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          "bestFor": "Any narrative-driven persuasive deck whose job is to move the audience: keynotes, fundraising pitches, capital-allocation board asks, all-hands behaviour-change talks, conference talks meant to shift mental models. Use it before structuring; pair with Pyramid when the deck must also withstand line-by-line scrutiny.",
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          "description": "Nancy Duarte's articulation of how to frame a presentation's central message: the speaker's unique point of view plus what's at stake for the audience, expressed as one complete declarative sentence. The narrative-driven counterpart to Minto's analytical governing thought.",
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          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Storyteller",
        "layer": "block",
        "agents": [
          "Storyteller"
        ],
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        "evidence": "Cover crystallizes POV + stakes in <20 words",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any narrative-driven persuasive deck whose job is to move the audience: keynotes, fundraising pitches, capital-allocation board asks, all-hands behaviour-change talks, conference talks meant to shift mental models. Use it before structuring; pair with Pyramid when the deck must also withstand line-by-line scrutiny.",
        "confidence": 60,
        "extraction": {
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        },
        "pageNumber": 1,
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      {
        "tool": {
          "name": "SCQA Framework",
          "slug": "scqa-framework",
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          "canonId": "019dd956-7bcb-763f-bdf6-1dfedf3bd36c",
          "version": 1,
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          "description": "Situation, Complication, Question, Answer - structured problem framing",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Architect",
        "layer": "block",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-1b83-7130-9341-582a4184ff99",
        "evidence": "Situation set: every 10-15yr platform shift; complication follows",
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        "confidence": 55,
        "extraction": {
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        "pageNumber": 2,
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      {
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          "name": "Curiosity Gap",
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          "bestFor": null,
          "canonId": "019dd956-9703-74ef-8b85-96dfd8525025",
          "version": 1,
          "bodyDocId": null,
          "description": "People seek missing information - create open questions that demand resolution",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Storyteller",
        "layer": "block",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-1b83-7130-9341-679a0928a1e5",
        "evidence": "Open question forces audience to seek answer",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 65,
        "extraction": {
          "at": "2026-04-29 13:07:34.53104+00",
          "model": "claude-legacy",
          "runId": null,
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        },
        "pageNumber": 3,
        "whyItWorks": null,
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      },
      {
        "tool": {
          "name": "Curiosity Gap",
          "slug": "curiosity-gap",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-9703-74ef-8b85-96dfd8525025",
          "version": 1,
          "bodyDocId": null,
          "description": "People seek missing information - create open questions that demand resolution",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Storyteller",
        "layer": "block",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-1b83-7130-9341-a385e893bbea",
        "evidence": "Quote slide: 'we don't know how much better this could get'",
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        "priority": null,
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        "confidence": 65,
        "extraction": {
          "at": "2026-04-29 13:07:34.53104+00",
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        "pageNumber": 11,
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      {
        "tool": {
          "name": "Three Pillars",
          "slug": "three-pillars",
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          "bestFor": null,
          "canonId": "019dd956-81ef-7455-a365-b234d95a6bbb",
          "version": 1,
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          "description": "Three major supporting arguments that are MECE and address key concerns",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Architect",
        "layer": "block",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-1b83-7130-9341-b74e5518bcf4",
        "evidence": "Inside tech / Outside tech / AI eats the world tri-section",
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        "priority": "Core",
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:34.53104+00",
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      {
        "tool": {
          "name": "Curiosity Gap",
          "slug": "curiosity-gap",
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          "bestFor": null,
          "canonId": "019dd956-9703-74ef-8b85-96dfd8525025",
          "version": 1,
          "bodyDocId": null,
          "description": "People seek missing information - create open questions that demand resolution",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Storyteller",
        "layer": "block",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-1b83-7130-9342-4b53780ec2ae",
        "evidence": "Question-titled slide invites doubt",
        "pageRefs": null,
        "priority": null,
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        "confidence": 65,
        "extraction": {
          "at": "2026-04-29 13:07:34.53104+00",
          "model": "claude-legacy",
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        "pageNumber": 32,
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      {
        "tool": {
          "name": "Curiosity Gap",
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          "canonId": "019dd956-9703-74ef-8b85-96dfd8525025",
          "version": 1,
          "bodyDocId": null,
          "description": "People seek missing information - create open questions that demand resolution",
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          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Storyteller",
        "layer": "block",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-1b83-7130-9342-51a1359d8beb",
        "evidence": "Open question pivots from spend to outcomes",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:34.53104+00",
