Data · Analytics · Applied AI

Turning complex data into decisions that matter, and building the systems that make them real.

Novel Sciences & Engineering pairs C-level data and AI strategy with hands-on engineering, taking organizations from vision to working systems built on provenance, rigor, and clarity under uncertainty.

Contact Us Strategy to systems · Advisory · Fractional CDAO / CDAIO

What we do

Strategic capabilities, technical implementation

We work on both sides of the line: setting the strategy and then architecting the platforms, models, and pipelines that deliver it. The result is measurable value, not slideware.

Strategic Capabilities

  • Data & AI vision, strategy, and executable roadmaps
  • Data estate and AI transformation / reformation
  • Enterprise data & AI governance and agile governance
  • Organizational design, team building, and operating models
  • Fractional CDAO / CDAIO and trusted executive advisory
  • Value realization, prioritization, and funding alignment

Technical Implementation

  • Data architecture & engineering (lakehouse, Medallion)
  • Batch and real-time streaming pipelines on Databricks, Azure, AWS, GCP
  • Machine learning, deep learning, and generative AI
  • Machine reasoning and agentic AI systems
  • Applied agentic development: autonomous and multi-agent systems, tools, and orchestration
  • Knowledge management and RAG beyond the basics
  • Modeling & simulation and uncertainty quantification

Selected work

Outcomes across industries

A sample of engagements, described generically. Specifics shared under NDA.

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Clinical AI Platform

Architected a mixture-of-experts and generative platform with an adjudication layer that reduces legal-liability risk for clinicians, scaled from zero to revenue.

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Energy Prescriptive Analytics

Delivered machine reasoning and prescriptive analytics that eliminated manual effort and precluded millions in losses across generation, risk, weather, and disaster scenarios.

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Systems-of-Systems Simulation

Built adversarial-network simulation for complex systems-of-systems, embedding learning and reasoning for decision support and optimal-outcome recommendations.

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Agentic Knowledge Management

Engineered an agent-based knowledge system that extends RAG and convolves structured, semi-structured, and unstructured data for agentic AI in any domain.

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Healthcare Data Products

Created data and insight products that reduce information asymmetries for providers, payors, employers, investors, and life sciences organizations.

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Blockchain & Tokenization

Delivered governed analytics on distributed-ledger platforms and real-world / digital-asset tokenization across high-friction scenarios.

Expertise

From data analysis to strategic AI and data reformation

A full spectrum of capability, spanning the analyst's bench to the boardroom.

Data Analysis Data Engineering Data Science Machine Learning Deep Learning Generative AI Machine Reasoning Agentic AI Knowledge Management Modeling & Simulation Uncertainty Quantification Data & AI Governance Enterprise Architecture Data Reformation AI & Data Strategy Fractional CDAO / CDAIO

Industries served

Depth across sectors

Healthcare
Life Sciences
Energy
Aerospace & Defense
Intelligence
FinTech
Crypto

Let's turn your data into decisions.

Tell us about your strategy, your estate, or the problem others call intractable. We will tell you how to solve it, and help you build it.

Contact Us