AI workflow automation for finance and operations teams

Clean up repetitive admin work with practical automation.

I help teams turn messy workflows, documents, reporting needs, and internal knowledge into simple systems that reduce manual work and make operations easier to run.

OCR / document intelligenceNL-to-SQL reportingRAG knowledge systemsFinancial-services delivery
Workflow Operating Model
01. Map the bottleneck
02. Choose low-code first
03. Add AI only where useful
04. Hand off a repeatable system

The goal is not more software. The goal is less chasing, fewer handoffs, clearer status, and cleaner operational visibility.

What I do

Automation work that stays close to business value.

My work sits between finance operations, workflow discovery, technical implementation, and AI enablement. I use low-code tools first, then APIs, SQL, and lightweight code only when the workflow calls for it.

Finance workflow automation

Client document collection, intake, reminders, month-end trackers, reporting visibility, and admin workflows for bookkeeping and finance-adjacent teams.

Applied AI systems

Document intelligence, RAG knowledge systems, natural-language reporting, prompt workflows, and AI-assisted operational tools.

Technical enablement

Practical solution design across low-code tools, SQL, APIs, AWS workflows, and lightweight scripting when the workflow actually needs it.

Background

Finance-adjacent, healthcare-tested, automation-focused.

Recent work includes document-intelligence workflows for healthcare operations, retrieval systems over long-lived technical knowledge, natural-language reporting concepts, AWS document-processing workflows, and enterprise release coordination in financial services.

That combination is now pointed at a clear value center: helping bookkeeping, finance, and operations teams make recurring admin work easier to run.