          "model": "claude-legacy",
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      },
      {
        "tool": {
          "name": "Curiosity Gap",
          "slug": "curiosity-gap",
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          "bestFor": null,
          "canonId": "019dd956-9703-74ef-8b85-96dfd8525025",
          "version": 1,
          "bodyDocId": null,
          "description": "People seek missing information - create open questions that demand resolution",
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          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Storyteller",
        "layer": "block",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-1b83-7130-9342-8f545d10ef97",
        "evidence": "Either/or question creates open loop",
        "pageRefs": null,
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        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:34.53104+00",
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        "pageNumber": 40,
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      },
      {
        "tool": {
          "name": "Curiosity Gap",
          "slug": "curiosity-gap",
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          "bestFor": null,
          "canonId": "019dd956-9703-74ef-8b85-96dfd8525025",
          "version": 1,
          "bodyDocId": null,
          "description": "People seek missing information - create open questions that demand resolution",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Storyteller",
        "layer": "block",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-1b83-7130-9342-9a9b72b61b2c",
        "evidence": "Question opens the strategic-options loop",
        "pageRefs": null,
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        "confidence": 65,
        "extraction": {
          "at": "2026-04-29 13:07:34.53104+00",
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        "pageNumber": 42,
        "whyItWorks": null,
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      },
      {
        "tool": {
          "name": "Curiosity Gap",
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          "bestFor": null,
          "canonId": "019dd956-9703-74ef-8b85-96dfd8525025",
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          "description": "People seek missing information - create open questions that demand resolution",
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          "categorySlug": "block"
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        "agent": "Storyteller",
        "layer": "block",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-1b83-7130-9342-c134fc50c365",
        "evidence": "Closes loop on the open value-capture question",
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        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:34.53104+00",
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          "name": "The Rule of Three",
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          "canonId": "019dd956-8962-75cf-b4f8-9394501a6f33",
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          "description": "Ideas presented in threes are more memorable and satisfying",
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          "categoryName": "Block",
          "categorySlug": "block"
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        "agent": "Storyteller",
        "layer": "block",
        "agents": [
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        "matchId": "019dd95a-1b83-7130-9342-d5e72499b203",
        "evidence": "Absorb-Innovate-Disrupt three-stage framework",
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        "extraction": {
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      {
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          "canonId": "019dd956-9703-74ef-8b85-96dfd8525025",
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          "description": "People seek missing information - create open questions that demand resolution",
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        "layer": "block",
        "agents": [
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        "matchId": "019dd95a-1b83-7130-9343-2dfd398439cf",
        "evidence": "Open question opens forward-look section",
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        "extraction": {
          "at": "2026-04-29 13:07:34.53104+00",
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      {
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          "canonId": "019dd956-9703-74ef-8b85-96dfd8525025",
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          "description": "People seek missing information - create open questions that demand resolution",
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        "layer": "block",
        "agents": [
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        "matchId": "019dd95a-1b83-7130-9343-472c4855d0db",
        "evidence": "Question prompts thought experiment",
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        "layer": "block",
        "agents": [
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        "matchId": "019dd95a-1b83-7130-9343-635ed5d7ada9",
        "evidence": "Pre-internet -> Internet -> GenAI tri-stage",
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          "description": "People seek missing information - create open questions that demand resolution",
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        "agent": "Storyteller",
        "layer": "block",
        "agents": [
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        "matchId": "019dd95a-1b83-7130-9343-a28b6856451a",
        "evidence": "Open consumer-need question",
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        "pageNumber": 75,
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      {
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          "canonId": "019dd956-9703-74ef-8b85-96dfd8525025",
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        "agent": "Storyteller",
        "layer": "block",
        "agents": [
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        "matchId": "019dd95a-1b83-7130-9343-bb05da29d41d",
        "evidence": "'New tool or new industry?' open dilemma",
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      {
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        "layer": "block",
        "agents": [
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        "matchId": "019dd95a-1b83-7130-9343-d8273442a1d2",
        "evidence": "Rhetorical question primes precedent argument",
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        "tool": {
          "name": "Argument from Analogy",
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          "categoryName": "Loop",
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        "agent": "Architect",
        "layer": "loop",
        "agents": [
