Compound With AI

Compound With AI

Stop guessing stock returns. Use claude to test any stock in minutes.

What has to be true for this stock to work?

Compound With AI's avatar
Compound With AI
Jul 12, 2026
∙ Paid

Every investment decision starts with one question:

What annual return can I reasonably expect from this stock?

And there are 2 terrible ways to answer it:

  1. The spreadsheet answer:

  • A big DCF model.

  • An 8.73% discount rate.

  • A 2.14% long-term growth rate

Final answer:

Fair value: $147.32.
I should make exactly 17.52% a year.

Not 17%…Exactly 17.52%.

Because apparently they can predict the future down to 32 cents…

  1. The vibes answer:

Great company. Huge market.

This can compound at 20% a year.

Maybe.But where does the 20% come from?

Both answers miss the point.

  • The DCF gives false precision.

  • The vibes answer gives no real explanation.

I use something simpler, but based on how the business works:

I expect about 20% a year:

15% from earnings growth, including 13% from volume and 2% from pricing.

+5% a year from a higher valuation multiple.

Now I know exactly what I am betting on.

  • Pricing: Can the company raise prices without hurting demand?

  • Volume: Can it really grow 13% a year? From new countries, more customers, or more usage from existing customers?

  • Margins: How much margin expansion is still left, and how much can it add to earnings growth?

  • Valuation: Does the stock still work if the multiple stays flat?

I taught Claude this way of thinking.

Then I turned it into a ready-to-use Skill called The Expected Return Check.

You can use it whenever you want to test the expected return of any stock.


Start with the return, then work backwards:

Let’s say you are studying Netflix

You want to know whether the stock can return 20% a year over the next 5 years.

  • You go to Claude

  • You call the skill “Expected Return Check”

  • You give it a stock, a target annual return, and a time horizon. ( Netflix exemple: )


In minutes, Claude creates an interactive web page with:

  • The investment case: what the business must do to reach your target return.

  • The key drivers: where Volume, Price, Mix, and Margin stand today, and what each one must add.

  • a simulator: change the business drivers or exit multiple.

    Test Bear, Base, and Bull cases and see the expected return update at once.


Take a look at the Netflix results here: link


How to Use It :

This Skill works in the normal Claude web app.

You do not need Claude Cowork app.

Quick reminder: A Claude Skill is a saved workflow inside Claude. You install it once, then run it whenever you need it.

Upload the Expected Return Check from the Skills Library, where I’ve grouped 20+ ready-to-use investing Skills in one place.

From this link :

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