What the Market Is Pricing In: A Reverse DCF of America's Biggest Stocks

Every share price is a forecast. Nobody writes it down, but it is there: a price of $88 for a Coca-Cola share only makes sense if Coca-Cola's cash flows grow at a certain rate for years to come. A reverse discounted cash flow model recovers that rate from the price.

We ran one on 44 large US-listed companies, using prices from 18 September 2026. The question for each was the same: how fast must free cash flow grow over the next ten years for today's price to be fair? Then we compared the answer with how fast each company's revenue has actually grown.

The headline numbers

• The median company is priced for 9.0% annual free cash flow growth over ten years. The median company's revenue grew 9.2% a year over its last five annual reports. Taken as a whole, the market is assuming roughly more of the same.
• 23 of the 44 prices imply faster growth than the company's own revenue record; 21 imply slower.
• 15 companies are priced for more than 15% a year for a decade. 16 are priced for less than 5%, and nine of those for outright decline.

The averages hide the interesting part, which is where the market's expectations and the companies' records disagree.

Finding 1: the "safe" stocks demand the most

The companies investors buy for stability carry some of the most demanding prices in the sample.

Consumer staples as a group are priced for a median 18.7% a year — the highest of any sector in the study, ahead of technology at 15.3%. For Coca-Cola, the price assumes free cash flow compounding roughly four times faster than the company has grown its sales.

There are two ways to read this. Either these businesses are about to accelerate, which none of them has signalled, or investors are paying for predictability itself and accepting a lower return in exchange. The second is a legitimate choice. It is just not the same thing as buying cheaply.

Finding 2: the AI winners are priced for a slowdown

NVIDIA is the clearest case of a price that assumes a sharp slowdown: 19% a year, after revenue growth of 68% a year. That is still a decade of growth few companies ever achieve, but it is a long way below the recent past. Microsoft and Alphabet, by contrast, are priced for faster growth than they have delivered, and Palantir for a decade of 37% a year — the third most demanding assumption in the sample.

Finding 3: where the market expects almost nothing

At the other end, several companies with a record of growth are priced as if their cash flows will stall or shrink.

A negative implied growth rate means the price is below what the company's current free cash flow would be worth if it simply held steady forever at our discount rate. That is not a verdict that these shares are cheap. It is a statement that the market expects deterioration — from competition, from AI changing the product, from a business model under pressure — and the investor's job is to decide whether that fear is overdone.

It is also where a reverse DCF agrees with a different method. Adobe, PayPal and Disney all carry an A valuation grade on Arqon, whose models compare prices with six valuation approaches rather than a single one. Two methods pointing the same way is not proof, but it is a better starting point than one.

Finding 4: when the number is distorted

A reverse DCF is only as good as the cash flow it starts from, and a single year can mislead.

• Amazon (45.5%) and Tesla (39.3%) top the table mainly because their current free cash flow is small relative to their size: Amazon's free cash flow margin was about 1% after heavy investment in data centres. When a company is spending heavily on its own growth, today's free cash flow understates what the business generates, and the implied growth rate overstates what the price demands.
• Ford (−15.7%) and General Motors (−8.6%) sit at the bottom partly because carmakers' cash flows mix manufacturing with their lending arms. Their numbers are less comparable than the rest.

We kept them in the table because leaving them out would hide exactly the kind of case where the method needs judgement.

The full table

Companies are sorted from the most to the least demanding price. "Growth the price implies" is the annual free cash flow growth over ten years that makes the share price equal to the model's value. "Past revenue growth" is annualised over the company's last five annual reports.

Method

• Free cash flow per share is each company's latest annual free cash flow, expressed per share: share price × free cash flow margin ÷ price-to-sales ratio, from Arqon's public data.
• The model grows that free cash flow at a constant rate for ten years, then applies a terminal value growing at 2.5% a year, and discounts everything at 9% a year. The implied rate is solved so that the result equals the share price. It is the same calculation as Arqon's free reverse DCF calculator, so every row can be reproduced.
• Excluded: seven banks and brokers, whose free cash flow is not a meaningful measure of what shareholders earn, and seven companies with negative free cash flow, for which a DCF cannot produce a value.
• Limits: a single year of free cash flow, one discount rate for every company, and revenue growth as the point of comparison, because it is less volatile than free cash flow growth. A different discount rate moves every number; the ranking moves much less.

We plan to rerun this study every month.

Prices as of 18 September 2026. This is a study of what market prices imply, not a recommendation to buy or sell any security. Arqon is a research tool, not an investment adviser.