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        "matchId": "019dd95a-1b83-7130-9341-5d655b0650f6",
        "evidence": "Opens loop drawing analogy to past platform shifts",
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        "pageNumber": 2,
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      {
        "tool": {
          "name": "Cliffhanger",
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          "canonId": "019dd956-a34c-72a7-8c35-2ae14a425acb",
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          "description": "Ending a section at moment of suspense to maintain engagement",
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          "categoryName": "Loop",
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        "agent": "Storyteller",
        "layer": "loop",
        "agents": [
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        ],
        "matchId": "019dd95a-1b83-7130-9341-acc58d3ecdd7",
        "evidence": "Ends context section on 'how will the new thing turn out?'",
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        "confidence": 60,
        "extraction": {
          "at": "2026-04-29 13:07:34.53104+00",
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        "confidence": 80,
        "extraction": {
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      },
      {
        "tool": {
          "name": "Chartjunk Elimination",
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          "canonId": "019dd956-b49e-7453-ab01-b60f338eeda1",
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          "description": "Remove decorative elements that don't convey data: 3D effects, shadows, unnecessary gridlines",
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          "categoryName": "Slide",
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        "agent": "Designer",
        "layer": "slide",
        "agents": [
          "Designer"
        ],
        "matchId": "cfe43061-236d-4168-b396-21e834f369a6",
        "evidence": "The slide features a bar chart with a clear and simple design, indicating an effort to eliminate chartjunk.",
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        "extraction": {
          "at": "2026-07-16 21:59:41.247551+00",
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      {
        "tool": {
          "name": "Concrete Language",
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          "bestFor": null,
          "canonId": "019dd956-bcd4-7398-9723-6aa72346170b",
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          "bodyDocId": null,
          "description": "Using specific sensory details instead of abstract terms",
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          "categorySlug": "slide"
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        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
          "Storyteller"
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        "evidence": "Specific trillion-dollar numbers anchor scale",
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        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:34.53104+00",
          "model": "claude-legacy",
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      },
      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
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          "version": 1,
          "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
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          "categoryName": "Slide",
          "categorySlug": "slide"
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        "layer": "slide",
        "agents": [
          "Architect"
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        "matchId": "019dd95a-1b83-7130-9342-0f67bf830d5a",
        "evidence": "Title 'Three trillion dollars!'",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:34.53104+00",
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          "runId": null,
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        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
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        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
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      {
        "tool": {
          "name": "Big Idea Formula",
          "slug": "big-idea-formula",
          "status": "active",
          "bestFor": "Any narrative-driven persuasive deck whose job is to move the audience: keynotes, fundraising pitches, capital-allocation board asks, all-hands behaviour-change talks, conference talks meant to shift mental models. Use it before structuring; pair with Pyramid when the deck must also withstand line-by-line scrutiny.",
          "canonId": "019dd956-7dd1-74d7-9866-ffdef19ecfbf",
          "version": 1,
          "bodyDocId": "c30d7484-69e0-4e21-82cf-20fa0966869e",
          "description": "Nancy Duarte's articulation of how to frame a presentation's central message: the speaker's unique point of view plus what's at stake for the audience, expressed as one complete declarative sentence. The narrative-driven counterpart to Minto's analytical governing thought.",
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          "categoryName": "Block",
          "categorySlug": "block"
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        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
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        "matchId": "e77ecfbb-d54a-49eb-b0c7-f52653349575",
        "evidence": "The slide presents a large number ($3 trillion) and compares it to other industries, indicating a big idea formula.",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any narrative-driven persuasive deck whose job is to move the audience: keynotes, fundraising pitches, capital-allocation board asks, all-hands behaviour-change talks, conference talks meant to shift mental models. Use it before structuring; pair with Pyramid when the deck must also withstand line-by-line scrutiny.",
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        "extraction": {
          "at": "2026-07-16 21:59:41.315198+00",
          "model": "or:meta-llama/llama-4-scout",
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        "whyItWorks": "Solves the topic-not-thesis trap and the stake-less recommendation trap simultaneously. A single declarative sentence with a verb forces the speaker's stance into the room; routing the consequence through the word 'you' translates internal urgency into the audience's currency. The result is short enough to be repeated after the meeting — and that repetition is the persuasion mechanism.",
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        "narrativePurpose": "Forces the deck to commit to a single declarative thesis before slide one — a sentence that names the speaker's stance and routes a consequence through the audience's currency. Acts as the filter every slide, anecdote, and chart must ladder up to."
