{
  "metadata": {
    "title": "AI Persona Testing for Marketing Professionals",
    "description": "A learning graph for designing, operating, and improving AI-assisted synthetic customer research systems for marketing evaluation.",
    "creator": "Dan McCreary",
    "date": "2026-07-03",
    "version": "1.0",
    "format": "Learning Graph JSON v1.0",
    "schema": "https://raw.githubusercontent.com/dmccreary/learning-graphs/refs/heads/main/src/schema/learning-graph-schema.json",
    "license": "CC BY-NC-SA 4.0 DEED"
  },
  "groups": {
    "AIFND": {
      "classifierName": "AI And Research Foundations",
      "color": "SteelBlue",
      "font": {
        "color": "white"
      }
    },
    "RSRCH": {
      "classifierName": "Research Design And AI Limits",
      "color": "DarkSlateBlue",
      "font": {
        "color": "white"
      }
    },
    "ETHIC": {
      "classifierName": "Ethics Privacy And Governance",
      "color": "DarkGreen",
      "font": {
        "color": "white"
      }
    },
    "PERDS": {
      "classifierName": "Persona Design",
      "color": "LimeGreen",
      "font": {
        "color": "black"
      }
    },
    "PERQ": {
      "classifierName": "Persona Segmentation And Quality",
      "color": "Gold",
      "font": {
        "color": "black"
      }
    },
    "PRMPT": {
      "classifierName": "Prompt Design And Outputs",
      "color": "DarkGoldenrod",
      "font": {
        "color": "white"
      }
    },
    "PTEST": {
      "classifierName": "Prompt Testing And Dialogue",
      "color": "Khaki",
      "font": {
        "color": "black"
      }
    },
    "AGENT": {
      "classifierName": "Agent Design And Roles",
      "color": "Teal",
      "font": {
        "color": "white"
      }
    },
    "MULTI": {
      "classifierName": "Multi-Agent Orchestration",
      "color": "DodgerBlue",
      "font": {
        "color": "white"
      }
    },
    "BRAND": {
      "classifierName": "Brand And Asset Evaluation",
      "color": "LightSkyBlue",
      "font": {
        "color": "black"
      }
    },
    "RUBRC": {
      "classifierName": "Rubrics Scores And Evidence",
      "color": "Crimson",
      "font": {
        "color": "white"
      }
    },
    "ANLYS": {
      "classifierName": "Analysis And Recommendations",
      "color": "MediumPurple",
      "font": {
        "color": "white"
      }
    },
    "GRAPH": {
      "classifierName": "Graph-Based Knowledge Models",
      "color": "DeepPink",
      "font": {
        "color": "white"
      }
    },
    "WORKF": {
      "classifierName": "Automation Reporting And Capstone",
      "color": "DimGray",
      "font": {
        "color": "white"
      }
    }
  },
  "nodes": [
    {
      "id": 1,
      "label": "Artificial Intelligence",
      "group": "AIFND",
      "shape": "box"
    },
    {
      "id": 2,
      "label": "Generative AI",
      "group": "AIFND"
    },
    {
      "id": 3,
      "label": "Large Language Models",
      "group": "AIFND"
    },
    {
      "id": 4,
      "label": "Language Model Tokens",
      "group": "AIFND"
    },
    {
      "id": 5,
      "label": "Model Context Window",
      "group": "AIFND"
    },
    {
      "id": 6,
      "label": "Model Instructions",
      "group": "AIFND"
    },
    {
      "id": 7,
      "label": "Model Responses",
      "group": "AIFND"
    },
    {
      "id": 8,
      "label": "Probabilistic Output",
      "group": "AIFND"
    },
    {
      "id": 9,
      "label": "Synthetic Users",
      "group": "AIFND"
    },
    {
      "id": 10,
      "label": "Synthetic Personas",
      "group": "AIFND"
    },
    {
      "id": 11,
      "label": "AI Persona Testing",
      "group": "AIFND"
    },
    {
      "id": 12,
      "label": "Synthetic User Research",
      "group": "AIFND"
    },
    {
      "id": 13,
      "label": "Customer Simulation",
      "group": "AIFND"
    },
    {
