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          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "The Original Hypothesis -> The New Discovery -> The Strategic Shift",
          "description": "Validate a change in direction by showing it is a reaction to new intelligence, not failure",
          "familyLabel": null,
          "categoryName": "Change Management",
          "categorySlug": "change-management"
        },
        "matchId": "019dd95a-07fd-712f-b772-d0ef97b0280a",
        "evidence": "Title 'go back to the future'; p.19 says future interactions handled by AI yet customers still crave personal relationships",
        "position": 5,
        "objective": "Pivot from digital-only to AI-personal experiences",
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:29.547081+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        }
      },
      {
        "to": 24,
        "from": 21,
        "loop": {
          "name": "21_before_after",
          "slug": "21-before-after",
          "status": "active",
          "bestFor": "Product demos, process improvements, ROI justification",
          "canonId": "019dd956-6e68-73fd-a295-fe90145c2da8",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "The Old Way (Pain) -> The Moment of Change -> The New Way (Glory) -> The Measurable Delta",
          "description": "Show the dramatic contrast between the old way and the new way through side-by-side comparison",
          "familyLabel": null,
          "categoryName": "Comparison",
          "categorySlug": "comparison"
        },
        "matchId": "019dd95a-07fd-712f-b772-d430c11f993e",
        "evidence": "Divider 'From siloed to inseparably connected'; p.22 'shift from product-centric to customer-centric'; p.23 RBC case shows the after",
        "position": 6,
        "objective": "Move from siloed product banking to customer-centric model",
        "confidence": 82,
        "extraction": {
          "at": "2026-04-29 13:07:29.547081+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        }
      },
      {
        "to": 28,
        "from": 25,
        "loop": {
          "name": "08_analogy",
          "slug": "08-analogy",
          "status": "active",
          "bestFor": "Complex concepts, new markets, technical explanations for non-experts",
          "canonId": "019dd956-6901-7032-ba44-96eaed94c949",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "The Familiar Domain -> Key Parallel -> Applied to Our Situation -> Insight",
          "description": "Explain the unfamiliar through a well-understood parallel domain",
          "familyLabel": null,
          "categoryName": "Explanation",
          "categorySlug": "explanation"
        },
        "matchId": "019dd95a-07fd-712f-b772-dbe47dd8ef03",
        "evidence": "p.26 action title 'much like spreadsheets did for business management'; chapter applies that analogy to leadership and culture",
        "position": 7,
        "objective": "Use the spreadsheet analogy to explain GenAI's organisational impact",
        "confidence": 84,
        "extraction": {
          "at": "2026-04-29 13:07:29.547081+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        }
      },
      {
        "to": 33,
        "from": 29,
        "loop": {
          "name": "21_before_after",
          "slug": "21-before-after",
          "status": "active",
          "bestFor": "Product demos, process improvements, ROI justification",
          "canonId": "019dd956-6e68-73fd-a295-fe90145c2da8",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "The Old Way (Pain) -> The Moment of Change -> The New Way (Glory) -> The Measurable Delta",
          "description": "Show the dramatic contrast between the old way and the new way through side-by-side comparison",
          "familyLabel": null,
          "categoryName": "Comparison",
          "categorySlug": "comparison"
        },
        "matchId": "019dd95a-07fd-712f-b772-dc7cd7505c76",
        "evidence": "Divider 'A shift from waste out to value in'; p.30 line-chart shows past CIR fall; p.31 contrasts old/new; p.33 forecasts revenue uplift",
        "position": 8,
        "objective": "Reposition GenAI from cost-cutting (waste out) to revenue (value in)",
        "confidence": 85,
        "extraction": {
          "at": "2026-04-29 13:07:29.547081+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        }
      },
      {
        "to": 37,
        "from": 34,
        "loop": {
          "name": "15_why_now",
          "slug": "15-why-now",
          "status": "active",
          "bestFor": "Sales pitches, fundraising, requesting immediate budget approval",
          "canonId": "019dd956-6c00-70cd-bd42-6bacc4af726f",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "The Context (Trends) -> The Trigger Event -> The Window of Opportunity",
          "description": "Create temporal urgency by proving that the window of opportunity is opening or closing",
          "familyLabel": null,
          "categoryName": "Urgency",
          "categorySlug": "urgency"
        },
        "matchId": "019dd95a-07fd-712f-b772-e01d05282806",
        "evidence": "p.35 Linux 83% trend, p.36 Meta Llama, p.37 'Start planning now for your transition' = window of opportunity",
        "position": 9,
        "objective": "Argue urgency of moving to open-source architecture",
        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:29.547081+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        }
