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The rise of AI as a threat to the S&P 500 [pdf]

The rise of AI as a threat to the S&P 500 [pdf]

84 comments

·July 17, 2025

Dataset to accompany the report: https://adu.autonomy.work/posts/2025_05_21_ai_risk/

mansoor_

If the contents of the PDF were any more vague, it could be replaced by whitespace.

jschveibinz

To add to your comment: I think you could probably post an article with white space with a title "AI is going to kill [fill in the blank]" and it will at least initiate a discussion these days.

timacles

You could probably start a company with that as your mission statement and get a couple million in VC

giancarlostoro

My morals keep me poor it seems.

OldfieldFund

It might've been written by an LLM. I'm not joking.

antisthenes

It's already about 80% whitespace.

I think it doesn't even pass the bar of an undergraduate research paper.

antonvs

It's from a "totally independent, not-for-profit" research/consultancy/think tank which is "funded predominantly on a project to project basis". So this is a work product, implying all the constraints that go with that.

isoprophlex

[flagged]

RiverCrochet

Idk about putting hidden messages into our minds or BOM chemtrails but being part of a lizard people overlay network is plausible - https://arxiv.org/abs/2502.12710

yellow_lead

Adding something to the "Risks" section of your company's financial report reads more like CYA ("Cover Your Ass") than "We're afraid of AI!" behavior.

steveklabnik

Yes, the risks part of a 10-K is usually pretty comprehensive, and includes all kinds of things that may or may not be an issue: that's why they're risks, and not problems or showstoppers or something. Many of the 10-Ks I've read enumerate tons of things that have a very low chance of happening.

I'd be curious about the position of these segments in the 10-Ks, like, if they're suddenly all at the top, that's much more interesting than being tacked on to the end.

dmurray

I'm not sure the position is significant.

It's free to put any bad thing in the risks section of your 10-K; investors aren't going to shun your company over it. If you fail to put the risk in, the bad thing happens, and your company loses value, on the other hand, you may get sued for securities fraud - and courts have been oddly receptive to these suits.

It's like any other clause that gets added to any other mostly-boilerplate legal document over time: one firm adds it, pretty soon everyone copies their work and it's a standard term. It's viral. How fast this spreads among company filings is a matter of epidemiology, not something that actually tells you the companies' outlook.

steveklabnik

I'm not sure it is either, I don't read enough 10-Ks to make a strong claim here, it's just always felt like the ones I've read have been vaguely ordered by importance, and I wonder if that's actually true or not.

pyuser583

Facebook once listed "adoption of mobile devices" in the "Risks" section of their reports.

arcticfox

I mean, this was absolutely a risk to them. They could have easily lost during the transition.

omneity

They did and then spent $5B purchasing Instagram and Whatsapp to recover.

echelon

andsoitis

Why do you think Warner Bros, Fox, and Paramount are doomed?

bitmasher9

The most around content creation is eroding. We’re seeing many small AI videos become viral, and the length of some of them are reaching 5-10min.

What happens when anyone can write a script and have a feature length movie or 12 episode season.

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seydor

I would like to make a correction. "1 in X companies" should be replaced with "1 in X marketing departments". The fact that the companies talk about AI does not mean they will do anything about it. It's trendy

Permit

From the linked PDF:

> This report uses a range of cutting-edge LLM-assisted data techniques to extract key risk information from S&P 500 company filings. Following the recent boom in generative AI, we examine reported risks from these leading firms related to artificial intelligence. We clarify the extent to which firms are reporting new AI related risks, what kind of risks are being reported and what these indicate about the broader dynamics of AI in big business.

This is unrelated to marketing departments.

blharr

Company filings are basically marketing for the shareholders.

They want to mention AI to boost interest and such, and they end up mentioning AI risks to hedge/cover their backs

Zenst

Marketing and hype have, as they would say `synergised` in recent decades under new media. Which sadly distracts from the analysis of companies, which is why valuation of companies is more based on PR over assets. I would go as far as calling it hypedinflation, as all that money that ends up in the market, comes from consumers in the end.

So saying AI is the biggest threat to the S&P is glossing over the root causes. Analysts, getting sucked into the marketing hype, are self-fulfilling in that some people go on their recommendations. After all, in the past if a bank was questioned about how stable it is, could easily see a domino of withdrawals that snowballs into actualy becomming unstable, even if it wasn't before.

epolanski

I don't think those words come from ads, rather than investor reports and calls.

netrap

>> Risks to jobs rarely feature among reported risks, despite being a prominent public concern.

If there is a risk to jobs, it wouldn't show up here since actually less jobs is "good" for business...

SoftTalker

> less jobs is "good" for business

Up to a point. Then you no longer have customers.

ben_w

Everyone is incentivised to do it, even when none of them want all of them to do it.

Prisoner's dilemma, with the businesses as the 'prisoners'.

One of the ways to change the Nash equilibrium for that game is for enough people to empower some outside agent that punishes defectors. (Metaphorically, for the original prisoners in the thought experiment, a gangland boss).

benreesman

Equilibria for iterated vs. non-iterated play in the prisoner's dilemma are generally very different.

To the extent that the current leadership of government and business are facing a collective action problem it is because different actors have a different number of iterations they are optimizing for.

Put differently, when it's #CrimeSeason, you gotta get yours before the bill is due, and different crooks on different schedules.

nikolayasdf123

I think about this all the time

Nasrudith

Pretty much everything good is good only 'up until a point'. The dose makes the poison after all.

nine_k

Lower expenses is good for business. Not having to pay employees lowers expenses.