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      {
        "tool": {
          "name": "Color Strategy",
          "slug": "color-strategy",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-b202-77cf-8a6e-f445b08c0fd3",
          "version": 1,
          "bodyDocId": null,
          "description": "Using color for emphasis, categories, sentiment, and hierarchy",
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          "categoryName": "Slide",
          "categorySlug": "slide"
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        "agent": "Designer",
        "layer": "slide",
        "agents": [
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        ],
        "matchId": "019dd95a-1b83-7130-9342-15558cfeb826",
        "evidence": "Single red bubble signals 'the new thing'",
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        "whenToUse": null,
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:34.53104+00",
          "model": "claude-legacy",
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      {
        "tool": {
          "name": "Concrete Language",
          "slug": "concrete-language",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-bcd4-7398-9723-6aa72346170b",
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          "description": "Using specific sensory details instead of abstract terms",
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          "categoryName": "Slide",
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        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
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        ],
        "matchId": "019dd95a-1b83-7130-9342-1a33c9f76c27",
        "evidence": "Telecoms $300bn, oil&gas $540bn, GenAI $500-750bn",
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        "confidence": 85,
        "extraction": {
          "at": "2026-04-29 13:07:34.53104+00",
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        "pageNumber": 26,
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      },
      {
        "tool": {
          "name": "Von Restorff Effect",
          "slug": "von-restorff-effect",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-beab-73d8-9f62-30d0332e926e",
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          "bodyDocId": null,
          "description": "Items that stand out are noticed and remembered - make key points visually distinct",
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          "categoryName": "Slide",
          "categorySlug": "slide"
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        "agent": "Designer",
        "layer": "slide",
        "agents": [
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        "matchId": "019dd95a-1b83-7130-9342-10df70e553cc",
        "evidence": "Red GenAI circle pops vs three grey peers",
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        "confidence": 85,
        "extraction": {
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      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
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          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
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          "categoryName": "Slide",
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        "matchId": "019dd95a-1b83-7130-9342-1f6ed5106b25",
        "evidence": "Title 'The hyperscalers can afford it...'",
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        "extraction": {
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        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
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      {
        "tool": {
          "name": "Chart Selection Guide",
          "slug": "chart-selection-guide",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-b1a0-700b-ba17-0e16c4d5bcae",
          "version": 1,
          "bodyDocId": null,
          "description": "Choosing the right chart type for your data and message",
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          "categoryName": "Slide",
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        "agent": "Designer",
        "layer": "slide",
        "agents": [
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        "matchId": "019dd95a-1b83-7130-9342-231a4f799b39",
        "evidence": "Cashflow chart",
        "pageRefs": null,
        "priority": null,
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        "confidence": 70,
        "extraction": {
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        "pageNumber": 27,
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      {
        "tool": {
          "name": "Waterfall chart",
          "slug": "waterfall-chart",
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          "canonId": "e2799da3-725f-44a9-a093-570f1f388e64",
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        "matchId": "e095b4f5-56ab-4186-85ce-85ed0696ab80",
        "evidence": "The slide features a stacked bar chart showing Annual Capex and Free Cash Flow, which can be considered a type of waterfall chart.",
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        "priority": null,
        "whenToUse": null,
        "confidence": 0.9,
        "extraction": {
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          "model": "or:meta-llama/llama-4-scout",
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        "pageNumber": 27,
        "whyItWorks": null,
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      },
      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
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          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
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          "categoryName": "Slide",
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        "layer": "slide",
        "agents": [
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        "matchId": "019dd95a-1b83-7130-9342-24d2887fe001",
        "evidence": "Title pivots: '...up to a point'",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 80,
        "extraction": {
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          "model": "claude-legacy",
          "runId": null,
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        },
        "pageNumber": 28,
        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
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        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
      },
      {
        "tool": {
          "name": "Unexpected Pattern",