      },
      {
        "to": 41,
        "from": 38,
        "loop": {
          "name": "17_pivot",
          "slug": "17-pivot",
          "status": "active",
          "bestFor": "Project updates, board meetings, agile retrospectives",
          "canonId": "019dd956-6cb8-75df-ace2-c84adc747974",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "The Original Hypothesis -> The New Discovery -> The Strategic Shift",
          "description": "Validate a change in direction by showing it is a reaction to new intelligence, not failure",
          "familyLabel": null,
          "categoryName": "Change Management",
          "categorySlug": "change-management"
        },
        "matchId": "019dd95a-07fd-712f-b772-e726fe504759",
        "evidence": "Divider 'Traditional coding fades into the past'; p.39 spaghetti-code metaphor; p.41 says all banks will use GenAI for app dev",
        "position": 10,
        "objective": "Pivot from human-written to AI-generated code",
        "confidence": 78,
        "extraction": {
          "at": "2026-04-29 13:07:29.547081+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        }
      },
      {
        "to": 45,
        "from": 42,
        "loop": {
          "name": "19_pre_mortem",
          "slug": "19-pre-mortem",
          "status": "active",
          "bestFor": "Project kick-offs, risk management, building trust with skeptical stakeholders",
          "canonId": "019dd956-6d75-77bf-a142-91f53ba8df48",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "The Future Disaster (Hypothetical) -> What Went Wrong -> The Prevention Plan",
          "description": "Build trust by anticipating failure modes before they happen and solving them in advance",
          "familyLabel": null,
          "categoryName": "Risk Management",
          "categorySlug": "risk-management"
        },
        "matchId": "019dd95a-07fd-712f-b772-e95060625d4d",
        "evidence": "Divider invokes 'innovator's dilemma'; p.44 says next-gen platforms have 'long way to go'; p.45 forecasts who survives",
        "position": 11,
        "objective": "Warn platform providers about disruption risk",
        "confidence": 72,
        "extraction": {
          "at": "2026-04-29 13:07:29.547081+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        }
      },
      {
        "to": 46,
        "from": 46,
        "loop": {
          "name": "24_time_machine",
          "slug": "24-time-machine",
          "status": "active",
          "bestFor": "Vision casting, long-term strategy, investment pitches",
          "canonId": "019dd956-6f7f-70b2-b087-a16fe20515a7",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "Fast Forward to Success -> What Made It Possible -> Back to Today's Decision",
          "description": "Transport the audience to a future state where your solution has already succeeded",
          "familyLabel": null,
          "categoryName": "Vision",
          "categorySlug": "vision"
        },
        "matchId": "019dd95a-07fd-712f-b772-ed2cdef80cd4",
        "evidence": "Conclusion paints 2030 vision then says 'It all starts with confronting the paradox' — fast-forward then back to decision",
        "position": 12,
        "objective": "Project the bank of 2030 and call audience back to today's choice",
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:29.547081+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        }
      }
    ],
    "tools": [
      {
        "tool": {
          "name": "SCQA Framework",
          "slug": "scqa-framework",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-7bcb-763f-bdf6-1dfedf3bd36c",
          "version": 1,
          "bodyDocId": "019df22a-a0b0-719e-937e-2ac31e53d32c",
          "description": "Situation, Complication, Question, Answer - structured problem framing",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Architect",
        "layer": "block",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-0bbb-77da-b1d7-8899f9c0fc70",
        "evidence": "p.3 callout names the Situation+Complication ('caught in a paradox')",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:30.495808+00",
          "model": "claude-legacy",
          "runId": null,
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        },
        "pageNumber": 3,
        "whyItWorks": null,
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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.",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Storyteller",
        "layer": "block",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-0bbb-77da-b1d7-97bbf929390c",
        "evidence": "Establishes the deck's core POV in <20-word callout: 'It all starts and ends with the vision'",
        "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": 65,
        "extraction": {
          "at": "2026-04-29 13:07:30.495808+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 4,
        "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.",
        "antipattern": "A topic dressed as a thesis ('Sustainability Roadmap 2026'), a stake attached to the speaker rather than the audience, two ideas spliced with 'and', abstract verbs (leverage / unlock / empower) that survive deletion, or writing the Big Idea after the deck is already built so the slides don't actually defend it.",
        "cardinality": null,
        "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."
