AI systems that feel ready before they feel big.
Moonveil designs secure agents, RAG systems, and workflow software around structured interfaces, review gates, and clean handoff.
Launch readiness
ReadyAI operating console
Scope, evals, review gates, and handoff notes in one reviewable surface.
PHI/PII boundaries
Owner-visible before launch
Retrieval trace
Owner-visible before launch
Human override
Owner-visible before launch
Map the workflow
Trace inputs and risks.
Build the system
Wire tools and review.
Handoff cleanly
Ship docs and next steps.
Three ways we turn messy work into usable AI.
Each engagement gets a narrow workflow, a reviewable interface, and a launch path that a real team can own.
Workflow agents
AI Agent Development
Build agents that retrieve data, call tools, prepare outputs, and hand off risky steps to humans.
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Private knowledge
RAG Development
Turn policies, records, filings, and documents into source-backed answers your team can trust.
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Healthcare operations
Healthcare AI Consulting
Scope secure pilots for intake, records, care navigation, and revenue-cycle work with clear review points.
Explore service
Built for decision loops, not demo loops.
We use Astryx where it helps most: consistent controls, dense review surfaces, and reusable patterns for the tools around the model.
week pilots
Scoped around one workflow, one owner, and one measurable outcome.
launch gates
Data readiness, risk review, and human handoff before production.
prototype pass
A first usable surface before the work turns into a slide deck.
A small system with production manners.
Map the workflow
Trace the inputs, approvals, and failure modes before writing code.
Build the system
Compose retrieval, tools, reviewer UX, logging, and deployment paths.
Handoff cleanly
Ship docs, eval notes, operating rules, and next-step backlog.
Experience from AI products people already use.
Three places where workflow quality matters.
Finance, healthcare, and operations teams need AI systems that preserve source trails, review ownership, and launch boundaries.
Finance workflow
Finance
Financial Services AI Consulting
Build reviewable agents, RAG systems, monitoring workflows, and analyst tools for financial research teams.
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Healthcare workflow
Healthcare
Healthcare AI Consulting
Scope secure AI pilots for intake, documentation, revenue-cycle, records, and care navigation workflows.
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Operations workflow
Operations
Operations AI Automation
Automate internal research, routing, reporting, knowledge search, and back-office workflows with review controls.
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Led by builders who have shipped AI products in real markets.
Founder
Shan Huang
Shan leads the technical side of Moonveil's AI work, turning messy workflows into production systems. His background spans healthcare AI, enterprise infrastructure, and founder-led product building.
Strategic Partner, Project Origination
Jiantao Li
Jiantao helps source opportunities and bring the right people into the room. He brings operator experience across financial services, recycling, cross-border business, and founder communities.
Strategic Advisor, Healthcare Growth & Partnerships
Scott Hori
Scott helps connect AI work to real healthcare growth problems. His experience covers revenue cycle, commercial partnerships, enterprise strategy, and operator-led company building.
Technical Advisor, Security & AI Infrastructure
Eric Zhu
Eric focuses on making AI systems safe enough to run inside real companies. He brings product security, DevSecOps, and cloud infrastructure experience for healthcare and SaaS teams.
Bring one workflow. We will make the first AI system real.
Start with the part of the business that already has data, pressure, and a human review step.