          "slug": "unexpected-pattern",
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          "bestFor": null,
          "canonId": "019dd956-bc0f-71af-8d32-3c1a2da38c40",
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          "bodyDocId": null,
          "description": "Breaking a pattern to create surprise and attention",
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          "categoryName": "Slide",
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        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
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        "matchId": "019dd95a-1b83-7130-9342-29dc55f89481",
        "evidence": "Callback breaks prior 'they can afford it' line",
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        "confidence": 65,
        "extraction": {
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      {
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          "name": "Waterfall chart",
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          "canonId": "e2799da3-725f-44a9-a093-570f1f388e64",
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        "evidence": "The slide features a stacked bar chart showing Annual Capex and Free Cash Flow, which can be considered a type of waterfall chart.",
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        "confidence": 0.9,
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      {
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          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
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        "matchId": "18a90002-c0aa-4ad7-8964-0a6ae34cc797",
        "evidence": "The slide features a title 'Hyperscalers add leases and debt, while some analysts suggest Oracle’s cloud capex might be >100% of revenue', which is an action title.",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
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        "extraction": {
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              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Still more experimentation than daily use'",
              "confidence": 75
            },
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Engagement chart",
              "confidence": 60
            }
          ],
          "page_number": 38
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Most data shows the same picture'",
              "confidence": 70
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Multiple survey panels juxtaposed",
              "confidence": 65
            }
          ],
          "page_number": 39
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Is this just early? Or a harder problem?'",
              "confidence": 75
            },
            {
              "id": 67,
              "slug": "curiosity-gap",
              "layer": "Block",
              "evidence": "Either/or question creates open loop",
              "confidence": 70
            }
          ],
          "page_number": 40
        },
        {
          "tools": [
            {
              "id": 169,
              "slug": "authority-bias",
              "layer": "Slide",
              "evidence": "Steve Jobs-style quote anchors slide",
              "confidence": 70
            }
          ],
          "page_number": 41
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'So where does a model lab compete?'",
              "confidence": 75
            },
            {
              "id": 67,
              "slug": "curiosity-gap",
              "layer": "Block",
              "evidence": "Question opens the strategic-options loop",
              "confidence": 65
            }
          ],
          "page_number": 42
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Microsoft's shift away from network effects?'",
              "confidence": 80
            },
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Financial chart with 45% callout",
              "confidence": 65
            }
          ],
          "page_number": 43
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'For OpenAI, yes! to everything'",
              "confidence": 75
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "'Everything, everywhere, yesterday' rhetorical flourish",
              "confidence": 65
            }
          ],
          "page_number": 44
        },
        {
          "tools": [
            {
              "id": 169,
              "slug": "authority-bias",
              "layer": "Slide",
              "evidence": "Famous bundle/unbundle aphorism quoted",
              "confidence": 65
            }
          ],
          "page_number": 45
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'OpenAI bundles and unbundles use cases'",
              "confidence": 75
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Three product screenshots juxtaposed",
              "confidence": 80
            }
          ],
          "page_number": 46
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Startups exist to unbundle use cases'",
              "confidence": 70
            }
          ],
          "page_number": 47
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Where is the value capture?'",
              "confidence": 80
            },
            {
              "id": 67,
              "slug": "curiosity-gap",
              "layer": "Block",
              "evidence": "Closes loop on the open value-capture question",
              "confidence": 75
            }
          ],
          "page_number": 48
        },
        {
          "tools": [
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "'Outside tech' divider",
              "confidence": 65
            }
          ],
          "page_number": 49
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'What is our AI strategy? Well, what is the pattern?'",
              "confidence": 80
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Red 'Disrupt' circle pops versus grey two",
              "confidence": 85
            },
            {
              "id": 130,
              "slug": "color-strategy",
              "layer": "Slide",
              "evidence": "Red emphasis on the future state",
              "confidence": 80
            },
            {
              "id": 34,
              "slug": "the-rule-of-three",
              "layer": "Block",
              "evidence": "Absorb-Innovate-Disrupt three-stage framework",
              "confidence": 80
            },
            {
              "id": 93,
              "slug": "build-up-gradatio",
              "layer": "Loop",