      "id": 14,
      "label": "Agent-Based Simulation",
      "group": "AIFND"
    },
    {
      "id": 15,
      "label": "AI Focus Groups",
      "group": "AIFND"
    },
    {
      "id": 16,
      "label": "Brand Stress Testing",
      "group": "AIFND"
    },
    {
      "id": 17,
      "label": "Customer Research",
      "group": "AIFND",
      "shape": "box"
    },
    {
      "id": 18,
      "label": "Market Research",
      "group": "AIFND"
    },
    {
      "id": 19,
      "label": "Qualitative Research",
      "group": "AIFND"
    },
    {
      "id": 20,
      "label": "Quantitative Research",
      "group": "AIFND"
    },
    {
      "id": 21,
      "label": "Traditional Focus Groups",
      "group": "RSRCH"
    },
    {
      "id": 22,
      "label": "Customer Interviews",
      "group": "RSRCH"
    },
    {
      "id": 23,
      "label": "Customer Surveys",
      "group": "RSRCH"
    },
    {
      "id": 24,
      "label": "Research Sample Size",
      "group": "RSRCH"
    },
    {
      "id": 25,
      "label": "Research Turnaround Time",
      "group": "RSRCH"
    },
    {
      "id": 26,
      "label": "Research Cost",
      "group": "RSRCH"
    },
    {
      "id": 27,
      "label": "Iterative Research",
      "group": "RSRCH"
    },
    {
      "id": 28,
      "label": "Exploratory Research",
      "group": "RSRCH"
    },
    {
      "id": 29,
      "label": "Evaluative Research",
      "group": "RSRCH"
    },
    {
      "id": 30,
      "label": "Research Questions",
      "group": "RSRCH"
    },
    {
      "id": 31,
      "label": "Research Objectives",
      "group": "RSRCH"
    },
    {
      "id": 32,
      "label": "Research Scope",
      "group": "RSRCH"
    },
    {
      "id": 33,
      "label": "Research Assumptions",
      "group": "RSRCH"
    },
    {
      "id": 34,
      "label": "Research Constraints",
      "group": "RSRCH"
    },
    {
      "id": 35,
      "label": "Research Validity",
      "group": "RSRCH"
    },
    {
      "id": 36,
      "label": "Research Reliability",
      "group": "RSRCH"
    },
    {
      "id": 37,
      "label": "Repeatable Evaluation",
      "group": "RSRCH"
    },
    {
      "id": 38,
      "label": "Reproducible Results",
      "group": "RSRCH"
    },
    {
      "id": 39,
      "label": "Directional Insight",
      "group": "RSRCH"
    },
    {
      "id": 40,
      "label": "Customer Evidence",
      "group": "RSRCH"
    },
    {
      "id": 41,
      "label": "AI Capabilities",
      "group": "RSRCH"
    },
    {
      "id": 42,
      "label": "AI Limitations",
      "group": "RSRCH"
    },
    {
      "id": 43,
      "label": "Simulation Fidelity",
      "group": "RSRCH"
    },
    {
      "id": 44,
      "label": "Persona Realism",
      "group": "RSRCH"
    },
    {
      "id": 45,
      "label": "Response Variability",
      "group": "RSRCH"
    },
    {
      "id": 46,
      "label": "Model Hallucination",
      "group": "RSRCH"
    },
    {
      "id": 47,
      "label": "Hallucination Detection",
      "group": "RSRCH"
    },
    {
      "id": 48,
      "label": "Model Bias",
      "group": "RSRCH"
    },
    {
      "id": 49,
      "label": "Automation Bias",
      "group": "RSRCH"
    },
    {
      "id": 50,
      "label": "Confirmation Bias",
      "group": "RSRCH"
    },
    {
      "id": 51,
      "label": "Selection Bias",
      "group": "RSRCH"
    },
    {
      "id": 52,
      "label": "Cultural Bias",
      "group": "RSRCH"
    },
    {
      "id": 53,
      "label": "Stereotype Risk",
      "group": "RSRCH"
    },
    {
      "id": 54,
      "label": "False Confidence",
      "group": "RSRCH"
    },
    {
      "id": 55,
      "label": "Feedback Credibility",
      "group": "RSRCH"
    },
    {
      "id": 56,
      "label": "Human Judgment",
      "group": "RSRCH"
    },
    {
      "id": 57,
      "label": "Human Oversight",
