Banking · Growth
Regional Retail Bank
Multi-product · Digitally-led
Personalized offers delivered to the right customer at the right moment.
12 wk
To production
40%
Lead conversion uplift
Enormous data. No unified view to act on it.
Case Studies
Production AI. Real outcomes.
The kinds of data and AI problems we take into production for enterprise teams, drawn from real project experience. Find a pattern that looks like yours.
Engagement patterns
Banking · Risk & Compliance
Regional Commercial Bank
Mid-market · High transaction volume
Fraud caught in real time. AML false positives cut by more than half.
10 wk
To production
60%
False positive reduction
“We'd been trying to get off batch detection for two years. They did it in ten weeks.”
Head of Financial Crime, Regional Bank
Private Equity · Firm
Mid-Market PE Firm
$2–5B AUM · 10–20 portfolio companies
Cross-portfolio intelligence live across every portco in 10 weeks.
10 wk
To production
95%
Less reporting time
Fourteen portcos. No single version of the truth.
Private Equity · Portfolio Company
PE-Backed Healthcare Services Business
Post-acquisition · Data modernization priority
First real-time view of service line profitability within 90 days.
90 days
To production
3 → 1
Billing platforms unified
Unity Catalog · FHIR pipelines · Self-serve dashboards
Insurance · Underwriting & Growth
Regional P&C Insurer
Commercial lines · Growing book
Underwriting intelligence that sharpened risk selection by 35%.
11 wk
To production
35%
Risk selection accuracy
Three systems. No single view of exposure.
Insurance · Fraud & Claims
National Life & Health Insurer
High claims volume · Fraud pressure mounting
Fraudulent payouts down 28%. Claims scored in real time.
8 wk
To production
28%
Reduction in fraudulent payouts
“We shifted from chasing fraud after the fact to stopping it before payment. That's a different business.”
VP Claims Operations, National Insurer
Life Sciences · R&D & Discovery
Mid-Size Biopharma
Active pipeline · Multi-trial portfolio
Trial site selection time cut in half. Scientists back to doing science.
13 wk
To production
50%
Reduction in site selection time
Years of research data. None of it connected.
Life Sciences · Commercial & Supply Chain
Specialty Medtech Company
Multi-market · Post-launch scaling
Real-time commercial and supply chain visibility across 12 markets.
10 wk
To production
30%
Field force productivity uplift
Unity Catalog · Demand forecasting · Territory intelligence
Healthcare · Payer
Regional Health Plan
Growing membership · Manual ops under pressure
Prior auth approvals automated. Revenue cycle processing time cut by 45%.
12 wk
To production
45%
Processing time reduction
Claims volume was growing. The team processing them wasn't.
Healthcare · Provider & Clinical
Regional Health System
Quality-focused · HEDIS under pressure
Care gaps identified in real time. HEDIS scores improved across 6 measures.
11 wk
To production
70%
Gap identification time reduced
“We always knew the answers were in the data. We just couldn't get to them fast enough.”
Chief Clinical Informatics Officer, Regional Health System
Manufacturing · Factory & Operations
Mid-Size Industrial Manufacturer
Multi-line · Sensor-rich environment
Unplanned downtime cut by 38%. OEE up 22% in one quarter.
14 wk
To production
38%
Reduction in unplanned downtime
Hundreds of sensors. Zero real-time decisions.
Manufacturing · Supply Chain & Commercial
Global Components Manufacturer
Multi-market · Disruption recovery
Forecast accuracy up 40%. Inventory carrying costs down 25%.
12 wk
To production
40%
Forecast accuracy improvement
Unity Catalog · Daily demand forecasting · Dynamic pricing models
Retail
National Specialty Retailer
Multi-channel · Loyalty-led growth
Personalization at scale across 8M loyalty members.
11 wk
To production
34%
Conversion uplift
Unity Catalog · Customer 360 · Next-best-action models
CPG
Mid-Size Consumer Goods Brand
Multi-retailer · Trade-spend heavy
Trade promotion ROI visible for the first time. Waste down 30%.
13 wk
To production
30%
Reduction in promotion waste
“We walked into annual planning with data we could actually defend. That hadn't happened before.”
VP Commercial, Consumer Goods Brand
Travel & Hospitality
Regional Travel & Hospitality Business
Multi-channel · Yield-focused
Revenue per available unit up 18%. Pricing updated continuously, not weekly.
10 wk
To production
18%
Revenue per unit up
Weekly pricing reports. A market that moved daily.
Digital Native · Data as a Product
High-Growth SaaS Business
Multi-team · Metrics at scale
One source of truth. Every team shipping with confidence.
9 wk
To production
60%
Reduction in time to insight
Five pipelines. Five versions of churn. Zero trust in the numbers.
Digital Native · VC-Backed Startup
VC-Backed Consumer Tech Company
Series B · Scaling fast
Personalization shipped. Attribution fixed. Revenue impact visible in week one.
11 wk
To production
35%
Ad spend ROI improvement
“Series B money buys runway. We stopped burning it on a data foundation that wasn't working.”
CTO, VC-Backed Consumer Tech
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