Siebert Blog

Priced for Perfection: The Palantir Problem

Written by Mark Malek | February 03, 2026

Palantir’s growth is undeniable—but so is its valuation.Here’s why fundamentals alone don’t decide the trade.

KEY TAKEAWAYS

    • Palantir is delivering exceptional revenue and earnings growth while expanding margins, which confirms it is a real, scalable business. These fundamentals are not speculative–they are measurable and improving.

    • The company’s cost structure is highly variable, with people as the dominant expense rather than fixed capital assets. This allows profitability to scale alongside revenue growth.

    • AI acts as a productivity enhancer rather than a disruptor for Palantir’s business model. That dynamic supports the case for sustained margin expansion over time.

    • Despite strong fundamentals, the stock has struggled because valuation expectations were stretched. Forward multiples reached extreme levels and have only partially compressed.

    • Valuation, not execution, is now the primary risk factor facing investors. Even strong growth can be overshadowed by multiple contraction.

MY HOT TAKES

    • This is exactly what “priced for perfection” looks like in practice. Great numbers don’t protect you when expectations are already extreme.

    • Multiple expansion is a bet on the future, not a reward for the present. When that future gets even slightly questioned, stocks reprice fast.

    • AI doesn’t eliminate valuation risk–it amplifies it by encouraging investors to overpay for optionality. Hope is powerful, but math always gets the last word.

    • Palantir doesn’t need to fail for the stock to disappoint. It only needs to grow slightly slower than perfection.

    • The market isn’t rejecting growth–it’s demanding proof that growth can last long enough to justify today’s price.

    • You can quote me: “Palantir isn’t priced on what it earns today, but on what it might earn years from now.

 

Expansion league. I am watching this great company. It is growing at a fast clip with EPS growth of 79% on revenue growth of 70%. Check out this chart of EPS and Revenues and keep reading.

 


 

Ok, if you looked at the chart, you would already know the company I am talking about, but please for just a moment, ignore the company and focus on the fundamentals. You can see by the chart that this company has experienced fantastic growth in the past 3 years, almost tripling revenues landing it at a cool $1.4 billion for Q4 of 25 alone. This isn’t a smallupstart with big ideas. It’s profitable and growing its earnings per share(EPS) at a quick pace as well. This is the makings of a growth company. Let’sdig in a bit further.

 

You may be thinking that a company like this is a big cash burner like so many of the growthy tech companies that we all love. Just recently I was quoted in the press as saying this earnings season seems to be marking the transition from “show me the money to show me the margins!” This company must be one of those companies that is chasing revenues at all costs .Have a look at the following chart and keep reading.

 


 

This is a 3-year chart of the company’s margins. Keep ignoring the name of the company and focus on the fundamentals. You can see that it has a cushy gross margin of 86% with operating margins of 33%. What’s more–and you can see it on the chart–margins are expanding. Wow, it has become MORE profitable over time. Let’s stop for a moment and reflect. We clearly have a company with growing profits and growing profitability. This is a classic growth company.

 

But I am sure that you have heard that growth companies have been under a bit of duress lately because investors want to see some returns for all the HUGE capital expenditures being made. This company is obviously somehow related to the AI ecosystem, which probably means it is spending lots of CAPEX. Have a look at the following chart and keep reading–stay with me.

 


 

Ok, based on this chart we can see that the company has been increasing its CAPEX (because it’s an expenditure, it is a negative number).However, if you glance at the amount spent per quarter ($13 million in Q4), itis small compared to its revenues, so CAPEX would obviously not elicit the same concerns as it would for Microsoft, Meta, or say, Tesla. “Aha,” you say, “it is in a different sub-industry!” Quite right. The bulk of this company’s revenues come from consulting. Therefore, unlike Microsoft who has to build and maintain massive, costly data centers, or Tesla which has to maintain giga factories, this company’s largest cost is not fixed, but rather–variable. It is people. Variable implies that it scales with revenues easily. The company can quite literally hire and fire along with its prospects. I know that sounds harsh, but this is big-boy/big-girl business–it’s capitalism–so bear with me for now; we will cover socialism some other day. 😉 So far, we have growing profits, growing profitability, and low, controllable overheads.

 

Well, what about artificial intelligence / AI–won’t it hurt the company’s business–impacting it like so many other companies in a service business? Quite the contrary. The company leverages AI in its core business! In fact, AI will make its biggest expense–people–even more productive allowing further margin expansion.

 

Well, if you believe in the whole AI story, it would appear–on the surface at least–that this would be a great company to invest in. A company whose stock is probably sky-rocketing. Have a look at this chart and keep reading. Almost there–be a trooper.

 


 

Wow, that doesn’t look too healthy. But how can a company with such great prospects be so…um underappreciated. Well, my friends, I will answer that in one final chart. Have a look and follow me to the finish.