      "group": "RSRCH"
    },
    {
      "id": 58,
      "label": "Responsible AI",
      "group": "RSRCH"
    },
    {
      "id": 59,
      "label": "Ethical AI Use",
      "group": "RSRCH"
    },
    {
      "id": 60,
      "label": "Research Transparency",
      "group": "RSRCH"
    },
    {
      "id": 61,
      "label": "Informed Consent",
      "group": "ETHIC"
    },
    {
      "id": 62,
      "label": "Customer Privacy",
      "group": "ETHIC"
    },
    {
      "id": 63,
      "label": "Personal Data",
      "group": "ETHIC"
    },
    {
      "id": 64,
      "label": "Sensitive Attributes",
      "group": "ETHIC"
    },
    {
      "id": 65,
      "label": "Data Minimization",
      "group": "ETHIC"
    },
    {
      "id": 66,
      "label": "Persona Disclosure",
      "group": "ETHIC"
    },
    {
      "id": 67,
      "label": "Synthetic Data",
      "group": "ETHIC"
    },
    {
      "id": 68,
      "label": "Real Customer Validation",
      "group": "ETHIC"
    },
    {
      "id": 69,
      "label": "Evidence Triangulation",
      "group": "ETHIC"
    },
    {
      "id": 70,
      "label": "Claim Verification",
      "group": "ETHIC"
    },
    {
      "id": 71,
      "label": "Uncertainty Disclosure",
      "group": "ETHIC"
    },
    {
      "id": 72,
      "label": "Confidence Calibration",
      "group": "ETHIC"
    },
    {
      "id": 73,
      "label": "Ethical Guardrails",
      "group": "ETHIC"
    },
    {
      "id": 74,
      "label": "Fairness Review",
      "group": "ETHIC"
    },
    {
      "id": 75,
      "label": "Harm Assessment",
      "group": "ETHIC"
    },
    {
      "id": 76,
      "label": "Misuse Prevention",
      "group": "ETHIC"
    },
    {
      "id": 77,
      "label": "Research Governance",
      "group": "ETHIC"
    },
    {
      "id": 78,
      "label": "Audit Trail",
      "group": "ETHIC"
    },
    {
      "id": 79,
      "label": "Decision Accountability",
      "group": "ETHIC"
    },
    {
      "id": 80,
      "label": "Ethical Escalation",
      "group": "ETHIC"
    },
    {
      "id": 81,
      "label": "Customer Persona",
      "group": "PERDS"
    },
    {
      "id": 82,
      "label": "Persona Purpose",
      "group": "PERDS"
    },
    {
      "id": 83,
      "label": "Persona Template",
      "group": "PERDS"
    },
    {
      "id": 84,
      "label": "Persona Profile",
      "group": "PERDS"
    },
    {
      "id": 85,
      "label": "Persona Identity",
      "group": "PERDS"
    },
    {
      "id": 86,
      "label": "Persona Background",
      "group": "PERDS"
    },
    {
      "id": 87,
      "label": "Persona Narrative",
      "group": "PERDS"
    },
    {
      "id": 88,
      "label": "Persona Context",
      "group": "PERDS"
    },
    {
      "id": 89,
      "label": "Persona Demographics",
      "group": "PERDS"
    },
    {
      "id": 90,
      "label": "Persona Psychographics",
      "group": "PERDS"
    },
    {
      "id": 91,
      "label": "Persona Behaviors",
      "group": "PERDS"
    },
    {
      "id": 92,
      "label": "Persona Preferences",
      "group": "PERDS"
    },
    {
      "id": 93,
      "label": "Persona Attitudes",
      "group": "PERDS"
    },
    {
      "id": 94,
      "label": "Persona Values",
      "group": "PERDS"
    },
    {
      "id": 95,
      "label": "Persona Beliefs",
      "group": "PERDS"
    },
    {
      "id": 96,
      "label": "Persona Goals",
      "group": "PERDS"
    },
    {
      "id": 97,
      "label": "Persona Motivations",
      "group": "PERDS"
    },
    {
      "id": 98,
      "label": "Persona Needs",
      "group": "PERDS"
    },
    {
      "id": 99,
      "label": "Persona Pain Points",
      "group": "PERDS"
    },
    {
      "id": 100,
      "label": "Persona Frustrations",
      "group": "PERDS"
    },
    {
      "id": 101,
      "label": "Emotional Drivers",
