The Three Pillars Framework
Moving AI from prototype to production requires more than models—it demands robust infrastructure, causal understanding, and domain expertise.
Pillar 1: The Engine Room
Architecting Scalable AI Platforms
Design and build the robust, secure, and cost-effective MLOps platforms that move your AI projects from prototype to production. Your data scientists will spend less time wrestling with infrastructure and more time solving problems.
- MLOps pipeline design & implementation
- Cloud architecture (AWS, GCP, Azure)
- Kubernetes & containerization
- Feature stores & model serving
- Digital twins & simulation frameworks
- Cost governance & optimization
Infrastructure Outcomes
Beyond Black-Box Predictions
Traditional ML tells you what will happen. Causal AI tells you why it happens and what to do about it.
Pillar 2: The Brain
Moving from Prediction to Causation
Go beyond black-box predictions. Using Causal AI, understand the why behind your data, enabling confident decision-making, intervention simulation, and strategic de-risking.
- Causal inference & DAG modeling
- Predictive analytics & forecasting
- Bayesian methods & uncertainty quantification
- Root-cause analysis
- Uplift modeling & treatment effects
- A/B test design & analysis
Pillar 3: The Application
Solving High-Value Industry Problems
Cross-domain expertise applied to your most valuable challenges across Life Sciences, Financial Services, Healthcare, Retail/E-commerce, Media, and Real Estate.
Life Sciences
- • De-risking drug discovery
- • Clinical trial optimization
- • Generative molecular design
- • ADMET prediction
- • Bioinformatics & FAIR data
Financial Services
- • Fraud detection systems
- • Algorithmic trading strategies
- • Alpha signal generation
- • Causal risk modeling
- • ESG scoring models
Healthcare
- • Patient readmission prediction
- • Medical imaging diagnostics
- • Treatment outcome analysis
- • Clinical pathway optimization
- • Healthcare cost modeling
Retail/E-commerce
- • Personalization engines
- • Inventory forecasting
- • Dynamic pricing optimization
- • Customer lifetime value modeling
- • Supply chain intelligence
Media & CPG
- • Content recommendation systems
- • Ad targeting & attribution
- • Audience churn prediction
- • Product formulation AI
- • Decarbonization strategies
Real Estate
- • Property valuation models
- • Predictive maintenance systems
- • Market trend forecasting
- • Investment risk assessment
- • Energy optimization
Ready to Move from Experiments to Outcomes?
Let's define your path to production-grade AI.
Schedule a Strategy Session