      },
      {
        "tool": {
          "name": "MECE Principle",
          "slug": "mece-principle",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-7c60-71a8-8758-c79d914489c9",
          "version": 1,
          "bodyDocId": null,
          "description": "Mutually Exclusive, Collectively Exhaustive - ensuring complete, non-overlapping structure",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Architect",
        "layer": "block",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-0bbb-77da-b1d7-a4cb0cd97650",
        "evidence": "Top 10 trends presented as distinct, collectively covering banking's future",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:30.495808+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 5,
        "whyItWorks": null,
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        "cardinality": null,
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      },
      {
        "tool": {
          "name": "Pyramid Principle",
          "slug": "pyramid-principle",
          "status": "active",
          "bestFor": "When the document has a single governing decision or recommendation the reader is asked to accept, and the case can be decomposed into a small number of clean groups. Strategy decks, board memos, investment committee papers.",
          "canonId": "019dd956-7cbd-7219-a477-c871e2bc1aff",
          "version": 1,
          "bodyDocId": "88b6ac56-b880-46f9-8621-ef3491ab6235",
          "description": "Lead with the answer; group three to five MECE supports beneath it; recurse one level down. Top-down hierarchical structure for any document with a single recommendation.",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Architect",
        "layer": "block",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-0bbb-77da-b1d7-abc4ce97cae7",
        "evidence": "Governing thought (banking's reinvention) supported by 10 named trends",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "When the document has a single governing decision or recommendation the reader is asked to accept, and the case can be decomposed into a small number of clean groups. Strategy decks, board memos, investment committee papers.",
        "confidence": 65,
        "extraction": {
          "at": "2026-04-29 13:07:30.495808+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 5,
        "whyItWorks": "Solves the two failure modes of expert communication at once: (1) the long climb where readers wait pages for the answer, and (2) logical mush from non-MECE groupings. Progressive disclosure lets a reader stop at any depth and get the right information.",
        "antipattern": "Chronological structure (\"what we did, what we found, what we conclude\") instead of logical hierarchy. Top-of-pyramid that is a topic (\"strategic options\") instead of an answer (\"pursue Option B because...\"). Non-MECE supports that overlap or fail to cover the universe.",
        "cardinality": null,
        "narrativePurpose": "Transfer conviction with minimum reader effort by mirroring how decision-makers consume information: answer first, scaffolding behind."
      },
      {
        "tool": {
          "name": "Contrast Pairs",
          "slug": "contrast-pairs",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-9b77-70d3-88b1-f34e26f60860",
          "version": 1,
          "bodyDocId": null,
          "description": "Creating tension through opposites: Before↔After, Problem↔Solution, Pain↔Relief",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Storyteller",
        "layer": "loop",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-0bbb-77da-b1d7-8f282a82ce15",
        "evidence": "Loop 1 anchored here pits digital efficiency vs personal empathy",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 72,
        "extraction": {
          "at": "2026-04-29 13:07:30.495808+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 3,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
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      },
      {
        "tool": {
          "name": "Chunking",
          "slug": "chunking",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-abab-72ce-b64c-2924cc83cf39",
          "version": 1,
          "bodyDocId": null,
          "description": "Information grouped into chunks is remembered better - structure content in digestible units",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Architect",
        "layer": "loop",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-0bbb-77da-b1d7-9bdcb0136f50",
        "evidence": "10 trends laid out as 2 rows of 5 labeled tiles",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 88,
        "extraction": {
          "at": "2026-04-29 13:07:30.495808+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 5,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Aha! Moment",
          "slug": "aha-moment",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-a5b5-7763-820e-b299c5f27a32",
          "version": 1,
          "bodyDocId": null,
          "description": "The moment when the audience realizes the value - design for insight revelation",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Storyteller",
        "layer": "loop",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-0bbb-77da-b1d7-add3b59da2bd",
        "evidence": "Loop 2 anchored here builds toward Nubank reveal of $1/customer cost",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:30.495808+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 6,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Contrast Pairs",
          "slug": "contrast-pairs",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-9b77-70d3-88b1-f34e26f60860",
          "version": 1,
          "bodyDocId": null,
          "description": "Creating tension through opposites: Before↔After, Problem↔Solution, Pain↔Relief",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Storyteller",
        "layer": "loop",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-0bbb-77da-b1d7-c37948478d55",
        "evidence": "Loop 3 anchored here: rules-tighten paradoxically increases risk",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 78,
        "extraction": {
          "at": "2026-04-29 13:07:30.495808+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 9,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Data Story Arc",
          "slug": "data-story-arc",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-9c30-728e-b974-d3fb123dcf5a",
          "version": 1,
          "bodyDocId": null,
          "description": "Context → Conflict → Insight → Implication structure for data narratives",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Storyteller",
        "layer": "loop",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-0bbb-77da-b1d7-d96d088132fb",
        "evidence": "Loop 4 anchored here: divider sets up Context->Conflict->Insight on scale",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:30.495808+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 13,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "The Turn",
