@php $aiChurnDateRangeOptions = [ 'today' => 'Today', '7_days' => 'Last 7 days', 'mtd' => 'This Month', '30_days' => 'Last 30 days', 'quarterly' => 'Last 3 months', 'half_yearly' => 'Last 6 months', 'last_year' => 'Last Year', 'ytd' => 'Current Year', ]; @endphp

AI Churn Management

Predict churn risk, monitor model insights, and run retention campaigns

{{-- ── Overview KPI Cards ─────────────────────────────────── --}}
Overall Risk Score ⓘ
--%
Stable vs last run
High Risk Predictions ⓘ
--
Actionable targets remaining
Primary Risk Factor ⓘ
--
Dominant ML factor
Model Accuracy ⓘ
--%
Latest active validation
{{-- ── Model Registry Panel ────────────────────────────────── --}} {{-- ── Panels Row ──────────────────────────────────────────── --}}
{{-- Distribution Panel --}}
Probability Distribution ⓘ
High (>80%)
--
Medium (50-80%)
--
Low (<50%)
--
{{-- System Status Panel --}}
AI Pipeline Metrics ⓘ
Feature Store Integrity 99.8% OK
Last Inference Run --
Next Scheduled Run --
Next Monthly Retrain --
Model Engine Status ONLINE
Version Endpoint LightGBM v2.4
{{-- ── Subscription Expiry vs AI Risk ─────────────────────── --}}
Subscription Expiry vs. AI Risk ⓘ
Expires in < 7 Days
--
-- High Risk (0%)
Expires in 7 - 30 Days
--
-- High Risk (0%)
Expires in 30 - 45 Days
--
-- High Risk (0%)
Expires > 45 Days
--
-- High Risk (0%)
{{-- ═══════════════════════════════════════════════════════════ --}} {{-- WIN-BACK INTELLIGENCE SECTION --}} {{-- ═══════════════════════════════════════════════════════════ --}}
Subscribers who have previously churned and may be re-engaged
{{-- Win-Back KPI Cards --}}
Total Expired ⓘ
--
Historical subscription drop-offs
Win-Back Eligible ⓘ
--
Priority reactivation targets
Already Won Back ⓘ
--
Successfully reactivated
{{-- Win-Back Potential Panel --}}
AI Win-Back Score ⓘ

Powered by your LightGBM model. Subscribers with a low churn score who still left are your easiest win-backs — they were loyal but left for situational reasons.

High (≤ 30% churn)
--
Med (31–60% churn)
--
Low (> 60% churn)
--
{{-- Reactivation Window Panel --}}
Reactivation Window ⓘ

Time since subscription expired. Subscribers churned within 30 days are your hottest win-back targets.

🔥 Urgent
Churned < 30 Days
--
Highest win-back rate
⚡ Warm
31 – 60 Days Ago
--
Still receptive
💤 Cooling
61 – 90 Days Ago
--
Needs strong offer
❄️ Cold
> 90 Days Ago
--
Lower priority
@push('styles') @endpush @push('scripts') @endpush