Scope
One workflow, one metric, real data boundaries.
Secure AI agents, RAG systems, and workflow software for finance, healthcare, and operations teams.
Core systems
We keep the first build narrow: a trusted data path, a reviewable output, and a clear owner for every risky step.
Workflow agents
Build agents that retrieve data, call tools, prepare outputs, and hand off risky steps to humans.
Explore service
Private knowledge
Turn policies, records, filings, and documents into source-backed answers your team can trust.
Explore service
Healthcare operations
Scope secure pilots for intake, records, care navigation, and revenue-cycle work with clear review points.
Explore service

Built for real constraints
We design AI around permissions, source trails, evaluation sets, and human approval points, so pilots can become systems instead of one-off demos.
One workflow, one metric, real data boundaries.
RAG, agents, tools, logging, and reviewer UX.
Security notes, evals, rollout plan, and handoff.
Selected work
Focus areas

Finance
Build reviewable agents, RAG systems, monitoring workflows, and analyst tools for financial research teams.
Healthcare
Scope secure AI pilots for intake, documentation, revenue-cycle, records, and care navigation workflows.
Operations
Automate internal research, routing, reporting, knowledge search, and back-office workflows with review controls.
Founder-led
Moonveil AI