 


 

This is an important chart, because it shows us… wait forit… wait for it… forward PE multiples. That is today’s stock pricerelative to expected earnings for the year. The company, which I hope you haverealized by now is Palantir, and its forward PE multiple is notoriously one ofthe largest on the S&P 500, dueling daily with the likes of TSLA–that other“growth” company with great prospects, but not much to show for financiallyjust yet. You will note from this chart that Palantir's forward PE was 246 timesearnings late last year. On its own–though it sounds big–it is meaningless, butcompared to a benchmark of something else, the picture sharpens. As Palantirwas hitting its valuation high last year, the S&P 500’s forward PE wasaround 23 times earnings, also considered expensive (many use 20 times as thebar, based on historicals). If we look at the bottom panel of the chart, thepurple line shows Palantir’s PE relative to the S&P’s. We can see that itwas 10 times more expensive than the S&P late last year! That’s a lot,trust me.

 

Now you may be wondering, “who on earth would buy a companythat is THAT expensive relative to its large cap peers?” Yes, the prospects aregreat, but how can it maintain those high valuations when it is priced forperfection. “Priced for perfection” means even at this price, it would have todeliver perfect execution to hold these levels.

 

What would that look like? Well, let’s start with the blue-chipanalysts that cover the stock. 14 of the 31 analysts who cover it rate it aBUY, 14 rate it a HOLD, while 2 think you should SELL it. Collectively(median), they believe that the company, despite adding 76% in the past 12months (even with the pullback highlighted above), the company can still climbanother 30% in the next 12 months! How can that happen?

 

Well, first of all, the company can grow its earnings byanother 30%. If the multiple stays the same, that is not far-fetchedconsidering this past quarter’s results demonstrated a 79% growth from lastyear. But wait, I have been avoiding something obvious on that chart above.That high EPS multiple I was talking about is far lower today than it was wayback in November of last year–it has compressed. It was 246 times and now it isjust 133 times. Right now, it is only 6 times more expensive than the S&P500! So, now what? Well, based on the past 2 charts it looks like this stock ison the fall with more downside than upside, especially if that PE multiplecontinues to come back down to earth in this recent compression. But even if itdoes turn around and expand again, how can it even justify the 6 times relativedifference?

 

We have to start by first explaining multiple expansion.Multiple expansion is simply the stock market willing to pay more for eachfuture dollar of earnings than it did before. The PE goes up because investorsare pricing in earnings far down the line, not what’s on the books today. Ifyou believe a company’s growth and earnings will accelerate a lot into thefuture, then by definition a high forward multiple can be justified: the stockisn’t trading on current profits but on profits that haven’t happened yet.

 

Last night’s Q4 results from Palantir Technologies showedexactly that dynamic at work: revenue of about $1.41 billion, up around 70%year-over-year, and EPS of about $0.25, beating consensus on both, withguidance that 2026 revenue will grow north of 60% again and US commercialdemand at triple-digit pace.

 

You can see why the bulls point to these numbers and say,“Yes, the multiple CAN be this high.” A company growing revenue andearnings this quickly, expanding margins, winning in both government andcommercial segments, and showing that AI is driving real customer demand isn’tbeing valued on its current earnings, but rather it’s being valued on a futurestream of earnings that might be several multiples larger than today’s. That’sthe core of the multiple-expansion argument: the market isn’t just looking atnext quarter’s EPS, it’s looking at long-term optionality and pricing in afuture where this company has moved from a high-growth software play to amission-critical AI platform.

 

But that same logic cuts the other way. If the pace slows,if competition bites, if execution isn’t perfect–or, dare say, if the tailwindof AI demand proves less persistent than hoped–then the multiple has zeromargin for error. Stocks priced for perfection can fall just as fast as theyrun up. And we already know Palantir’s forward PE remains elevated relative tothe rest of the market; it’s one of the most richly valued in the S&P 500,the kind of multiple that assumes extraordinary execution decades into thefuture.

 

So, here’s the question you have to ask yourself, not as abuy pitch but as an investor trying to reconcile price and fundamentals: Is itworth paying a valuation priced on a future that may or may not arrive? Does itdepend on believing this growth can be sustained long enough for earnings tocatch up to the multiple? Or are these old methods of valuation simply toocrude to value game-changing companies? Unfortunately, only time will tellwhether we look back on these times and wish we listened to our inner conscienceand common wisdom or we embraced the new, new thing.

 

YESTERDAY’S MARKETS

Stocks rallied yesterday helped along by a surprisingly strong manufacturing PMI which put it over 50, giving hope that the manufacturing winter may be thawing (numbers over 50 indicate expansion) even though New York harbor is far from thawing, it would seem. 😉 Investors decided to buy the dip after last Friday’s mixed-to-negative response to Kevin Warsh’s nomination–investors are still unsure if he’s a hawk or dove. Hopefully, Mr. Warsh knows the answer to that question.

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