Research Is a Sequence, Not a Single Question
You pull up a ticker you've never owned — maybe a friend mentioned it, maybe it screened well in last week's scan — and you work it as a sequence of questions, not one.
Use AI to research markets, stress-test theses, and cut the noise — without handing it your portfolio.

Most AI investing advice arrives in one of two costumes. The first is a screenshot: a portfolio up 23.8% in four weeks, a teenager who handed ChatGPT $100 and beat the Russell 2000, a Sharpe ratio quoted to two decimals as if that settles it.
Picture the position you most regret from the last year — not the loss, the process behind it. You'll learn to close that gap.
You pull up a ticker you've never owned — maybe a friend mentioned it, maybe it screened well in last week's scan — and you work it as a sequence of questions, not one.
You open a brokerage app and the market is already shouting: a downgrade, a rumor, an analyst note, a viral post, an earnings "beat" the stock falls on anyway. You learn to tell the noise from the signal.
You ask a model for a mid-cap industrial supplier's latest quarterly revenue. The number it gives is specific — and you know how to check whether it's real.
A model recommends trimming your largest position. You agree, you sell, and three weeks later the stock runs 30% on news the model never saw coming. You build the discipline to own that call.
You can't insert AI usefully into a process you haven't described. Before you spend a dollar on tools, spend twenty minutes auditing how you actually research today — in writing. Walk through your last real investment decision, step by step. What did you look at first?
Take a concrete, repeatable task: understanding a mid-cap company you've never researched, with about an hour before you decide whether it's worth deeper work. Without AI, that hour goes to mechanics.
The most durable framing isn't "AI replaces analysts" or "AI is a toy." It's a division of labor: AI for scale, speed, and pattern recognition; you keep judgment, creativity, and accountability. That split isn't a compromise or a hedge — it's a description of what each side is good at.
Fill this in before you pay for anything, and be honest about time — a tool you don't have time to run is pure cost. Note your portfolio size, hours per week for research, and the number of positions you actively track, then match each job to the tool you'll use and whether you already have it.

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