But a business needs paying customers, preferably employed by someone else. Other businesses having to pay their employees is good for business in this regard.

andsoitis

Don’t forget also that the number of businesses isn’t finite.

barbazoo

Yeah, public concerns are often diametrically opposed to corporate concerns.

psunavy03

There's a reason Henry Ford paid his employees enough to buy one of his cars.

tonyedgecombe

It is a myth that it was so they could afford one of his cars.

The reality is that he couldn’t attract the right workers because factory work is sole destroying.

scsh

And that's why he paid them in shoes.

kgwgk

Actually sitting - or even standing - at an assembly line station is sole conserving.

amelius

If AI can trade stocks and derivatives better than any humans, maybe we'll see wealth accumulation in a few large AI firms. And the stock market becomes effectively useless to the rest of us.

mu53

What AI? ML with gradient descent? Neural nets with deep learning? LLMs? Or the abstract concept of AGI that may or may not possible, but definitely isn't here yet?

Hedge funds and investment banks are already using these tools to the max, and the markets are plenty profitable for everyone

simantel

RenTec did this successfully, but their strategies didn't scale up beyond ~$30B AUM before they started moving their markets too much (with the Medallion Fund).

__MatrixMan__

It would be a reductio ad absurdum for the stock market which is long overdue.

im3w1l

I think what will happen is that ordinary people will invest in a mutual fund managed by AI and/or the funds people already invest in will start adopting AI-tooling.

I think this scenario is plausible because the path to this scenario is so smooth so it will be the default outcome unless something strange happens to prevent it.

SketchySeaBeast

I'm wondering what a market looks like where everyone is running an AI that makes the optimal purchases. The market needs bag holders.

I also don't know that it would change my behaviour. If my goal is long term investment success what's the downside of my continuing to invest in broad market funds? I don't need an AI making split second decisions if my investment horizon is still 30 years.

kjkjadksj

They already use models for trading better than any human and have probably done so since the 1950s. And what do you know, wealth accumulation has been significant over the last 70 years.

amelius

Yeah but wealth accumulation can only go so far, because at some point people will start to question the validity of the entire market.

snoman

With index funds effectively propping up the S&P etc. people are already questioning it.

Consider that millions of people are parking billions of dollars in index funds that just track the ~500 biggest companies with the expectation they’ll all just get bigger.

k-i-r-t-h-i

trading =/= investing

amelius

investing == long term trading

rickydroll

investing == (rent seeking || criminal activity) && regulatory failures

alephnerd

You do realize that all the math used in AI/ML has been heavily used in Finance for decades right?

Everything is Applied Math if you squint hard enough.

All this AI/ML doomerism and boosterism is ridiculous. If you do not understand how gradient descent works or why as of today GPUs are better suited for model training compared to CPUs you should not have a say in this discussion.

Most conversations around AI/ML appear to basically be pop-philosophy discussions that aren't even that grounded in philosophy fundamentals.

If you have trash fundamentals, you will have a trash understanding of the world.

mindwok

You can make this point without needing to insult everyone’s intelligence and gate-keep discussions about AI.

lofaszvanitt

Yeah, but AI will be banned before that happens.

dzink

Not if the lobbying budget of those making the AI money is larger than those that lose money to AI in the market.

razemio

How would you ban AI? It is unstoppable now.

lofaszvanitt

We'll see

MinimalAction

I don't understand. If AI replaces jobs by being a "cheaper" alternative, wouldn't it deliver the same productivity metrics while saving costs? This is insanely simplified, I know, but the premise holds, I feel.

_diyar

Economy grows from increased labor and capital investment. If AI is a "cheaper" alternative, ie. is more efficient with respect to capital, it needs less labor for the same output.

But now think about how most of the population can afford their lifestyle, ie. buying stuff from S&P 500 companies: selling their time as labor.

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smoothbenny

is ai anything more than a shakedown at this point?

aside from a few very specific corporate backroom use cases, the pitch for the product currently sold as “ai” is loaded with vague, unclear benefits, marginal utility, and limited real world adoption.

then there’s another product, “ai risks”, many of which are easily identifiable to an average person (layoffs, deepfakes, calculated and miscalculated state violence without accountability), and to the c-suite cause fear and panic, resulting in massive overspending to mitigate these risks, most likely by investing in a “good” ai tool to counter the “bad” ai tool.

how long can the grift continue without any actual positive product to purchase?

simonw

They used LLMs to look at the risk disclosures in recent 10-K filings, and found that 3/4 of S&P 500 companies mentioned additional AI risks compared tot heir own previous 10-K - AI-driven cyber attacks, deepfakes, energy demands, regulation (AI EU act) etc.

quickthrowman

It’s free to list AI as a risk in a 10K filing to the SEC.

It’s a lot more expensive to pay out a securities fraud settlement if you don’t list it and then suffer a loss that can be pinned on ‘AI’.

elictronic

It’s like all the stupid user license agreement stupidity.

I look forward to the eventual lawsuit against companies hiding their actual risks in the chaff. Do not use your groin to stop the chainsaw. (To any lawyers, this is the chaff).

curious_cat_163

And, so what?

simonw

I was helping people out who need to know if the PDF was worth their time or not.

MarkusQ

The only risk this report clearly shows is the existential risk AI poses to consulting firms that specialize in writing vacuous reports. Anyone who makes their living writing pompous puffballs of poop like this should be really, really worried.