          "slug": "the-turn",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-a2b1-7787-8ff6-60ba7e50b814",
          "version": 1,
          "bodyDocId": null,
          "description": "Pivotal moment where perspective shifts or insight emerges",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Storyteller",
        "layer": "loop",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-0bbb-77da-b1d7-f674288d8d41",
        "evidence": "Loop 5 anchored here — divider 'Customer experiences go back to the future' is the pivot beat",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:30.495808+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
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              "evidence": "Proximity groups each trend number+name+description into a unit",
              "confidence": 78
            },
            {
              "id": 2,
              "slug": "mece-principle",
              "layer": "Block",
              "evidence": "Top 10 trends presented as distinct, collectively covering banking's future",
              "confidence": 70
            },
            {
              "id": 3,
              "slug": "pyramid-principle",
              "layer": "Block",
              "evidence": "Governing thought (banking's reinvention) supported by 10 named trends",
              "confidence": 65
            }
          ],
          "page_number": 5
        },
        {
          "tools": [
            {
              "id": 103,
              "slug": "aha-moment",
              "layer": "Loop",
              "evidence": "Loop 2 anchored here builds toward Nubank reveal of $1/customer cost",
              "confidence": 70
            }
          ],
          "page_number": 6
        },
        {
          "tools": [
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Callout: 'Nubank... 100M customers... ~$1 per customer per month'",
              "confidence": 85
            },
            {
              "id": 155,
              "slug": "credibility-transfer",
              "layer": "Slide",
              "evidence": "Borrows authority from Nubank's published 2023 financials",
              "confidence": 78
            }
          ],
          "page_number": 7
        },
        {
          "tools": [
            {
              "id": 124,
              "slug": "closing-techniques",
              "layer": "Slide",
              "evidence": "Chapter ends with explicit 'We recommend:' bulleted CTA",
              "confidence": 78
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Square (4B txns / 4M businesses), Cleo ($150M ARR), BukaTabungan (110M users) cited",
              "confidence": 80
            }
          ],
          "page_number": 8
        },
        {
          "tools": [
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Loop 3 anchored here: rules-tighten paradoxically increases risk",
              "confidence": 78
            }
          ],
          "page_number": 9
        },
        {
          "tools": [
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Callout names specific shift: borrowers moving to non-bank mortgages and commercial credit",
              "confidence": 65
            }
          ],
          "page_number": 10
        },
        {
          "tools": [
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Stacked bar chart of private credit AUM by region 2000-2023",
              "confidence": 88
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "'CAGR ~20%' annotation drawn directly onto the chart with arrow",
              "confidence": 90
            },
            {
              "id": 130,
              "slug": "color-strategy",
              "layer": "Slide",
              "evidence": "Distinct purple/pink/grey segments encode North America / Europe / Other / Dry powder",
              "confidence": 72
            },
            {
              "id": 155,
              "slug": "credibility-transfer",
              "layer": "Slide",
              "evidence": "Citigroup–Apollo $25B partnership cited as proof point",
              "confidence": 75
            }
          ],
          "page_number": 11
        },
        {
          "tools": [
            {
              "id": 80,
              "slug": "data-story-arc",
              "layer": "Loop",
              "evidence": "Loop 4 anchored here: divider sets up Context->Conflict->Insight on scale",
              "confidence": 70
            }
          ],
          "page_number": 13
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states the insight: 'Scale is becoming the ultimate competitive edge in banking...'",
              "confidence": 90
            },
            {
              "id": 119,
              "slug": "so-what-test",
              "layer": "Slide",
              "evidence": "Title goes beyond topic to spell out 'so what' — efficiency, funding, tech leverage",
              "confidence": 78
            }
          ],
          "page_number": 14
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'retail segment generates less revenue than commercial segment but is more profitable'",
              "confidence": 92
            },
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Bar/waterfall by business line with PBT outcome",
              "confidence": 85
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Each bar labeled with $ value and % of revenue; pre-tax RoA row beneath",
              "confidence": 85
            },
            {
              "id": 130,
              "slug": "color-strategy",
              "layer": "Slide",
              "evidence": "Purple gradient distinguishes segments from total revenue/PBT bars",
              "confidence": 70
            }
          ],
          "page_number": 15
        },
        {
          "tools": [
            {
              "id": 96,
              "slug": "the-turn",
              "layer": "Loop",
              "evidence": "Loop 5 anchored here — divider 'Customer experiences go back to the future' is the pivot beat",
              "confidence": 75
            }
          ],
          "page_number": 17
        },
        {
          "tools": [
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "29% statistic anchors trend",
              "confidence": 65
            }
          ],
          "page_number": 18
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'In the future, the bulk of the bank's interactions with its customers will be handled by AI-powered agents'",
              "confidence": 88
            },
            {
              "id": 159,
              "slug": "contrast-principle",
              "layer": "Slide",
              "evidence": "AI-powered agents vs nostalgic craving for branches juxtaposed",
              "confidence": 70
            }
          ],
          "page_number": 19
        },
        {
          "tools": [
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Loop 6 anchored here — divider 'From siloed to inseparably connected'",
