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Is That AI Stock Worth the Price?

Who gets paid - and what’s already priced in? Use this AI research prompt to put the growth story to the test.

✍️ Editor’s Note

It’s easy to find a convincing story about artificial intelligence.

A company announces a new product. Management talks about enormous demand. Someone calls it “the next big winner.” Before long, you’re wondering whether waiting means missing out.

But an exciting technology story leaves an essential investing question unanswered:

How does this turn into lasting profits - and how much are you paying for those profits today?

In this issue, we’ll use AI to examine that question. You’ll get a practical research framework, a reusable prompt, and a way to check the answers before trusting them.

Let’s open the vault.

Yes, that Arnold Schwarzenegger.

He has a newsletter on beehiiv. So do Codie Sanchez, Jay Shetty, David Begnaud, Colin & Samir, and Joanna Stern.

They could publish just about anywhere. They chose beehiiv to build a direct connection with the people who want to hear from them most. And you can do the same, whether you’re world-famous or just at the start of your plan for world domination.

Get started for free.

💡 The Big Idea: Follow the Money Behind the AI Story

“AI company” is a label. Your research needs to establish what the business actually earns from it.

Start by identifying how the company participates:

• Infrastructure: It sells chips, networking equipment, computing capacity, or other essentials.

• Software: It charges customers for AI features, subscriptions, or usage.

• Adoption: It uses AI internally to reduce costs or improve its existing products.

These businesses face different questions.

An infrastructure supplier might benefit from customer spending, but you still need to examine competition and whether demand can hold up.

A software company might introduce impressive features, but customers must be willing to pay enough to cover the cost of delivering them.

An adopter might improve productivity, but investors need evidence that those improvements reach the financial results.

Your first task: explain the route from AI activity to shareholder value in one plain-English sentence.

If that sentence requires several unsupported assumptions, you’ve found your next research assignment.

🔍 Five Questions Before You Get Excited

1. What are customers actually paying for?

Look for disclosed revenue, paying customers, renewals, or other concrete measures. A demonstration, partnership announcement, or pilot program doesn’t establish the same thing as recurring revenue.

If the company doesn’t separately disclose AI revenue, record that limitation. Don’t let an AI assistant invent a number to fill the gap.

2. What does delivering that revenue cost?

Ask whether the business needs expensive computing resources, equipment, or ongoing development spending. Revenue growth deserves a closer look when the cost of supporting it grows just as quickly.

3. Does the business generate cash?

Compare reported earnings with operating cash flow and capital spending. They describe different aspects of the business, and one headline figure won’t tell the whole story.

4. What could weaken its advantage?

Consider cheaper competitors, customers building their own solutions, dependence on a supplier, or a product becoming easier to copy.

5. What expectations does the price require?

A strong business can still disappoint investors if the purchase price assumes exceptional results.

Ask what happens if growth stays healthy but falls short of expectations.

A company’s annual Form 10-K provides information about its business, significant risks, and audited financial statements. It’s a useful foundation for this research.

🤖 The Vault Prompt: Put the Investment Thesis on Trial

Gather the company’s latest 10-K, latest 10-Q, and most recent earnings release. Upload them to an AI tool that supports document analysis, then use this prompt:

✅ How to Verify the Prompt’s Results

Before using the analysis:

1. Open the cited passages. Confirm that each source supports the claim and refers to the correct company and period.

2. Recalculate important figures. Check units, currencies, growth rates, and whether the comparison uses quarterly or annual results.

3. Check definitions. Keep GAAP and adjusted figures distinct. If free cash flow appears, inspect the calculation and any company-specific definition.

4. Confirm freshness. Check the company’s investor-relations page and SEC filings for newer disclosures. Verify any share price and its timestamp separately.

5. Read the surrounding text. A number may come with qualifications, exclusions, or uncertainty that the summary misses.

If a citation doesn’t support the answer, treat that conclusion as unverified. Asking the same AI to repeat its answer is not independent confirmation.

🧮 A Quick Valuation Reality Check

Consider a simplified, hypothetical company.

It earns $2 per share, and its stock trades at $100. That’s a price-to-earnings ratio of 50.

Now suppose earnings grow 25%, reaching $2.50 per share. But investors become willing to pay only 35 times earnings.

The implied share price becomes:

$2.50 × 35 = $87.50

Earnings rose, while the implied stock price fell 12.5%.

This illustration ignores dividends and other changes. Its purpose is to show why being right about business growth doesn’t automatically make the purchase price attractive.

The price you pay is part of the investment thesis.

🗝️ From the Vault: Your Five-Line Research Card

Save this and complete it for one company:

• The business earns money by: ______

• The strongest verified evidence of AI demand is: ______

• The biggest cost or competitive risk is: ______

• The current valuation appears to require: ______

• One measurable result that would weaken my thesis is: ______

That last line deserves attention. Decide what contrary evidence would matter before you become attached to the investment.

🎯 Your Next Move

Choose one company you own or are considering. Run the prompt, verify its three most important claims, and complete the research card.

You don’t need a buy-or-sell decision today. A useful result might be discovering that the business deserves further study - or that you don’t yet have enough evidence.

This week’s takeaway: use AI to sharpen the questions you ask, and original sources to judge the answers.

Vaulting Your Wealth Forward,
– T. D. Thompson

AI Investing Vault

The content above is for educational and informational purposes only and does not constitute financial advice or a solicitation to buy or sell any financial instruments. Trading and investing involve significant risk of loss, and past performance is not indicative of future results. Always consult with a licensed financial advisor or conduct your own research before making any investment decisions. Use of AI tools and strategies mentioned above is at your own discretion and risk. AI Investing Vault may receive compensation if you purchase tools or services mentioned in this email, at no additional cost to you.