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              "evidence": "Title frames exercise on scheduling/work-plan.",
              "confidence": 75
            },
            {
              "id": 19,
              "slug": "hypothesis-driven-structure",
              "layer": "Block",
              "evidence": "Frames opportunity hypothesis to test.",
              "confidence": 65
            }
          ],
          "page_number": 33
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title repeats opportunity statement.",
              "confidence": 70
            },
            {
              "id": 26,
              "slug": "before-after-bridge",
              "layer": "Block",
              "evidence": "Client-example structure sets before state for change.",
              "confidence": 60
            }
          ],
          "page_number": 34
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title labels Utility Co Example explicitly.",
              "confidence": 70
            },
            {
              "id": 67,
              "slug": "curiosity-gap",
              "layer": "Block",
              "evidence": "Callout poses 'What could a pilot solution look like?'",
              "confidence": 65
            }
          ],
          "page_number": 35
        },
        {
          "tools": [
            {
              "id": 67,
              "slug": "curiosity-gap",
              "layer": "Block",
              "evidence": "Callout asks 'If pilot were successful, what would have to be designed to scale?'",
              "confidence": 70
            },
            {
              "id": 26,
              "slug": "before-after-bridge",
              "layer": "Block",
              "evidence": "Pilot-to-scale bridges current to future state.",
              "confidence": 60
            }
          ],
          "page_number": 36
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Action title repeats Utility Co exercise.",
              "confidence": 70
            }
          ],
          "page_number": 37
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Same action-style title carries result.",
              "confidence": 75
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific 145 metric anchors the case.",
              "confidence": 70
            },
            {
              "id": 100,
              "slug": "payoff",
              "layer": "Loop",
              "evidence": "Quantified result delivers payoff for case-study setup.",
              "confidence": 65
            }
          ],
          "page_number": 38
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title frames Planning-Execution Alignment exercise.",
              "confidence": 75
            },
            {
              "id": 19,
              "slug": "hypothesis-driven-structure",
              "layer": "Block",
              "evidence": "Exercise frames a testable opportunity.",
              "confidence": 65
            }
          ],
          "page_number": 41
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Recall: Early indication that there is an opportunity'.",
              "confidence": 90
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Callouts annotate Distribution Capex underrun ($12M, 15%) and AMI ($9M).",
              "confidence": 90
            },
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Clustered bar chart of deviation by function and year.",
              "confidence": 80
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Standout negative bar (-20) draws eye to the headline finding.",
              "confidence": 65
            },
            {
              "id": 56,
              "slug": "anchoring-bias",
              "layer": "Block",
              "evidence": "$20M underrun anchors the magnitude.",
              "confidence": 60
            }
          ],
          "page_number": 42
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Action-style restating opportunity to improve alignment.",
              "confidence": 70
            }
          ],
          "page_number": 43
        },
        {
          "tools": [
            {
              "id": 67,
              "slug": "curiosity-gap",
              "layer": "Block",
              "evidence": "Exercise framing invites participants to fill the gap.",
              "confidence": 55
            }
          ],
          "page_number": 44
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Action title frames pilot solution.",
              "confidence": 70
            },
            {
              "id": 9,
              "slug": "audience-definition",
              "layer": "Block",
              "evidence": "Callout names three sources: internal best practices, external POV, external best practices.",
              "confidence": 50
            }
          ],
          "page_number": 45
        },
        {
          "tools": [
            {
              "id": 67,
              "slug": "curiosity-gap",
              "layer": "Block",
              "evidence": "Asks 'what would have to be designed to bring this to scale?'",
              "confidence": 65
            }
          ],
          "page_number": 46
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title labels BCO Core Team structure.",
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            },
            {
              "id": 14,
              "slug": "stakeholder-mapping",
              "layer": "Block",
              "evidence": "Five tiers of stakeholders mapped with mandate and activities.",
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            },
            {
              "id": 116,
              "slug": "chunking",
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              "evidence": "Five hierarchy bands chunk org structure.",
              "confidence": 75
            },
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Stacked bands show authority levels top-to-bottom.",
              "confidence": 75
            }
          ],
          "page_number": 48
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states critical responsibilities and link to org.",
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            }
          ],
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        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
