What happens to an AI Portfolio when the model gets upgraded

I'm Chris, one of the co-founders of Autopilot. AI models get replaced often. So a fair question about any AI Portfolio is what happens when the model underneath it changes.

Here's what changes, what doesn't, and how to read a record that spans more than one model.

One thing first, because we're an SEC-registered investment adviser and I have to say it. Autopilot is the app. The actual investment advice comes from Autopilot Advisers, LLC. If you want the full legal version of anything in here, it's on our legal page.

1) Models change

Model makers release new versions and retire old ones. A Portfolio built around a model family, like GPT or Claude, will usually move to newer versions over time, because the old ones go away.

Some Pilots say which versions they use. The AI World War III Portfolio's description, from Dr. Lira's AI Finance Labs, lists the specific model versions it uses with an as-of date, which tells you the lab updates them. Its page is The AI World War III Portfolio.

2) What that means for the record

A record that runs across several model versions is a record of the process, not of any one model.

That's just what you're buying. A strong stretch under an older model says less about the newer one than it seems to, so read the record as evidence about how the lab runs its process.

3) What a published process keeps constant

The model is one part. For Dr. Lira's monthly Portfolios, the white papers describe the rest: a fixed universe of S&P 500 companies, fresh data fed in each cycle, a disclosed prompt, a score from 1 to 100, and a month-end rebuild.

When those stay the same, swapping the model is a change to one part of the machine. When they change too, it's closer to a new Portfolio.

4) What to check

Whether the description names the model versions and dates. Whether the process description changed along with them. And the performance chart since then, in the app, calculated from actual client accounts.

5) How following works

Pick a Portfolio, connect the brokerage you already use, and allocate money. You give Autopilot Advisers limited authority to send orders to the account you already have. When the Portfolio changes, we send them and your broker fills them. The money stays put.

A flat cash subscription, not a percentage of your balance. Per our Form CRS dated February 2026, Basic Tier has no Base Advisory and Licensing Fee, and Premium Tier is $29.99 to $199.99 a quarter or $99.99 to $699.99 a year. Pilot subscriptions are separate and add on for each Pilot you subscribe to. Because it's a flat dollar amount, it's a bigger share of a small account than a big one, so do the math at your balance.

TLDR: AI Portfolios move to newer models over time because old models get retired. A record that spans versions is a record of the Pilot's process, not one model. Check whether the description names versions and dates, whether the process changed too, and how the record has looked since.

Frequently asked questions

Do AI stock portfolios change models?

Often, yes. Model makers retire old versions, so Portfolios built around a model family usually move to newer ones. Some Pilots say which versions they use. The AI World War III Portfolio's description from Dr. Lira's AI Finance Labs lists its model versions with an as-of date.

What happens to an AI portfolio when a new model comes out?

The Pilot may switch to it. The rest of the process, like the universe, the data, the prompt, and the schedule, can stay the same, so the record becomes a record of the process across models. Check whether the description names the version and whether the process changed with it.

Which AI models does the AI World War III Portfolio use?

Its description from Dr. Lira's AI Finance Labs lists the specific model versions the lab uses, with an as-of date, so the lab updates them over time. Which versions are in use on any given day is in the description in the app.

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Since Autopilot Advisers is an SEC-registered investment adviser, we have to put disclaimers on stuff like this. They're below, and the full version is on our legal page.

Disclosures

© Autopilot Holdings Corporation 2026 — All rights reserved. “Autopilot” refers to Autopilot Holdings Corporation and its wholly-owned, and separately managed subsidiaries, including Autopilot Advisers, LLC, an SEC-registered investment adviser. All investing is subject to investment risks, including possible loss of the principal invested, and past performance is not indicative of future results. View our Customer Relationship Summary and other important information at joinautopilot.com/legal.

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