Dashboard
Demo workspace with synthetic retail data (10K customers)
+12.3%
8,423
vs last month
Active Customers
+8.7%
$342
vs last quarter
Avg CLV (12m)
-2.1pp
14.2%
vs last month
Churn Risk
-0.3x
4.8x
vs last month
Campaign ROAS
Segment Distribution
5 segmentsChampions1,842
Loyal2,156
Promising1,934
At Risk1,293
Hibernating1,198
Top Agent Insights
CLV model detected seasonal uplift
InsightQ2 customers show 23% higher predicted CLV. Consider increasing acquisition spend.
Churn spike in 'At Risk' segment
Urgent17% of At Risk customers have gone dormant in the past 14 days. Win-back campaign recommended.
Paid Social showing diminishing returns
OptimizationMeta CPA up 34% MoM while conversion rate declined 12%. Saturation threshold likely reached.
High-value upsell cohort identified
Opportunity312 Loyal customers match the Champions profile. Personalized upsell could yield $47K incremental revenue.
Model Performance
| Model | Accuracy | Status |
|---|---|---|
| Churn Propensity | 89% accurate | Healthy |
| Upsell Propensity | 85% accurate | Healthy |
| CLV (BG/NBD) | Within $28 of actual | Healthy |
| Marketing Mix | 94% accurate | Drift detected |
| Segmentation (K=5) | Good separation | Healthy |
| Next Best Action | 72% relevant | Retraining |
Agent Activity (24h)
10 agents active
Analytics Agent
14 tasks, 3 insights
Data Science Agent
8 tasks, 1 insights
Media Strategy Agent
11 tasks, 2 insights
SEO Agent
6 tasks, 1 insights
Engineering Agent
22 tasks, 0 insights
Insights Agent
5 tasks, 4 insights
Campaign Ops Agent
9 tasks, 2 insights
Audience Agent
7 tasks, 3 insights
Anomaly Detection Agent
18 tasks, 1 insights
Financial Impact Agent
12 tasks, 2 insights