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              "evidence": "Title 'Roles and accountabilities have been defined at three levels'.",
              "confidence": 75
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              "id": 34,
              "slug": "the-rule-of-three",
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              "evidence": "Three explicit accountability levels.",
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            }
          ],
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        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title labels IT BCO resourcing.",
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            }
          ],
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        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Field Force Program: Work Approach'.",
              "confidence": 75
            },
            {
              "id": 116,
              "slug": "chunking",
              "layer": "Loop",
              "evidence": "Three time-banded phases: 4 months / ~8 weeks / On-going.",
              "confidence": 80
            },
            {
              "id": 130,
              "slug": "color-strategy",
              "layer": "Slide",
              "evidence": "Phase chevrons graded blue-to-grey to signal progression.",
              "confidence": 70
            },
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Yellow Change-Management band underlines phases as cross-cutting.",
              "confidence": 65
            }
          ],
          "page_number": 53
        },
        {
          "tools": [
            {
              "id": 124,
              "slug": "closing-techniques",
              "layer": "Slide",
              "evidence": "Slide is just 'Questions?' - an invitation close.",
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            }
          ],
          "page_number": 54
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Assess vs. best practices at each stage'.",
              "confidence": 75
            },
            {
              "id": 2,
              "slug": "mece-principle",
              "layer": "Block",
              "evidence": "Same 5-stage Define-Design-Schedule-Execute-Close framework.",
              "confidence": 85
            },
            {
              "id": 87,
              "slug": "parallel-structure",
              "layer": "Loop",
              "evidence": "Five parallel checklists, one per stage.",
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            }
          ],
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        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Issues and implications - Definition'.",
              "confidence": 70
            },
            {
              "id": 18,
              "slug": "issue-tree",
              "layer": "Block",
              "evidence": "Issue/implication breakdown for the Definition stage.",
              "confidence": 70
            }
          ],
          "page_number": 57
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Issues and implications - Design'.",
              "confidence": 70
            },
            {
              "id": 18,
              "slug": "issue-tree",
              "layer": "Block",
              "evidence": "Issue/implication breakdown for Design stage.",
              "confidence": 70
            }
          ],
          "page_number": 58
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Issues and implications - Scheduling'.",
              "confidence": 70
            },
            {
              "id": 18,
              "slug": "issue-tree",
              "layer": "Block",
              "evidence": "Issue/implication breakdown for Scheduling stage.",
              "confidence": 70
            }
          ],
          "page_number": 59
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Issues and implications - Execution'.",
              "confidence": 70
            },
            {
              "id": 18,
              "slug": "issue-tree",
              "layer": "Block",
              "evidence": "Issue/implication breakdown for Execution stage.",
              "confidence": 70
            }
          ],
          "page_number": 60
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Issues and implications - Order close'.",
              "confidence": 70
            },
            {
              "id": 18,
              "slug": "issue-tree",
              "layer": "Block",
              "evidence": "Issue/implication breakdown for Order close stage.",
              "confidence": 70
            }
          ],
          "page_number": 61
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Additional Exercise: Gas Ops Example'.",
              "confidence": 65
            },
            {
              "id": 67,
              "slug": "curiosity-gap",
              "layer": "Block",
              "evidence": "Callout: 'What data could we use to validate this opportunity?'",
              "confidence": 65
            }
          ],
          "page_number": 62
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title labels Gas Ops example.",
              "confidence": 70
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "$355M and per-diem labor specifics anchor the diagnosis.",
              "confidence": 80
            }
          ],
          "page_number": 63
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title labels case continuation.",
              "confidence": 75
            },
            {
              "id": 100,
              "slug": "payoff",
              "layer": "Loop",
              "evidence": "Callout reveals 25-30% savings outcome.",
              "confidence": 80
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific 25-30% O&M savings figure.",
              "confidence": 80
            }
          ],
          "page_number": 64
        },
        {
          "tools": [
            {
              "id": 67,
              "slug": "curiosity-gap",
              "layer": "Block",
              "evidence": "Callout: 'What data could we use to validate / demonstrate this opportunity?'",
              "confidence": 65
            }
