AI Products & Case Studies
Work We've Built & Shipped
End-to-end ML pipelines trained on exascale GPU infrastructure — real AI products, deployed and in production.
Meridian Financial — AI Analytics Platform
End-to-end ML pipeline across 2.5M customer records, processed on exascale GPU compute. Four production models — churn prediction, credit risk, cross-sell propensity, and customer segmentation — surfacing $5.6B in actionable revenue opportunities.
Exascale Compute
NVIDIA A100/H100 · NVLink 4.0
InfiniBand HDR 400Gb/s
Low-latency node interconnect
2.5M Customer Records
Exascale data pipeline
4 Deployed ML Models
RF · GB · LR · K-Means
Interactive Dashboard
Customers Analyzed
0.0M
exascale pipeline
Total Assets
$0B
under management
Portfolio Churn Rate
0.4%
of customer base
Revenue Surfaced
$0.0B
cross-sell potential
68%
Model Accuracy
63.4%
AUC-ROC
32.4%
Portfolio Churn
14.4%
Top Feature Wt.
Churn Rate by Age Group
Churn Rate by Satisfaction Score
Top predictor: account_age_months (14.4% importance)
Retention Recommendations
High-Complaint Customers
Proactive outreach with dedicated support rep
+70,000
est. saves
Single-Product Users
Cross-sell bundle with fee waiver incentive
+80,000
est. saves
Low-Engagement Digital
Onboarding program for mobile app features
+37,500
est. saves
Long-Dormant Accounts
Win-back campaign with competitive rate offers
+30,000
est. saves