              "evidence": "Stages arranged in ascending intensity",
              "confidence": 70
            }
          ],
          "page_number": 50
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'most successful use-cases are absorb'",
              "confidence": 75
            }
          ],
          "page_number": 51
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'AI coding as the new AWS'",
              "confidence": 75
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Garry Tan: 'a quarter of YC startups, 95% of code by AI'",
              "confidence": 80
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "AI coding-as-AWS analogy",
              "confidence": 75
            }
          ],
          "page_number": 52
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'How do you know what to automate?'",
              "confidence": 75
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "$1.8bn figure cited",
              "confidence": 70
            }
          ],
          "page_number": 53
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title repeats 'how do you know what to automate?'",
              "confidence": 70
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "'Buy SaaS from Dr Evil' joke",
              "confidence": 65
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "$1,180m specific",
              "confidence": 70
            }
          ],
          "page_number": 54
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Pilots come first and deployment takes time'",
              "confidence": 80
            }
          ],
          "page_number": 55
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Why did our AI pilot fail? That is a CTO question'",
              "confidence": 75
            }
          ],
          "page_number": 56
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'The future can take time'",
              "confidence": 80
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "'40% don't plan anything until 2026'",
              "confidence": 75
            }
          ],
          "page_number": 57
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'But the future always takes time'",
              "confidence": 80
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "'Cloud is still only 30% of workflows'",
              "confidence": 80
            }
          ],
          "page_number": 58
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Sometimes automation alone is a big deal'",
              "confidence": 75
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "UPC barcode/database precedent: 5x SKUs",
              "confidence": 75
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "5x SKU multiplier",
              "confidence": 70
            }
          ],
          "page_number": 59
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'What next?' transitions",
              "confidence": 60
            }
          ],
          "page_number": 61
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Where might we look for change?'",
              "confidence": 70
            },
            {
              "id": 67,
              "slug": "curiosity-gap",
              "layer": "Block",
              "evidence": "Open question opens forward-look section",
              "confidence": 65
            }
          ],
          "page_number": 62
        },
        {
          "tools": [
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "'AI gives you infinite interns' core metaphor",
              "confidence": 90
            },
            {
              "id": 153,
              "slug": "core-message-extraction",
              "layer": "Slide",
              "evidence": "Single phrase compresses the section thesis",
              "confidence": 75
            },
            {
              "id": 99,
              "slug": "foreshadowing",
              "layer": "Loop",
              "evidence": "Sets up the future-cast that follows",
              "confidence": 65
            }
          ],
          "page_number": 63
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'How do we use automation that makes mistakes?'",
              "confidence": 75
            }
          ],
          "page_number": 64
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'What do automated interns change?'",
              "confidence": 75
            },
            {
              "id": 67,
              "slug": "curiosity-gap",
              "layer": "Block",
              "evidence": "Question prompts thought experiment",
              "confidence": 70
            }
          ],
          "page_number": 65
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title '300m interns? Jevons paradox at work'",
              "confidence": 80
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Steam-engine/labour-equivalent analogy",
              "confidence": 85
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "'5x its total population by 1900' specific",
              "confidence": 75
            }
          ],
          "page_number": 66
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Where is the human in the loop?'",
              "confidence": 80
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Red 'GenAI?' circle stands out vs two grey eras",
              "confidence": 85
            },
            {
              "id": 130,
              "slug": "color-strategy",
              "layer": "Slide",
              "evidence": "Red highlights the unknown future stage",
              "confidence": 80
            },
            {
              "id": 34,
              "slug": "the-rule-of-three",
              "layer": "Block",
              "evidence": "Pre-internet -> Internet -> GenAI tri-stage",
              "confidence": 75
            }
          ],
          "page_number": 67
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Value to capture!'",
              "confidence": 80
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "'$1tr brand spend per year' anchor",
              "confidence": 85
            }
          ],
          "page_number": 68
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'AI-driven ad performance improvements'",
              "confidence": 75
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "14% performance lift cited",
              "confidence": 75
            }
          ],
          "page_number": 69
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Absorb the new thing, automate what you know'",
              "confidence": 75
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "$100bn ad-asset cost + 10-20x assets",
              "confidence": 80
