AI Lead Operations Agent
Validates incoming leads, classifies them, routes HOT / WARM / LOW outcomes and triggers the appropriate operational action.

I redesign the handoffs between your CRM, documents, data and teams — then automate the workflow across APIs, business rules and the systems your team already uses.
4+ years in loan operations taught me what automation screenshots cannot: where work actually gets stuck, where controls matter, and where a “simple” handoff becomes expensive.
Most automation starts with a tool. Mine starts with the process: what triggers it, what decision happens next, where information gets stuck, and what should happen without a person pushing it.
If your team is copying data, chasing documents, checking spreadsheets, re-entering information or manually following up, the hidden cost is not just minutes. It is capacity, response time and consistency.
I map the handoffs, decisions and exceptions first. Then I decide what should be automated — and what should stay human.
Workflow builds across lead operations, recruitment, financial operations, CRM/document handoffs and analysis. These are demonstrations of how I approach real operational problems across n8n and Zapier.
Validates incoming leads, classifies them, routes HOT / WARM / LOW outcomes and triggers the appropriate operational action.
Reads job requirements and CV PDFs, extracts structured candidate data, scores against requirements and creates a ranked shortlist.
Connects intake, qualification, missing-information follow-up, document preparation, loan tracking and scheduled follow-ups.
HubSpot data can trigger DocuSign documents, store completed files in Google Drive and update the CRM after signing.
Turns a new Google Form response into a HubSpot contact and deal, then sends the required DocuSign document from a template.
Live product for loan officers and mortgage brokers: borrower-file analysis, DTI/LTV calculations, risk flags and a pre-qualification summary.
Open live analyzer ↗Workflow-driven nutrition planning product that generates personalized plans, grocery lists, roadmaps and email-delivered PDFs.
Open product ↗The stack changes with the problem. What stays constant is the ability to connect systems, enforce business logic, move data safely and make the workflow observable.
From low-code orchestration to custom logic, APIs and data work, I can work at the level the process requires — without forcing every problem into the same platform.
A workflow is only valuable when the business can understand it, trust it and recover when something goes wrong.
Map inputs, decisions, handoffs, exceptions and the actual work being done.
Find repetitive work, duplicated effort and the point where information or responsibility gets stuck.
Connect systems, rules, APIs, documents and notifications so the next step happens automatically.
Test normal paths, edge cases and failure conditions before the workflow is trusted.

I combine 4+ years of loan-operations experience at IPDC Finance Limited with hands-on automation across CRM, documents, spreadsheets, APIs, databases and business rules.
That background shapes how I build: understand the process first, translate it into logic, then automate and validate it. The objective is a workflow the business can actually operate — not a collection of disconnected automations.
In 20 minutes, we can look at one workflow, identify the bottleneck and decide whether automation actually makes sense.