{
  "schema_version": 1,
  "case_title": "AI Growth Operator",
  "series_proposal": "AI Operator Labs",
  "evidence_kind": "recorded_live_api_snapshot",
  "observed_at": "2026-09-05T06:36:16.889794+00:00",
  "date_range": {"start": "2026-08-06", "end": "2026-09-04"},
  "currency": "USD",
  "ads_time_zone": "Asia/Hong_Kong",
  "ga4_time_zone": "Asia/Saigon",
  "campaign": {
    "label": "RU Search / AI Practice",
    "impressions": 2016,
    "clicks": 53,
    "cost_micros": 5237856,
    "reported_conversions": 2,
    "conversion_meaning": "trial_agreement_accepted",
    "paid_sales_proven": false
  },
  "observations": [
    {"id": "F1", "fact": "Both reported advertising conversions are agreement acceptance events, not payment records.", "source": "Google Ads campaign report segmented by conversion action"},
    {"id": "F2", "fact": "The trial_started conversion action is HIDDEN, primaryForGoal=false, includeInConversionsMetric=false.", "source": "Google Ads conversion action configuration"},
    {"id": "F3", "fact": "GA4 reports 4 trial_started and 4 trial_agreement_accepted events; these are distinct event types, not 8 proven customers.", "source": "GA4 runReport, selected event names"},
    {"id": "F4", "fact": "The selected GA4 reports show (not set) for the trial event host and campaign/source attribution. Root cause is not established.", "source": "GA4 runReport, host/event and campaign/source dimensions"},
    {"id": "F5", "fact": "No purchase event row was returned for the selected period. Company-wide revenue was not audited.", "source": "GA4 runReport, selected event names"}
  ],
  "capability_status": {
    "live_ads_api_read": "verified",
    "live_ga4_api_read": "verified",
    "agent_generated_ad_campaign": "historical_run_evidence_available",
    "new_demo_memory_replay": "planned_not_tested",
    "new_course_mission": "planned_not_built",
    "continuous_autonomous_optimization": "not_verified",
    "external_mutations_in_research": 0
  },
  "display_rules": [
    "Keep snapshot timestamp and reporting period visible.",
    "Never label this data as currently live unless the API is queried again.",
    "Do not call trial events sales or proof of profitable acquisition.",
    "Do not combine event counts across funnels or time zones as customer totals.",
    "Only mark a proposed action completed after verifying the real result."
  ]
}