              "confidence": 80
            }
          ],
          "page_number": 21
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'future of banking is being redefined as generative AI and data enable a shift from product-centric to customer-centric models'",
              "confidence": 85
            }
          ],
          "page_number": 22
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'Customer-centricity is more than an organizing factor; it's a mindset'",
              "confidence": 88
            },
            {
              "id": 155,
              "slug": "credibility-transfer",
              "layer": "Slide",
              "evidence": "RBC Value Program cited verbatim as proof of customer-centric design",
              "confidence": 80
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific RBC features named: Avion points, monthly fee rebates",
              "confidence": 75
            }
          ],
          "page_number": 23
        },
        {
          "tools": [
            {
              "id": 85,
              "slug": "argument-from-analogy",
              "layer": "Loop",
              "evidence": "Loop 7 anchored here; chapter draws GenAI<>spreadsheet analogy across multiple slides",
              "confidence": 82
            }
          ],
          "page_number": 25
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states insight + analogy: '...much like spreadsheets did for business management'",
              "confidence": 92
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Spreadsheets analogy used to make GenAI's impact concrete",
              "confidence": 90
            }
          ],
          "page_number": 26
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'Leaders have an oversized role to play in this transition'",
              "confidence": 85
            },
            {
              "id": 155,
              "slug": "credibility-transfer",
              "layer": "Slide",
              "evidence": "JPMorgan Chase LLM Suite (200K+ employees) cited as proof",
              "confidence": 80
            }
          ],
          "page_number": 27
        },
        {
          "tools": [
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Loop 8 anchored here — divider 'A shift from waste out to value in'",
              "confidence": 85
            }
          ],
          "page_number": 29
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'Since the early 2000s, the world's largest banks have reduced their cost-to-income ratios by an average of nearly 10 points'",
              "confidence": 88
            },
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Line chart of CIR 2003-2024 — appropriate for trend over time",
              "confidence": 88
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "'49.8%' endpoint label and pink callout 'Three out of four... able to reduce CIR'",
              "confidence": 85
            }
          ],
          "page_number": 30
        },
        {
          "tools": [
            {
              "id": 159,
              "slug": "contrast-principle",
              "layer": "Slide",
              "evidence": "Title 'From waste out to value in' juxtaposes the two paradigms",
              "confidence": 78
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "60% stat tied to revenue impact",
              "confidence": 65
            }
          ],
          "page_number": 31
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'The cost of using LLMs is decreasing rapidly, while new models are becoming significantly more advanced'",
              "confidence": 90
            },
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Bar chart of API inference cost per million tokens, GPT-3 to GPT-4o",
              "confidence": 85
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Three annotated arrows showing 74%, 58%, 55% annualized cost decline",
              "confidence": 90
            }
          ],
          "page_number": 32
        },
        {
          "tools": [
            {
              "id": 109,
              "slug": "information-gap-theory",
              "layer": "Loop",
              "evidence": "Loop 9 anchored here — 'The future is open source' creates a why-now curiosity gap",
              "confidence": 65
            }
          ],
          "page_number": 34
        },
        {
          "tools": [
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific Linux 83% server-OS deployment by 2028 statistic",
              "confidence": 78
            }
          ],
          "page_number": 35
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'There's little doubt that the future of banking is open'",
              "confidence": 82
            },
            {
              "id": 155,
              "slug": "credibility-transfer",
              "layer": "Slide",
              "evidence": "Meta's Llama 'open-source ethos' commitment cited",
              "confidence": 72
            }
          ],
          "page_number": 36
        },
        {
          "tools": [
            {
              "id": 124,
              "slug": "closing-techniques",
              "layer": "Slide",
              "evidence": "Callout is direct CTA: 'Start planning now for your transition to an open-source technology architecture'",
              "confidence": 80
            }
          ],
          "page_number": 37
        },
        {
          "tools": [
            {
              "id": 96,
              "slug": "the-turn",
              "layer": "Loop",
              "evidence": "Loop 10 anchored here — divider 'Traditional coding fades into the past' marks the pivot",
              "confidence": 72
            }
          ],
          "page_number": 38
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'Generative AI is poised to untangle decades of legacy spaghetti code...'",
              "confidence": 88
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "'Spaghetti code' metaphor used to make legacy problem visceral",
              "confidence": 85
            }
          ],
          "page_number": 39
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'The effect of this will be felt not only in banks' technology'",
              "confidence": 70
            }
          ],
          "page_number": 40
        },
        {
          "tools": [
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "75% statistic anchors 2030 expectation",
              "confidence": 60
            }
          ],
          "page_number": 41
        },
        {
          "tools": [
            {
              "id": 99,
              "slug": "foreshadowing",
              "layer": "Loop",
              "evidence": "Loop 11 anchored here — divider invokes 'innovator's dilemma' to foreshadow disruption risk",
              "confidence": 68
            }
          ],
          "page_number": 42
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title: 'Next-generation core banking platforms are well positioned... but have a long way to go'",
