Document & inquiry intake
Classify incoming material, extract candidate fields, or route an inquiry. Keep source references and a path for incomplete or uncertain information.
PHILADELPHIA TO WILMINGTON / FINANCIAL SERVICES
AI strategy and implementation for financial-services teams. Start with a defined task, approved information, and a clear decision about what a person must review.

01 / THE PERSPECTIVE
A draft, a summary, a routed document, and a completed transaction carry different consequences. We start by being specific about what the proposed system will do and where its authority stops.
I help your operational, technology, risk, and compliance teams work through that scope. The aim is a workflow they can examine, evaluate, and take responsibility for.
A useful output should be something the responsible person can check.
02 / THE WORK
Classify incoming material, extract candidate fields, or route an inquiry. Keep source references and a path for incomplete or uncertain information.
Prepare a briefing or draft from approved material. Define source checks and the review required before anyone relies on or shares the output.
Review a proposed use case, the vendor terms, the data involved, and the operating responsibilities before deciding how to proceed.
03 / IN PRACTICE
We document data permissions, retention expectations, review steps, and the evidence your team wants to retain. Testing should cover ordinary examples and the exceptions that matter for the chosen task.
A prototype can help a team evaluate a proposed workflow. Your legal, risk, security, and compliance owners determine the approvals needed for its use.
Engagement requirements and approval responsibilities are defined with your firm.
04 / A FEW QUESTIONS
We define the intended task, the people responsible, the approved data, and the review required. Those choices guide the scope and evaluation plan.
That is a scope and governance decision. We identify the proposed actions and required approvals explicitly; a model response does not by itself authorize a consequential action.
Your firm identifies the applicable requirements and approval owners. We document the proposed workflow and controls so those teams can review them; technical work does not replace their assessment.
LET'S TALK
Tell me about the task and the teams involved. Use a general description and keep confidential information out of the initial inquiry.
Discuss your firm