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Production AI · Verified Outcomes · No Vendor Affiliations

Enterprise AI That Ships to Production

Every engagement here resulted in a deployed AI system in production, not a slide deck or a proof of concept. We document the challenge, the approach, the timeline, and the measured outcomes. Client organizations are anonymized by industry and scale, never by metrics.

200+
Enterprises Advised
500+
Models in Production
340%
Avg Client ROI
14wks
Avg Time to Production
Featured Engagement

Landmark Results Worth Reading First

Financial services AI fraud detection
Financial Services · Fraud Detection · 14 Weeks
Real-Time Fraud Detection for a Top 20 Global Bank

After 22 months of failed internal development and one abandoned SI engagement, a Top 20 global bank engaged us to rescue their real-time transaction fraud detection program. Fourteen weeks later, the system was in production across 8 markets, processing 2.3 million transactions per day.

94.7%
Detection Rate
$12M
Annual Fraud Savings
14wks
To Production
Read Full Case Study →
All Case Studies

Production AI Across Every Major Industry

10 detailed case studies covering financial services, healthcare, manufacturing, retail, insurance, and logistics.

All Industries Financial Services Healthcare Manufacturing Retail Insurance Logistics
Fraud detection AI
Financial Services
Real-Time Fraud Detection · Top 20 Global Bank
Rescued a failed 22-month program. Deployed across 8 markets processing 2.3M transactions per day in 14 weeks.
94.7%Detection Rate
$12MAnnual Savings
14wksTo Production
Healthcare clinical AI
Healthcare
Clinical Decision Support · Top 10 US Hospital System
Deployed sepsis early warning and readmission risk models across 12 hospitals. Clinician adoption reached 87% within 90 days.
31%Sepsis Mortality Drop
$40MAnnual Value
87%Clinician Adoption
Retail demand forecasting
Retail
Demand Forecasting and Inventory Optimization · Fortune 100 Retailer
Replaced a 14-year-old statistical forecasting system with an ML ensemble covering 2.4 million SKUs across 1,800 stores.
23%Overstock Reduction
$140MRevenue Impact
18wksTo Production
Manufacturing predictive maintenance
Manufacturing
Predictive Maintenance · Fortune 500 Industrial Manufacturer
Deployed IoT-driven predictive maintenance across 14 production lines. Eliminated unplanned downtime that was costing $380K per hour.
42%Downtime Reduction
$96MAnnual Savings
16wksTo Production
Insurance claims AI automation
Insurance
Claims Triage Automation · Top 10 Global Insurer
Automated 68% of routine claims processing decisions using a multi-model ensemble with integrated fraud scoring and regulatory audit trails.
68%Auto-Processed
4.2 daysCycle Time Reduction
$28MAnnual Savings
Logistics route optimization AI
Logistics
Dynamic Route Optimization · Global Logistics Provider
Deployed real-time route optimization across 14,000 daily deliveries in 3 regions, replacing a legacy system that had not changed since 2009.
19%Fuel Cost Reduction
97.3%On-Time Delivery
$52MAnnual Savings
Bank credit risk AI models
Financial Services
Credit Risk Model Modernization · Top 10 Regional Bank
Replaced 11 legacy statistical credit models with an ML-powered risk framework that passed SR 11-7 validation and reduced model risk capital by $180M.
18%Default Prediction Lift
$180MCapital Freed
100%SR 11-7 Compliant
GenAI legal document review
Professional Services
GenAI Contract Review and Due Diligence · Top 5 Global Law Firm
Deployed a RAG-based document review system processing 2.8 million documents with 94% extraction accuracy across 11 document types and 4 languages.
94%Extraction Accuracy
74%Review Time Reduction
2.8MDocs Processed
Healthcare revenue cycle AI
Healthcare
Revenue Cycle AI · Large Regional Health System
Deployed ML-powered denial prediction and prior authorization automation, reducing revenue cycle days outstanding by 6.2 days across a $4.8B health system.
6.2 daysDSO Reduction
$22MRecovered Revenue
91%Prior Auth Automation
Energy grid AI optimization
Energy
Grid Load Forecasting and Optimization · Top 5 US Utility
Replaced hourly batch load forecasting with real-time ML prediction covering 48-hour horizons, reducing spinning reserve costs by 34% across a 42-state grid footprint.
34%Reserve Cost Reduction
$67MAnnual Savings
99.4%Forecast Accuracy
Aggregate Results

What Production AI Actually Delivers

Across our 10 documented case studies, the pattern is clear: structured advisory with senior practitioners produces production systems, not prototypes.

Engagement Industry Primary Metric Annual Value Timeline
Real-Time Fraud Detection Financial Services 94.7% detection rate $12M savings 14 weeks
Clinical Decision Support Healthcare 31% sepsis mortality reduction $40M value 20 weeks
Demand Forecasting Retail 23% overstock reduction $140M impact 18 weeks
Predictive Maintenance Manufacturing 42% downtime reduction $96M savings 16 weeks
Claims Triage Automation Insurance 68% auto-processed $28M savings 22 weeks
Route Optimization Logistics 19% fuel cost reduction $52M savings 18 weeks
Credit Risk Modernization Financial Services 18% prediction lift $180M capital freed 26 weeks
GenAI Document Review Professional Services 74% review time reduction Undisclosed 12 weeks
Revenue Cycle AI Healthcare 6.2 day DSO reduction $22M recovered 20 weeks
Grid Load Forecasting Energy 34% reserve cost reduction $67M savings 24 weeks
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Your AI Program Should Have a Case Study Worth Writing

Every engagement above started with a conversation. Find out how your organization compares against our readiness benchmarks and what a production AI program could deliver.

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