            }
          ],
          "page_number": 70
        },
        {
          "tools": [
            {
              "id": 88,
              "slug": "chiasmus",
              "layer": "Loop",
              "evidence": "'bullets into emails / emails into bullets' classic A-B B-A",
              "confidence": 90
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Reframed aphorism applied to ads",
              "confidence": 75
            },
            {
              "id": 152,
              "slug": "unexpected-pattern",
              "layer": "Slide",
              "evidence": "Subverts the well-known phrasing",
              "confidence": 65
            }
          ],
          "page_number": 71
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Again, this is early'",
              "confidence": 75
            },
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Trend chart of usage",
              "confidence": 60
            }
          ],
          "page_number": 72
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'The web has been dying since 1997'",
              "confidence": 80
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Web-dying-since-1997 ironic refrain",
              "confidence": 75
            }
          ],
          "page_number": 73
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'But where are we going?'",
              "confidence": 75
            }
          ],
          "page_number": 74
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'How do we know what we might want?'",
              "confidence": 75
            },
            {
              "id": 67,
              "slug": "curiosity-gap",
              "layer": "Block",
              "evidence": "Open consumer-need question",
              "confidence": 70
            }
          ],
          "page_number": 75
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'And what gets unbundled?'",
              "confidence": 75
            },
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Logistics/answers vs experience/curation polarity diagram",
              "confidence": 80
            },
            {
              "id": 130,
              "slug": "color-strategy",
              "layer": "Slide",
              "evidence": "Red bubble vs grey bubble code the two poles",
              "confidence": 70
            }
          ],
          "page_number": 76
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'What is our AI strategy?' callbacks p50",
              "confidence": 85
            },
            {
              "id": 98,
              "slug": "callback",
              "layer": "Loop",
              "evidence": "Returns to opening question of section",
              "confidence": 80
            },
            {
              "id": 67,
              "slug": "curiosity-gap",
              "layer": "Block",
              "evidence": "'New tool or new industry?' open dilemma",
              "confidence": 75
            }
          ],
          "page_number": 77
        },
        {
          "tools": [
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "'AI eats the world' final-section divider",
              "confidence": 65
            }
          ],
          "page_number": 78
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'The old stuff from before ChatGPT is still here'",
              "confidence": 75
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "'30% of US retail online' specific",
              "confidence": 75
            },
            {
              "id": 85,
              "slug": "argument-from-analogy",
              "layer": "Loop",
              "evidence": "Opens precedent loop on prior tech absorption",
              "confidence": 70
            }
          ],
          "page_number": 79
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'automatic cars might be starting to work'",
              "confidence": 75
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "'1,000,000' cited",
              "confidence": 70
            }
          ],
          "page_number": 80
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'How many times have we been here before?'",
              "confidence": 75
            },
            {
              "id": 67,
              "slug": "curiosity-gap",
              "layer": "Block",
              "evidence": "Rhetorical question primes precedent argument",
              "confidence": 65
            }
          ],
          "page_number": 82
        },
        {
          "tools": [
            {
              "id": 155,
              "slug": "credibility-transfer",
              "layer": "Slide",
              "evidence": "1955 'Automation and technological change' document",
              "confidence": 80
            },
            {
              "id": 169,
              "slug": "authority-bias",
              "layer": "Slide",
              "evidence": "Historical document lends authority",
              "confidence": 75
            }
          ],
          "page_number": 83
        },
        {
          "tools": [
            {
              "id": 169,
              "slug": "authority-bias",
              "layer": "Slide",
              "evidence": "Direct quote from 1955 'Automation' report",
              "confidence": 75
            }
          ],
          "page_number": 84
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'When automation works, it disappears'",
              "confidence": 85
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Otis 'Autotronic' 1950 elevator analogy",
              "confidence": 80
            }
          ],
          "page_number": 86
        },
        {
          "tools": [
            {
              "id": 169,
              "slug": "authority-bias",
              "layer": "Slide",
              "evidence": "Quote 'AI is whatever machines can not do yet'",
              "confidence": 75
            },
            {
              "id": 153,
              "slug": "core-message-extraction",
              "layer": "Slide",
              "evidence": "Aphorism distills the deck takeaway",
              "confidence": 75
            }
          ],
          "page_number": 87
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Closing line 'working out the right questions'",
              "confidence": 70
            },
            {
              "id": 124,
              "slug": "closing-techniques",
              "layer": "Slide",
              "evidence": "Memorable closing line",
              "confidence": 70
            }
          ],
          "page_number": 89
        }
      ],
      "slides_seen": 90,
