Senior Product Manager ยท AI-enabled product execution

Turning chaos into clarity, then shipping products that move the numbers.

I use AI, data, and product systems thinking to turn messy workflows, business rules, and stakeholder ambiguity into clear decisions, trusted automation, and measurable outcomes.

AI workflow PM Regulated platform products API-driven product rules Partner funnel growth Enterprise automation
David Li portrait
$23M+ Costco launch sales
150% Growth in 6 months
14 White-label sites migrated
3,000+ Enterprise users
$1.5M IoT MVP funding

Selected work

Seven proof points hiring teams can inspect.

How I think

My product edge is translating regulated complexity into usable systems.

01

Business rules as product architecture

I look for where rules should live: API, configuration, content, front end, or operations process.

02

AI with user control

I frame AI as a workflow layer that summarizes, extracts, recommends, and escalates while keeping people accountable.

03

Compliance without hiding UX cost

I make privacy, legal, and compliance constraints measurable so teams can make tradeoffs with evidence.

AI direction

Using AI as a product workflow layer, not a gimmick.

I am exploring assistants that read operational signals, infer intent, recommend next actions, and make product teams faster at discovery, refinement, QA, and decision-making while preserving trust and reviewability.

Explore AI & automation work
Signals
Intent + Risk
Next Action
Workflow Impact