Menlo Park, California

AI systems for finance and healthcare.

We scope, build, and hand off secure AI pilots for funds, clinics, and operating teams.

2-6 wk
pilot builds
24h
initial scope
3
focus areas: finance, medical, ops

What we build

Focused pilots with production paths.

Workflow scoping
Agent design
RAG systems
Data pipelines
Security review
Pilot delivery

Focus areas

Finance, healthcare, and operations.

We focus on workflows where data quality, permissions, and adoption decide whether AI is useful.

Financial AI

Research, risk, and operating workflows

  • Market and filing monitoring
  • Diligence and document review
  • Dashboards connected to internal data

Medical AI

Healthcare workflow automation

  • Patient intake and care navigation
  • Medical record summarization
  • Secure architecture for sensitive data

Leadership

Founder-led delivery, senior advisors when needed.

A small team covering AI architecture, product execution, security, infrastructure, and strategic introductions.

Shan Huang portraitJiantao Li portraitEric Zhu portrait
Shan HuangFounder
Jiantao LiStrategic Partner
Eric ZhuTechnical Advisor
Meet the team

How we work

Scope, build, hand off.

01

Scope

Workflow, users, data sources, security constraints, and success metric.

02

Build

A focused pilot with real data paths, role-based UX, and quality checks.

03

Handoff

Architecture, risks, maintenance notes, and next release plan.

Moonveil AI Inc.

Have a finance, medical, or operations project?