      "group": "PERDS"
    },
    {
      "id": 102,
      "label": "Functional Needs",
      "group": "PERDS"
    },
    {
      "id": 103,
      "label": "Social Needs",
      "group": "PERDS"
    },
    {
      "id": 104,
      "label": "Buying Behaviors",
      "group": "PERDS"
    },
    {
      "id": 105,
      "label": "Purchase Triggers",
      "group": "PERDS"
    },
    {
      "id": 106,
      "label": "Purchase Barriers",
      "group": "PERDS"
    },
    {
      "id": 107,
      "label": "Decision Criteria",
      "group": "PERDS"
    },
    {
      "id": 108,
      "label": "Information Needs",
      "group": "PERDS"
    },
    {
      "id": 109,
      "label": "Media Habits",
      "group": "PERDS"
    },
    {
      "id": 110,
      "label": "Channel Preferences",
      "group": "PERDS"
    },
    {
      "id": 111,
      "label": "Technology Comfort",
      "group": "PERDS"
    },
    {
      "id": 112,
      "label": "Price Sensitivity",
      "group": "PERDS"
    },
    {
      "id": 113,
      "label": "Risk Tolerance",
      "group": "PERDS"
    },
    {
      "id": 114,
      "label": "Brand Loyalty",
      "group": "PERDS"
    },
    {
      "id": 115,
      "label": "Trust Disposition",
      "group": "PERDS"
    },
    {
      "id": 116,
      "label": "Persona Quote",
      "group": "PERDS"
    },
    {
      "id": 117,
      "label": "Persona Scenario",
      "group": "PERDS"
    },
    {
      "id": 118,
      "label": "Persona Evidence Base",
      "group": "PERDS"
    },
    {
      "id": 119,
      "label": "Persona Specificity",
      "group": "PERDS"
    },
    {
      "id": 120,
      "label": "Persona Completeness",
      "group": "PERDS"
    },
    {
      "id": 121,
      "label": "Customer Segmentation",
      "group": "PERQ"
    },
    {
      "id": 122,
      "label": "Behavioral Segmentation",
      "group": "PERQ"
    },
    {
      "id": 123,
      "label": "Demographic Segmentation",
      "group": "PERQ"
    },
    {
      "id": 124,
      "label": "Psychographic Segmentation",
      "group": "PERQ"
    },
    {
      "id": 125,
      "label": "Needs-Based Segmentation",
      "group": "PERQ"
    },
    {
      "id": 126,
      "label": "Value-Based Segmentation",
      "group": "PERQ"
    },
    {
      "id": 127,
      "label": "Customer Archetypes",
      "group": "PERQ"
    },
    {
      "id": 128,
      "label": "Primary Persona",
      "group": "PERQ"
    },
    {
      "id": 129,
      "label": "Secondary Persona",
      "group": "PERQ"
    },
    {
      "id": 130,
      "label": "Negative Persona",
      "group": "PERQ"
    },
    {
      "id": 131,
      "label": "Edge-Case Persona",
      "group": "PERQ"
    },
    {
      "id": 132,
      "label": "Adversarial Persona",
      "group": "PERQ"
    },
    {
      "id": 133,
      "label": "International Persona",
      "group": "PERQ"
    },
    {
      "id": 134,
      "label": "Accessibility Persona",
      "group": "PERQ"
    },
    {
      "id": 135,
      "label": "Skeptical Customer",
      "group": "PERQ"
    },
    {
      "id": 136,
      "label": "Loyal Customer",
      "group": "PERQ"
    },
    {
      "id": 137,
      "label": "New Customer",
      "group": "PERQ"
    },
    {
      "id": 138,
      "label": "Lapsed Customer",
      "group": "PERQ"
    },
    {
      "id": 139,
      "label": "Budget Customer",
      "group": "PERQ"
    },
    {
      "id": 140,
      "label": "Premium Customer",
      "group": "PERQ"
    },
    {
      "id": 141,
      "label": "Jobs-to-Be-Done",
      "group": "PERQ"
    },
    {
      "id": 142,
      "label": "Customer Job",
      "group": "PERQ"
    },
    {
      "id": 143,
      "label": "Functional Job",
      "group": "PERQ"
    },
    {
      "id": 144,
      "label": "Emotional Job",
      "group": "PERQ"
    },
    {
      "id": 145,
      "label": "Social Job",