              "confidence": 85
            }
          ],
          "page_number": 44
        },
        {
          "tools": [
            {
              "id": 124,
              "slug": "closing-techniques",
              "layer": "Slide",
              "evidence": "Conclusion combines vision ('bank of 2030'), challenge ('No simple transition') and memorable line ('technology and empathy go hand in hand')",
              "confidence": 88
            },
            {
              "id": 153,
              "slug": "core-message-extraction",
              "layer": "Slide",
              "evidence": "Distills deck to single thesis: reconcile digital efficiency with empathetic connection",
              "confidence": 80
            },
            {
              "id": 98,
              "slug": "callback",
              "layer": "Loop",
              "evidence": "Explicitly returns to preface paradox: 'It all starts with confronting the paradox'",
              "confidence": 82
            },
            {
              "id": 100,
              "slug": "payoff",
              "layer": "Loop",
              "evidence": "Loop 12 anchored here — pays off the digital-vs-personal tension established in pp.3-4",
              "confidence": 70
            }
          ],
          "page_number": 46
        }
      ],
      "slides_seen": 48,
      "deck_summary": "Strong Storymakers alignment at the chapter level — every trend follows a clean Triple Take (trend -> evidence/chart -> 2030 recommendation) with action titles, concrete examples, and well-annotated charts. Weakness is repetition of generic slide titles ('What's the trend?' / 'What do we expect by 2030?') that fail the headline test for ~10 slides.",
      "secondary_arcs": [
        {
          "id": 17,
          "slug": "voyage-return",
          "beats": [
            {
              "name": "The Familiar World",
              "end_page": 3,
              "evidence": "Cover/preface/section header invoke banking's traditional personal past",
              "position": 1,
              "start_page": 1
            },
            {
              "name": "The Unknown",
              "end_page": 16,
              "evidence": "Intro + trends 1-3 push into digital, non-bank, scale-driven landscape",
              "position": 2,
              "start_page": 4
            },
            {
              "name": "Discoveries",
              "end_page": 37,
              "evidence": "Trends 4-8 reveal customer-centric AI, value-in, open source insights",
              "position": 3,
              "start_page": 17
            },
            {
              "name": "The Return",
              "end_page": 45,
              "evidence": "Trends 9-10 modernize legacy code and platforms — back to fundamentals",
              "position": 4,
              "start_page": 38
            },
            {
              "name": "Lessons Applied",
              "end_page": 48,
              "evidence": "Bank of 2030 = digital efficiency reconciled with personal empathy",
              "position": 5,
              "start_page": 46
            }
          ],
          "evidence": "Title literally says 'The future is back'; preface paradox + p.46 'reconciled the efficiencies of digital transformation with the need to restore the personal connection' = a return with lessons.",
          "confidence": 62
        }
      ],
      "images_inspected": 7,
      "slide_frameworks": [
        {
          "frameworks": [
            {
              "name": "Innovator's Dilemma",
              "slug": "innovators-dilemma",
              "evidence": "Section divider title names Christensen's framework directly",
              "confidence": 88
            }
          ],
          "page_number": 42
        }
      ]
    },
    "matchedAt": "2026-04-25 22:55:33+00",
    "slidesSeen": 48,
    "deckSummary": "Strong Storymakers alignment at the chapter level — every trend follows a clean Triple Take (trend -> evidence/chart -> 2030 recommendation) with action titles, concrete examples, and well-annotated charts. Weakness is repetition of generic slide titles ('What's the trend?' / 'What do we expect by 2030?') that fail the headline test for ~10 slides.",
    "imagesInspected": 7,
    "extractionSeconds": 407.42093
  },
  "score": {
    "backend": "claude",
    "scoredAt": "2026-05-02 07:19:37.455+00",
    "subScores": {
      "scqa_arc": 60,
      "action_titles": 58,
      "mece_structure": 55,
      "closing_strength": 55,
      "evidence_quality": 78,
      "clarity_of_thesis": 68,
      "production_quality": 70,
      "visual_storytelling": 60
    },
    "totalScore": 63,
    "coveragePct": 100,
    "explanations": {
      "scqa_arc": "The deck establishes Situation/Complication well in slides 3-5 but then pivots to a parallel ten-trend catalog rather than a single Question→Answer arc; each trend internally follows a mini-SCQA (trend → analysis → 2030 recommendation).",
      "action_titles": "Roughly half of substantive slides carry true action titles (e.g., slide 15: 'Across the world's 100 largest banks, the retail segment generates less revenue than the commercial segment but is more profitable'), but recurring 'What's the trend?' and 'What do we expect by 2030?' headers across slides 7,10,18,20,24,33,37,41,45 are topic labels.",
      "mece_structure": "The 10-trend spine has clear collective coverage but overlaps materially (trends 4/5 both on customer-centric AI, trends 6/7/9 all on GenAI productivity/operations, trends 8/10 both on platform/open architecture).",
      "closing_strength": "Slide 46 'Conclusion' synthesizes the paradox thesis with action title 'No simple transition to the bank of 2030' but offers no consolidated call-to-action or prioritized next steps — actionable advice is scattered across the per-trend 2030 slides.",
      "evidence_quality": "Strong: named data points (Nubank 100M customers, 62% consumer-study figure, 83% Linux server share by 2028, $25B Citi-Apollo deal), executive quotes (Dimon, Pick, Siemiatkowski, Dohmke), and a 49-source reference list on slide 47.",
      "clarity_of_thesis": "The paradox thesis (reconciling digital efficiency with restored human connection) is declared by slides 3-4 and the Top 10 trends are framed in slide 5, but the central argument competes with a list-of-trends framing rather than a single sharp claim.",
      "production_quality": "Highly consistent Accenture template, disciplined footnoting and references, repeated framework pattern (divider → trend → 2030 recommendation), but action-title density is uneven and several analytical slides (11, 15, 32) are flagged overcrowded.",
      "visual_storytelling": "Charts are deployed where appropriate (Figure 1 private credit AUM on slide 11, Figure 3 cost-to-income on slide 30, Figure 4 LLM cost decline on slide 32) and section dividers use strong photography, but text-heavy three-column narrative slides dominate and several are tagged overcrowded."