      "deck_summary": "Benedict Evans' analyst deck loosely follows a Mountain arc with strong precedent-and-pattern reasoning, but it deliberately skips Storymakers staples like SCQA, recommendation pyramids, and explicit calls to action - it is a question-posing thought-leadership piece more than a consulting argument.",
      "secondary_arcs": [
        {
          "id": 11,
          "slug": "triple-take",
          "beats": [
            {
              "name": "The Facts (What)",
              "end_page": 48,
              "evidence": "Platform shift evidence + capex surge + model proliferation data",
              "position": 1,
              "start_page": 1
            },
            {
              "name": "The Implications (So What)",
              "end_page": 77,
              "evidence": "Absorb/Innovate/Disrupt pattern; pilots; ad/recommendation reframe",
              "position": 2,
              "start_page": 49
            },
            {
              "name": "The Action (Now What)",
              "end_page": 90,
              "evidence": "Look to 1955 automation precedents; ask the right questions (p89)",
              "position": 3,
              "start_page": 78
            }
          ],
          "evidence": "Facts (capex/models pp 1-48), Implications (enterprise patterns pp 49-77), Action (history rhymes pp 78-90)",
          "confidence": 60
        }
      ],
      "images_inspected": 7,
      "slide_frameworks": [
        {
          "frameworks": [
            {
              "name": "Absorb-Innovate-Disrupt",
              "slug": "absorb-innovate-disrupt",
              "evidence": "Three labelled circles: 'Absorb', 'Innovate', 'Disrupt' with arrows",
              "confidence": 85
            }
          ],
          "page_number": 50
        }
      ]
    },
    "matchedAt": "2026-04-27 09:42:55+00",
    "slidesSeen": 90,
    "deckSummary": "Benedict Evans' analyst deck loosely follows a Mountain arc with strong precedent-and-pattern reasoning, but it deliberately skips Storymakers staples like SCQA, recommendation pyramids, and explicit calls to action - it is a question-posing thought-leadership piece more than a consulting argument.",
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    "scoredAt": "2026-05-02 15:18:18.984+00",
    "subScores": {
      "scqa_arc": 70,
      "action_titles": 74,
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      "closing_strength": 38,
      "evidence_quality": 85,
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    "totalScore": 71,
    "coveragePct": 100,
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      "scqa_arc": "The deck follows a loose Situation-Complication-Question pattern from slides 2-13, then answers through analysis, but the answer is distributed rather than crystallized into one explicit storyline.",
      "action_titles": "Most core slides use insight-bearing titles, though many remain questions or labels; for example, slide 17's \"FOMO drives a capex surge\" is a strong action title.",
      "mece_structure": "The Inside tech and Outside tech sections are coherent, but the long outside-tech, automation, ads, search, and historical-precedent material overlaps and leaves the answer architecture less MECE.",
      "closing_strength": "Slides 86-87 provide a conceptual close, but slides 88-90 end with thank-you and biography/contact material rather than a clear recommendation, decision, or next-step call to action.",
      "evidence_quality": "Claims are heavily supported by data, external quotes, market charts, and precedents across slides 17-31, 37-39, 55-59, and 79-86, though some future-facing claims remain speculative.",
      "clarity_of_thesis": "The core idea is visible by slides 1-5 as AI being the next platform shift where dominance changes, but the thesis is thematic rather than a fully declarative argument.",
      "production_quality": "The deck has consistent minimalist production, callout discipline, charts, and footnotes, but action-title coverage is incomplete and several dense or label-like pages reduce consulting-deck polish.",
      "visual_storytelling": "The deck generally chooses effective tools, with charts on slides 17-22, quote slides such as 23 and 45, screenshots, frameworks, and big-number comparisons, despite some crowded pages like slides 35 and 43."
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    "verdict": "This is a strong independent analyst essay deck with rich precedent and data, but only a partial Storymakers exemplar because the story resolves in perspective rather than action.",
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    "suggestions": [
      "Add a thesis slide after slide 2 or slide 3 that states the full answer: AI is a real platform shift, model value capture is unsettled, adoption begins as automation, and leaders should focus on where workflows and distribution change.",
      "Rename the dividers as argument pillars, for example 'Inside tech: capex is racing ahead of clear value capture,' 'Outside tech: absorption comes before disruption,' and 'Resolution: automation disappears when it works.'",
      "Replace or precede slides 88-90 with a final recommendation page that gives 3 concrete implications for model labs, incumbents, and non-tech enterprises."
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      "Slides 15-33 create real tension by connecting Big Tech FOMO, capex escalation, infrastructure bottlenecks, circular revenue, and unclear market shape.",
      "Slides 50-61 give the outside-tech section a useful pattern of absorb, automate, deploy slowly, then ask what comes next."
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      "The core thesis stays broad: 'AI eats the world' is memorable, but the deck does not convert it into a single answer or decision agenda.",
      "Several section breaks and titles are labels or questions rather than MECE claims, especially slides 14, 49, 61, and 78.",
      "The ending from slides 82-90 provides perspective and biography but no explicit recommendation, next steps, or audience-specific implications."
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    "openingCritique": "The first 5 slides establish stakes quickly: slides 1-2 assert AI as the next platform shift, while slides 4-5 show that dominance can be lost and first movers often disappear. It has a strong hook, though the answer is still framed as inquiry rather than a crisp thesis.",
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          "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
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