Data, AI & Advisory

AI systems for complex data, regulated workflows, and real business operations.

Zenovate helps healthcare, research, and small-business teams turn messy data and domain-heavy workflows into practical AI-enabled systems, from data architecture to internal tools, automation, and advisory.

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Applied AI Systems Research-Backed Advisory Senior Professional Team Regulated Data Stewardship

A hands-on, fast-moving senior team across data, research, and advisory

Zenovate is a senior cross-disciplinary team with 12+ years average industry tenure. Our bench includes engineers, data scientists, research postdocs, and legal & economics advisors working as one extended team across our three practice areas.

We bring the kind of cross-discipline depth that's rare under one roof: production-grade engineering, applied research literacy, and the regulatory and economic context that shapes how systems actually get used.

Engagements have spanned enterprise healthcare data, applied AI for small businesses, and research-backed advisory for emerging companies and policy work.

Built small and senior by design: fewer handoffs, faster cycles, and decisions made by the people doing the work.

12+ yrs
Average industry tenure across the team
10+
Cross-functional bench across data engineering, AI, applied research, economics, legal, biotech, and media.
20+
Active client and project engagements
AI-Empowered
with responsibility built into every engagement

Three directions, one bench

We work across three practice areas, with the same team rotating in based on the problem rather than handing off across silos.
01

Healthcare Data & AI

Claims analytics, payer operations, EOB and document intelligence, and migrations from legacy data platforms (SQL Server, SAS, on-prem warehouses) to modern cloud-native stacks. We've worked with the messy adjudication logic, edge cases, and compliance requirements that generic AI consultancies tend to miss.

Engagements have included claims datasets at billion-row scale.

02

AI Architecture for Small & Mid-Market Business

Practical AI systems for businesses without enterprise data teams: agents, internal automations, document intelligence, knowledge bases, and lightweight data pipelines. We design for the constraint that one or two people will need to maintain it long after we've handed off.

03

Applied Research & Advisory

Research-grade analysis for product, policy, and regulatory questions. Deliverables include market and policy research, economic modeling, structured white papers, product due diligence, regulatory landscape reviews, and AI-assisted research workflows.

Projects, partners, and initiatives

A snapshot of the applied work, collaborations, internal labs, and advisory initiatives that shape the Zenovate ecosystem.
Bio & Lab Science
SignaGen
Applied AI and data infrastructure work for bio, lab-science, and research-oriented workflows.
Community · AI Workgroup
DMVoice
Community platform and AI workgroup initiative focused on practical AI learning, collaboration, and tooling.
Applied Research · Tooling
Syneira Lab
Applied research, prototyping, and tooling for AI workflows, editorial systems, and practical product concepts.
Legal & Economics
Evolith Advisory
Legal, economic, and policy-adjacent research advisory work for emerging company needs.

Stack and domain coverage

Hands-on coverage across the modern data and AI ecosystem, with deep domain context in the verticals we work in.
01

Data Platforms

Databricks Delta Lake Unity Catalog SQL Server Cloud Warehouses
02

AI Systems

RAG / Knowledge Bases Claude API / MCP AWS Bedrock AWS SageMaker LLM Fine-tuning
03

Healthcare Data

Claims Data Modeling EOB / Document Intelligence Payer Operations HIPAA-aware Workflows
04

Analytics & Automation

Python SQL / Spark SQL SAS Alteryx ETL Pipelines

Let's talk about what you're building

Send us a short note about your workflow, data environment, and what you are trying to improve.
Typical starting points
  • Audit an existing data or AI workflow
  • Architect a practical AI tool or internal automation
  • Modernize legacy analytics pipelines
Location
Washington, D.C. Metro Area
Company
Zenovate LLC
Practice Areas
Healthcare · Small Business AI · Applied Research