    },
    "slidesAnalyzed": 48
  },
  "review": {
    "backend": null,
    "verdict": "A polished trends catalog with strong pillar dividers and several excellent data-driven action titles, but structurally a parallel inventory rather than a persuasive SCQA story — use pp.13-16 (Scale pillar) as a teaching example for pillar writing, not the deck as a whole.",
    "reviewedAt": "2026-04-24 13:12:44+00",
    "slidesSeen": 47,
    "suggestions": [
      "Replace every 'What's the trend?' and 'What do we expect by 2030?' with a declarative action title that states the insight (e.g., 'By 2030, 62% of bank interactions will be AI-mediated' instead of 'What do we expect by 2030?' on p.20)",
      "Add an answer-first slide after the cover that states the paradox thesis in one line plus the three highest-priority moves for banks — treat pp.3-5 as backup, not the lead",
      "Rewrite p.46 as a prioritized call-to-action (rank the 10 trends by urgency/investment, name the 2-3 moves to start now) and add a 'what to do Monday morning' slide before the appendix"
    ],
    "closingScore": 52,
    "openingScore": 58,
    "topStrengths": [
      "Section-divider pillars are written as declarative insights, not nouns (pp.13, 17, 21, 29, 38, 42)",
      "Data-bearing action titles on analytical pages land the punchline (p.15 retail vs commercial profitability, p.32 LLM cost curve, p.22 product-to-customer shift)",
      "Each trend has a consistent three-beat mini-structure (context → analysis → 2030 view), making the deck easy to navigate"
    ],
    "topWeaknesses": [
      "'What's the trend?' and 'What do we expect by 2030?' appear as titles 15 times — topic labels, not insights",
      "No explicit recommendation or call-to-action slide; p.46 closes with a descriptive future-state rather than a 'so what, now what'",
      "Opening never states the answer upfront — the paradox thesis is hidden in prose callouts on pp.2 and 4 instead of on the cover or an executive-summary slide",
      "Ten parallel trends with no prioritization or weighting, so the reader cannot tell which pillar matters most"
    ],
    "narrativeScore": 62,
    "pillarCritique": "Section dividers behave as MECE-ish pillars with genuine action-title phrasing ('Scale matters more than ever', 'Customer experiences go back to the future', 'A shift from waste out to value in'), but the open-source trend starting at p.34 lacks a divider, breaking the rhythm and signaling an editorial slip.",
    "closingCritique": "The close is a single key_takeaways slide (p.46 'No simple transition to the bank of 2030') that describes the 2030 end-state rather than issuing a call to action, priorities, or next steps — and it follows a trend section on platform providers rather than a true synthesis moment.",
    "openingCritique": "The first five slides (cover → Preface → 'Banking builds its future on the best of the past' → Introduction → 'Our Top 10 Banking Trends') set a thematic frame around the digitization paradox but never lead with the answer; the core thesis is buried in the p.2/p.4 prose callouts instead of being a standalone headline.",
    "extractionSeconds": 82.108505,
    "narrativeCritique": "The deck follows a parallel-pillars 'Top 10 trends' structure rather than an SCQA arc: setup/paradox is established on pp.3-5 and a synthesis appears on p.46, but the middle is ten self-contained micro-arcs (trend → 2030) rather than a building argument with rising tension or a resolving recommendation.",
    "titleQualityScore": 55,
    "titleQualityCritique": "Strong analytical titles exist (p.15 'Across the world's 100 largest banks, the retail segment generates less revenue than the commercial segment but is more profitable'; p.19 'the bulk of the bank's interactions with its customers will be handled by AI-powered agents'), but the template recycles the topic labels 'What's the trend?' (5x) and 'What do we expect by 2030?' (10x) for 15 of 47 slides, forcing readers to open the slide to find the insight."