      "group": "PERQ"
    },
    {
      "id": 146,
      "label": "Desired Outcome",
      "group": "PERQ"
    },
    {
      "id": 147,
      "label": "Customer Progress",
      "group": "PERQ"
    },
    {
      "id": 148,
      "label": "Switching Forces",
      "group": "PERQ"
    },
    {
      "id": 149,
      "label": "Push Forces",
      "group": "PERQ"
    },
    {
      "id": 150,
      "label": "Pull Forces",
      "group": "PERQ"
    },
    {
      "id": 151,
      "label": "Habit Forces",
      "group": "PERQ"
    },
    {
      "id": 152,
      "label": "Anxiety Forces",
      "group": "PERQ"
    },
    {
      "id": 153,
      "label": "Customer Circumstance",
      "group": "PERQ"
    },
    {
      "id": 154,
      "label": "Use Context",
      "group": "PERQ"
    },
    {
      "id": 155,
      "label": "Customer Journey",
      "group": "PERQ"
    },
    {
      "id": 156,
      "label": "Journey Stage",
      "group": "PERQ"
    },
    {
      "id": 157,
      "label": "Customer Touchpoint",
      "group": "PERQ"
    },
    {
      "id": 158,
      "label": "Moment of Truth",
      "group": "PERQ"
    },
    {
      "id": 159,
      "label": "Journey Friction",
      "group": "PERQ"
    },
    {
      "id": 160,
      "label": "Journey Opportunity",
      "group": "PERQ"
    },
    {
      "id": 161,
      "label": "Persona Consistency",
      "group": "PERQ"
    },
    {
      "id": 162,
      "label": "Behavioral Consistency",
      "group": "PERQ"
    },
    {
      "id": 163,
      "label": "Character Fidelity",
      "group": "PERQ"
    },
    {
      "id": 164,
      "label": "Persona Drift",
      "group": "PERQ"
    },
    {
      "id": 165,
      "label": "Drift Detection",
      "group": "PERQ"
    },
    {
      "id": 166,
      "label": "Persona Validation",
      "group": "PERQ"
    },
    {
      "id": 167,
      "label": "Persona Quality",
      "group": "PERQ"
    },
    {
      "id": 168,
      "label": "Persona Differentiation",
      "group": "PERQ"
    },
    {
      "id": 169,
      "label": "Persona Overlap",
      "group": "PERQ"
    },
    {
      "id": 170,
      "label": "Persona Coverage",
      "group": "PERQ"
    },
    {
      "id": 171,
      "label": "Persona Diversity",
      "group": "PERQ"
    },
    {
      "id": 172,
      "label": "Persona Balance",
      "group": "PERQ"
    },
    {
      "id": 173,
      "label": "Persona Refinement",
      "group": "PERQ"
    },
    {
      "id": 174,
      "label": "Persona Versioning",
      "group": "PERQ"
    },
    {
      "id": 175,
      "label": "Persona Library",
      "group": "PERQ"
    },
    {
      "id": 176,
      "label": "Persona Reuse",
      "group": "PERQ"
    },
    {
      "id": 177,
      "label": "Persona Documentation",
      "group": "PERQ"
    },
    {
      "id": 178,
      "label": "Persona Test Case",
      "group": "PERQ"
    },
    {
      "id": 179,
      "label": "Persona Acceptance Test",
      "group": "PERQ"
    },
    {
      "id": 180,
      "label": "Persona Benchmark",
      "group": "PERQ"
    },
    {
      "id": 181,
      "label": "Prompt Engineering",
      "group": "PRMPT"
    },
    {
      "id": 182,
      "label": "Prompt Objective",
      "group": "PRMPT"
    },
    {
      "id": 183,
      "label": "Prompt Structure",
      "group": "PRMPT"
    },
    {
      "id": 184,
      "label": "System Prompt",
      "group": "PRMPT"
    },
    {
      "id": 185,
      "label": "User Prompt",
      "group": "PRMPT"
    },
    {
      "id": 186,
      "label": "Persona Prompt",
      "group": "PRMPT"
    },
    {
      "id": 187,
      "label": "Moderator Prompt",
      "group": "PRMPT"
    },
    {
      "id": 188,
      "label": "Reviewer Prompt",
      "group": "PRMPT"
    },
    {
      "id": 189,
      "label": "Skeptic Prompt",
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