          ],
          "page_number": 65
        },
        {
          "tools": [
            {
              "id": 67,
              "slug": "curiosity-gap",
              "layer": "Block",
              "evidence": "Callout: 'What are the root causes?'",
              "confidence": 65
            },
            {
              "id": 21,
              "slug": "five-whys",
              "layer": "Block",
              "evidence": "Asks for root causes - Five-Whys-style probing.",
              "confidence": 50
            }
          ],
          "page_number": 66
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states the action: 'Communication... improved through quarterly alignment meeting'.",
              "confidence": 85
            },
            {
              "id": 100,
              "slug": "payoff",
              "layer": "Loop",
              "evidence": "Callout 'Results: improve job estimates and crew productivity'.",
              "confidence": 75
            }
          ],
          "page_number": 67
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Caption banner: 'PROCESS DEVELOPED AND REFINED IN PILOT'.",
              "confidence": 70
            }
          ],
          "page_number": 68
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title labels initiative inventory.",
              "confidence": 60
            },
            {
              "id": 116,
              "slug": "chunking",
              "layer": "Loop",
              "evidence": "Long opportunity list chunked into categories.",
              "confidence": 65
            }
          ],
          "page_number": 69
        },
        {
          "tools": [
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "$12 billion company size anchored in introduction.",
              "confidence": 70
            }
          ],
          "page_number": 74
        },
        {
          "tools": [
            {
              "id": 116,
              "slug": "chunking",
              "layer": "Loop",
              "evidence": "Five-phase implementation table with deliverables per phase.",
              "confidence": 80
            },
            {
              "id": 2,
              "slug": "mece-principle",
              "layer": "Block",
              "evidence": "Phases (Initiation/Assessment/Design/Implementation/PM) cover full lifecycle.",
              "confidence": 70
            }
          ],
          "page_number": 75
        },
        {
          "tools": [
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific $332,500,000 expected usage value.",
              "confidence": 60
            }
          ],
          "page_number": 86
        },
        {
          "tools": [
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "$332,500,000 Oracle proposal value.",
              "confidence": 60
            }
          ],
          "page_number": 87
        },
        {
          "tools": [
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "$20,320,410 strategic-agreement detail.",
              "confidence": 60
            }
          ],
          "page_number": 88
        },
        {
          "tools": [
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Callout cites $1.7M electric and $0.8M gas potential savings.",
              "confidence": 70
            }
          ],
          "page_number": 91
        }
      ],
      "slides_seen": 94,
      "deck_summary": "Bain working-session deck filed as a PSC exhibit follows the Consultant's Gambit closely - context to $200M problem to 5-stage workflow + 4-step methodology to Utility Co + Gas Ops case proofs to governance and rollout - with action titles, MECE pipelines, and an explicit 'squeezing the balloon' metaphor; the back half (RFP + Oracle data tables) is regulatory wrapping that breaks the narrative arc.",
      "secondary_arcs": [
        {
          "id": 11,
          "slug": "triple-take",
          "beats": [
            {
              "name": "The Facts (What)",
              "end_page": 42,
              "evidence": "Capex underrun bar chart shows $20M deviation.",
              "position": 1,
              "start_page": 42
            },
            {
              "name": "The Implications (So What)",
              "end_page": 44,
              "evidence": "Opportunity to improve planning-execution alignment.",
              "position": 2,
              "start_page": 43
            },
            {
              "name": "The Action (Now What)",
              "end_page": 46,
              "evidence": "Pilot solution + scale plan slides.",
              "position": 3,
              "start_page": 45
            }
          ],
          "evidence": "Within each exercise: Facts (data/issues) -> Implications (opportunity) -> Action (pilot/scale).",
          "confidence": 55
        }
      ],
      "images_inspected": 9,
      "slide_frameworks": [
        {
          "frameworks": [
            {
              "name": "Define-Design-Schedule-Execute-Close Workflow",
              "slug": "define-design-schedule-execute-close",
              "evidence": "Five labelled chevrons named in sequence; Bain custom value chain.",
              "confidence": 90
            },
            {
              "name": "Value Chain",
              "slug": "value-chain",
              "evidence": "Stage-by-stage process with enablers above and detractors below.",
              "confidence": 60
            }
          ],
          "page_number": 27
        },
        {
          "frameworks": [
            {
              "name": "Define-Design-Schedule-Execute-Close Workflow",
              "slug": "define-design-schedule-execute-close",
              "evidence": "Same 5-stage column structure (per inventory).",
              "confidence": 80
            }
          ],
          "page_number": 28
        },
        {
          "frameworks": [
            {
              "name": "Develop-Test-Design-Implement Methodology",
              "slug": "develop-test-design-implement",
              "evidence": "Four labelled boxes name the methodology phases.",
              "confidence": 80
            }
          ],
          "page_number": 31
        },
        {
          "frameworks": [
            {
              "name": "Define-Design-Schedule-Execute-Close Workflow",
