight-bearing action titles culminating in EBITDA profitability",
      "Slide 11 ('This Is Just The Beginning For Toast') uses a concentric-circle TAM-vs-ARR visual to argue runway in one image",
      "Slide 17's record callout ('Record >7,500 net adds') is a strong pull-quote anchored to a chart"
    ],
    "topWeaknesses": [
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      "Thesis is buried at slide 4 behind a mission slide; opening fails to lead with the answer",
      "Strategy-section titles (slides 8, 12, 14) are topic labels, not insights — reader cannot skim the deck and grasp the argument",
      "Only one section divider in a 27-page deck — pillar structure is invisible"
    ],
    "narrativeScore": 62,
    "pillarCritique": "Only one section divider exists (slide 13 'Second Quarter Results'), so the structure is binary (story / results) rather than MECE pillars; the front-half mixes mission, market, product, and GTM without signposting why these belong together.",
    "closingCritique": "The deck has no closing — slide 20 ('Achieved Adjusted EBITDA Profitability') is the last narrative beat, then it dumps straight into seven reconciliation tables (21-27). No recap, no forward guidance, no explicit 'so what' or call to action.",
    "openingCritique": "The thesis only surfaces at slide 4 ('Investment Highlights'), preceded by a generic mission slide; slide 5's TAM hook is strong but the deck warms up rather than leading with the answer. A Storymakers opening would put 'Achieved EBITDA profitability while accelerating location adds' on slide 1.",
    "extractionSeconds": 75.365,
    "narrativeCritique": "The deck follows a conventional investor arc — context (1-12), results (13-20), appendix (21-27) — but lacks an explicit Situation→Complication→Answer→Resolution tension; the 'why now' pain point is implied at slide 6 ('Restaurants are Complex') rather than weaponized into a complication the financials resolve.",
    "titleQualityScore": 68,
    "titleQualityCritique": "Strong action titles in the data section (slide 17 'New Location Adds Accelerate to a Quarterly Record', slide 20 'Achieved Adjusted EBITDA Profitability') but the strategy half leans on topic labels ('Our Mission', 'Investment Highlights', 'Integrated Software and Payments Model', 'Our Differentiated Go-To-Market Strategy')."
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  "arcBeats": [
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      "description": "Mission, then 'restaurant industry is one of the largest'"
    },
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      "from": 6,
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    {
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      "description": "Walk from operating leverage signals to the EBITDA profitability flip"
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}