  },
  "activistThesis": null,
  "pitchdeck": {
    "metadata": null,
    "profile": null
  },
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          "text": "1. Accenture Research analysis of 27 leading banks’ mobile app ratings.\n2. Accenture, Life Trends 2024.\n3. Accenture, Global Banking Consumer Study, 2024.\n4. Ibid.\n5. Ibid.\n6. World Bank Group, The Global Findex Database 2021.\n7. Accenture Research analysis.\n8. Nu Holdings, Q3 2024 Financial Results, 13 November 2024.\n9. Accenture Research analysis based on Nu Holdings FY2023 financial statement.\n10. Block, 2024 Annual Report.\n11. Sifted, US-focused AI fintech Cleo hits $150m ARR and eyes return to the UK, 6 November 2024.\n12. Digital Finance, How Standard Charter is embedding itself in Asia’s e-commerce, 15 November 2023.\n13. Accenture, Top 10 Banking Trends for 2024, January 2024.\n14. Accenture, Research analysis of 152 leading banks across the globe.\n15. Apollo Global Management, Investor Day, October 2024.\n16. JPMorgan Chase & Co., Transcript of Earnings Call, 14 July 2023.\n17. JPMorgan Chase & Co., 2023 Annual Report, April 2024.\n18. Citigroup press release, Citi and Apollo Announce $25 Billion Private Credit, Direct Lending Program, 26 September 2024.\n19. Accenture Research analysis of lending portfolios of 152 leading banks across the globe.\n20. Citigroup press release, Citi and Apollo Announce $25 Billion Private Credit, Direct Lending Program, 26 September 2024.\n21. BNN Bloomberg, Trader Bonus Hopes Swell on Wall Street After Big Banks Surge, 16 October 2024.\n22. Accenture Research analysis.\n23. Accenture Research analysis of JPMorgan Chase’s segment results.\n24. Accenture, Global Banking Consumer Study, 2024.\n25. Qorus, Lunar unveils Europe’s first GenAI native voice assistant for customer service, 26 October 2024.",
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          "text": "26. Citizens Financial Group website.\n27. Royal Bank of Canada Website.\n28. Revolut, 2023 Annual Report.\n29. HSBC PayMe website.\n30. Wikipedia, Wright’s Law.\n31. Evident AI Symposium, Opening keynote address by Teresa Heitsenrether, 21 November 2024.\n32. Klarna, 90% of Klarna staff are using AI daily – game changer for productivity, 14 May 2024.\n33. Accenture estimate.\n34. Accenture, How Reinvention-Ready Companies Are Driving Growth and Relevance with Gen AI, 17 September 2024.\n35. Accenture Research analysis\n36. Baidu, openEuler has achieved a 50% market share in five years, 18 November 2024.\n37. European Commission, Open source software strategy 2020-2023, 3 November 2020.\n38. BankInfoSecurity, Backdoor Found and Defused in Widely Used Linux Utility XZ, 1 April 2024.\n39. Fintech Open-Source Foundation, The 2024 State of Open Source in Financial Services, September 2024.\n40. Meta, Open-Source AI Is the Path Forward, 23 July 2024.\n41. Hugging Face website.\n42. The Banker, Banks embrace open source for code, contribution and community, 25 April 2024.\n43. Alphabet, 2024 Q3 Earnings Call, 29 October 2024.\n44. Wired, AI Is Rewiring Coders’ Brains. Yours May Be Next, 8 February 2024.\n45. Accenture, Build your tech and balance your debt, 22 October 2024.\n46. Revolut, 10 traits for engineering excellence at Revolut.\n47. Seeking Alpha, Klarna shuts down Salesforce as service provider, Workday to meet same fate amid AI initiatives, 28 August 2024.\n48. Accenture, Data Essentials in the Age of Generative AI, 22 October 2024.\n49. Santander, 7 questions on how Gravity is transforming Santander.",
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          "text": "Accenture and its logo are registered trademarks of Accenture. This document is produced by consultants at Accenture as general guidance. It is not intended to provide specific advice on your circumstances. If you require advice or further details on any matters referred to, please contact your Accenture representative. This research makes descriptive reference to trademarks that may be owned by others. The use of such trademarks herein is not an assertion of ownership of such trademarks by Accenture and is not intended to represent or imply the existence of an association between Accenture and the lawful owners of such trademark.\n\nCopyright © 2025 Accenture. All rights reserved",
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          "text": "About Accenture Research\nAccenture Research creates thought leadership about the most pressing business issues organizations face. Combining innovative research techniques, such as data science led analysis, with a deep understanding of industry and technology, our team of 300 researchers in 20 countries publish hundreds of reports, articles, and points of view every year. Our thought-provoking research developed with world leading organizations helps our clients embrace change, create value, and deliver on the power of technology and human ingenuity. For more information, visit www.accenture.com/research",
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