Why This Financial Firm Built Its Own AI Tools Instead of Going Off the Shelf | Braden Warwick, Financial Planning Product Architect, PWL Capital

In this episode, Braden Warwick, Financial Planning Product Architect at PWL Capital, breaks down why so much of the financial advice sold at big banks is a sales pitch dressed up as a plan, and what a real financial plan actually requires. Braden traded a PhD in aerospace engineering for a career rebuilding how Canadians plan their money, and he brings that same engineering mindset to financial planning: define your objectives, map your constraints, then solve for the outcome that actually improves your life.

Braden also walks Liam through the AI infrastructure PWL has built in house, from a proprietary data lake to an AI powered meeting note tool and planning summaries, and explains why they chose to build their own tools instead of buying off the shelf software. They get into Monte Carlo simulations, why financial planning is really about the distribution of outcomes rather than one predicted path, and what a financial planning engagement might look like in 2031.

Key Topics Covered

How Braden went from a PhD in aerospace acoustics to building financial planning tools at PWL Capital

Why PWL's advisors are paid for advice, not for selling products, and how that changes the plan you get

The six areas of a real financial plan: investing, cash flow, tax, insurance, retirement, and estate

Treating a financial plan like an engineering problem: objectives, variables, and constraints

Why Monte Carlo simulations model financial planning as a distribution of outcomes, not one fixed path

What forms of uncertainty most financial software still misses, from real estate values to life expectancy

Why PWL built its own AI meeting note tool and data lake instead of buying an off the shelf solution

How AI is helping PWL's advisors scale personalized, evidence based financial plans

PWL's acquisition by One Digital and what it changed, and did not change, about how Braden works