              "slug": "define-design-schedule-execute-close",
              "evidence": "Reuses 5-stage scheduling/work-plan framework.",
              "confidence": 70
            }
          ],
          "page_number": 33
        },
        {
          "frameworks": [
            {
              "name": "Define-Design-Schedule-Execute-Close Workflow",
              "slug": "define-design-schedule-execute-close",
              "evidence": "Planning-execution exercise framed on the 5-stage flow.",
              "confidence": 70
            }
          ],
          "page_number": 41
        },
        {
          "frameworks": [
            {
              "name": "Governance Tier Map",
              "slug": "governance-tier-map",
              "evidence": "Five labelled tiers with Mandate and Activities columns - RACI-adjacent.",
              "confidence": 80
            },
            {
              "name": "RACI",
              "slug": "raci",
              "evidence": "Mandate/Activities columns approximate accountability mapping.",
              "confidence": 50
            }
          ],
          "page_number": 48
        },
        {
          "frameworks": [
            {
              "name": "Solution Development - Local Implementation - Sustainment",
              "slug": "solution-development-implementation-sustainment",
              "evidence": "Three labelled phase chevrons name the rollout framework.",
              "confidence": 80
            }
          ],
          "page_number": 53
        },
        {
          "frameworks": [
            {
              "name": "Define-Design-Schedule-Execute-Close Workflow",
              "slug": "define-design-schedule-execute-close",
              "evidence": "Same 5-stage chevrons with best-practice criteria under each.",
              "confidence": 90
            },
            {
              "name": "Maturity Model",
              "slug": "maturity-model",
              "evidence": "Best-practice criteria per stage imply current vs target maturity.",
              "confidence": 60
            }
          ],
          "page_number": 56
        },
        {
          "frameworks": [
            {
              "name": "5-Phase Cost Reduction Lifecycle",
              "slug": "cost-reduction-lifecycle",
              "evidence": "Phase/Deliverable table: Initiation, Assessment, Design, Implementation, PM.",
              "confidence": 70
            }
          ],
          "page_number": 75
        }
      ]
    },
    "matchedAt": "2026-04-26 21:30:54+00",
    "slidesSeen": 94,
    "deckSummary": "Bain working-session deck filed as a PSC exhibit follows the Consultant's Gambit closely - context to $200M problem to 5-stage workflow + 4-step methodology to Utility Co + Gas Ops case proofs to governance and rollout - with action titles, MECE pipelines, and an explicit 'squeezing the balloon' metaphor; the back half (RFP + Oracle data tables) is regulatory wrapping that breaks the narrative arc.",
    "imagesInspected": 9,
    "extractionSeconds": 422.19763
  },
  "score": {
    "backend": "codex",
    "scoredAt": "2026-05-02 19:49:11.256+00",
    "subScores": {
      "scqa_arc": 46,
      "action_titles": 41,
      "mece_structure": 49,
      "closing_strength": 24,
      "evidence_quality": 69,
      "clarity_of_thesis": 38,
      "production_quality": 47,
      "visual_storytelling": 59
    },
    "totalScore": 47,
    "coveragePct": 100,
    "explanations": {
      "scqa_arc": "Slides 13-16 imply a Situation/Complication/Answer around cost pressure and a $200M value need, but the overall document reads more like a regulatory exhibit and workshop appendix than a deliberate SCQA story.",
      "action_titles": "Only 25 of 94 slides carry action titles, and many are topic labels rather than insights; example weak title: slide 33, \"Exercise: Improve the scheduling and work plan process.\"",
      "mece_structure": "The core BCO workstream has a reasonable process spine in slides 26-31 and 56-61, but the delivered bundle overlaps heavily through repeated FAQs/agendas and mixes BCO, RFP, Oracle, regulatory responses, and redactions without a clean MECE map.",
      "closing_strength": "The main narrative closes on slide 54 with only \"Questions?\" and then moves into appendix material, with no crisp recommendation, decision ask, owner list, or sequenced next steps.",
      "evidence_quality": "Claims are often supported by charts, metrics, tables, and regulatory exhibits such as slides 15, 24, 42, 63-64, and 85-93, though several workshop claims remain asserted or placeholder-based, including slide 60's \"xx%\" callout.",
      "clarity_of_thesis": "The central BCO argument is not identifiable in the first 5 slides, which are regulatory cover/index/exhibit pages, and only becomes clear around slides 13-16 with the case for change, flat O&M target, and savings pipeline.",
      "production_quality": "Production is uneven: the Bain-style core has useful frameworks and charts, but action-title density is low, agendas repeat across slides 22, 29, 39-40, 47, and 52, appendices dominate, and slides 38 and 60 are flagged as overcrowded.",
      "visual_storytelling": "The main consulting pages use appropriate charts, funnels, process maps, org charts, and case examples, especially slides 15-16, 24-28, 42, and 67, but many pages are legal text, raw tables, or redaction placeholders."
    },
    "slidesAnalyzed": 94
  },
  "review": {
    "backend": null,
    "verdict": "A regulatory-filing-wrapped working-session deck with a strong diagnostic spine but no opening hook and no closing recommendation — use the five-category decomposition (p.27) and Definition-through-Order-close diagnosis (pp.57-61) as a teaching example of MECE analysis, but not as a model for Storymakers structure.",
    "reviewedAt": "2026-04-24 14:25:03+00",
    "slidesSeen": 94,
    "suggestions": [
      "Hoist the $200M gap and flat-O&M target to slides 1-2 (after the mandatory regulatory cover) so the thesis lands before the FAQs and case history",
      "Replace the four repeated 'Exercise: Improve the scheduling and work plan process' titles with the specific insight each slide carries (root cause, pilot design, scaling risk, expected impact)",
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