Get your free personalized podcast brief

We scan new podcasts and send you the top 5 insights daily.

Toronto-based fintech platform MyGoals applies mathematical optimization to personal finance. By balancing competing life goals against complex regulations, its Gurobi-powered tool increases users' after-tax retirement income by 10-20% compared to conventional methods.

Related Insights

AI platforms like Altruist's 'Hazel' automate laborious, high-value work like complex tax planning. This reduces the unit cost of a sophisticated analysis from thousands of dollars to just a few, making high-end financial advice accessible to a much broader market, not just the wealthy.

Many entrepreneurs operate just to cover immediate bills. A better mindset is to build retirement, healthcare, and savings goals directly into the business's operational costs, like utilities. This forces the business to scale to support your entire life, rather than leaving your financial future to whatever profit is leftover.

When a mathematical optimization model is "infeasible," it's not a failure. It's a valuable diagnostic tool that proves a set of business rules, budgets, or constraints are fundamentally in conflict and cannot all be satisfied simultaneously. This forces clarification of priorities.

Use LLMs to help define business problems, write code, and identify potential constraints. Then, hand off to a mathematical solver like Gurobi, which provides a mathematically guaranteed optimal solution that an LLM cannot, as it will never violate a hard constraint.

When a model is infeasible due to conflicting constraints, Gurobi's "FeasRelax" function calculates the minimum adjustment needed to find a solution. This provides a precise answer like, "If we increase the budget by 10%, the plan becomes feasible."

As AI commoditizes routine financial advice, the traditional model of pricing based on hours or assets under management is failing. The new economic basis for financial professionals is proving value through tangible outcomes like tax savings achieved or goals reached.

AI tools like Gemini can be trained to act as a personal financial advisor, analyzing market trends, profit-and-loss statements, and managing investment portfolios directly within integrated tools like Google Sheets.

Instead of maximizing income, calculate the minimum amount you need to live well and have freedom. This prevents you from trading away your most valuable, non-renewable resource—time—for incremental dollars. It frees you to optimize for learning, adventure, and flexibility.

To determine if mathematical optimization is the right tool, check for three components: decision variables you can control (e.g., product orders), constraints that limit those decisions (e.g., budget), and a clear objective to maximize or minimize (e.g., profit).

Current investment technology is like early GPS, capable of telling an investor what they own but not how to optimally reach their goals. The next evolution will be like Waze or Google Maps, providing dynamic navigation and optimization to meet future liabilities, unlocking significant value beyond simple portfolio transparency.