Form 10-K(AI)

Annual report on AI talk across the S&P 500

The quest

OpenAI released ChatGPT to the public on November 30, 2022. Almost four years later, AI is everywhere: we see it and hear about it every day. A big part of the economy now rides on the hope (or the fear) that this technology will keep advancing at an unprecedented pace, push our productivity to levels we've never seen, and fundamentally change our lives, for better or worse. So every company seems to be talking about AI nonstop, tech company or not, afraid of being left behind. I wanted to find out: are they just talking about AI, or actually investing in it? And does all that AI talk pay off financially in the end?

To find out, I went through the annual reports (10-Ks) of every company in the S&P 500, starting with the last report each one filed before ChatGPT launched and including every report since: 2,438 in all. I found every mention of AI (and phrases that mean the same thing), compared all that talk with what the companies spent and how they performed financially, and set out to answer the ultimate question: do the big AI talkers outperform their peers financially? I'll reveal the verdict at the end. First, come along for the ride.

The surge

From a third to nearly all

To my surprise, even before ChatGPT went public, a third of S&P 500 companies were already mentioning AI in their annual reports. Less surprising: four years later, nearly all of them do, from software makers to soda makers.

ChatGPT launch
AI mentions per 10K words

One square per company, grouped by sector, darker = more AI talk. Sectors are the official S&P sectors, with tech split into Software, Tech hardware and Semis. Drag the slider or press play to move through the years; tap a square to read that company's AI sentences from that year's report. First Republic and Signature Bank, unlike other banks, filed their reports with the FDIC instead of the SEC, so there are none to read.

The sunrise

Who spoke first, who spoke most, who never did

MidnightBefore Nov 30, 2022 (ChatGPT launch)

Up before dawn

Although 161 of 498 S&P 500 companies already mentioned AI in their last report before ChatGPT, more than I expected, not a single one of them mentioned "generative AI" - the kind ChatGPT made famous.

One star per company, from its last report before ChatGPT; the brighter the star, the more AI talk. Switch to generative AI to see who mentioned it: "generative AI", "GenAI", "large language models" (LLMs), "foundation models", or "frontier models", the type of AI ChatGPT is built on. Hover or tap a star; names appear once you answer the quiz below.

The visionary

One company was wide awake: it talked about AI more than any other S&P 500 company before ChatGPT existed. Guess who.

From an annual report filed March 18, 2022

Indicate by check mark which company filed this report:

AI mentions per 10K words
The top 5 companies' last annual reports before ChatGPT launched. Names appear when you guess.

DawnA year after ChatGPT launch

The first 22

In the year after ChatGPT launched, 22 of 498 companies talked about "generative AI" in their next annual report. Nobody did in December 2022; Adobe was first, 48 days after launch. Not on the list: Alphabet, Amazon and Apple.

Each chip is a company, placed on the day it filed its first annual report after ChatGPT. Generative AI here means "generative AI", "GenAI", "large language models" (LLMs), "foundation models", and "frontier models", the type of AI that ChatGPT is built on. Tap a chip to read what it said.

High noonToday

ChatGPT is months old

Real ages of tech milestones in years, next to ChatGPT's age in months. Both update on their own as time passes.

A long tail

Back to all AI talk (instead of only generative AI), since these days companies mostly mean GenAI when they say AI. Averaged across all its reports since 2022, the middle S&P 500 company (Disney) mentions AI about once per 10,000 words. The top five talk far more: Nvidia (35), Microsoft (26), Adobe (24), Alphabet (18) and AMD (18), and none of them is a surprise.

One bar per company, sorted from least to most AI talk: its average AI mentions per 10,000 words across its annual reports filed 2022 to 2026. Dashed line = the median company (Disney). Hover or tap the chart to see each company.

Still in the dark at noon

In their latest reports, 474 of 491 companies (97%) mention AI. 14 haven't mentioned it once since ChatGPT. Most sit where you'd expect: water and gas utilities, oil and gas, fertilizer, steel and cardboard boxes. A few are surprises.

Materials 5

  • CF IndustriesFertilizer maker
  • MosaicFertilizer maker
  • NucorSteelmaker
  • Packaging Corp. of AmericaCardboard box maker
  • Steel DynamicsSteelmaker

Health care 3

  • Bio-TechneLife-science research toolsSurprise
  • TeleflexMedical devices
  • West Pharmaceutical ServicesDrug-packaging maker

Utilities 2

  • American Water WorksWater utility
  • Atmos EnergyNatural gas utility

Energy 2

  • APAOil and gas producer
  • EQTNatural gas producer

Discretionary 1

  • GarminGPS gadgets and smartwatchesSurprise

Comm services 1

  • Live Nation EntertainmentConcerts and TicketmasterSurprise

Garmin makes smartwatches and GPS gadgets. Bio-Techne sells life-science research tools, a field where AI is booming. Live Nation runs Ticketmaster, one of the biggest ticketing platforms. American Water mentions "intelligent automation", but not AI.

The mood

Hope or worry?

I sorted every AI mention into one of two moods. Hopeful: selling AI, using it, or investing in it. Worried: its risks, like competition, regulation and security. As more companies talked about AI, the tone flipped. In 2022 filings, over three-quarters of AI mentions were hopeful, about how AI could transform the business. By 2026, about two-thirds were worried about the harm it could do. That's an astonishing change of tone in just four years.

Share of all AI mentions in each year's reports. Each mention takes the label of its passage.

All but two sectors turned worried

In 2022 filings, 8 of the 9 sectors with enough AI talk to count sounded more hopeful than worried. By 2024, only Software and Semis did, and they still do. Elsewhere, hope stayed around one mention per 10,000 words or less while worry kept climbing.

ChatGPT launch
The average company's hopeful (left) and worried (right) AI mentions per 10,000 words, by sector. Sectors that sounded more hopeful than worried sit above the line; the rest sit below. Even = the two numbers match. Sectors with fewer than 20 AI mentions that year show "too few". Drag the slider or press play to move through the years.

Copy, paste, worry

AI worry comes in three kinds: legal and reputational risk (49% of worried mentions), security (30%) and competition (21%). For each one, companies reached for boilerplate: these sentences appear in the same words in different companies' annual reports.

Security threat

"The rapid evolution and increased adoption of artificial intelligence technologies may intensify our cybersecurity risks."

19

companies. 16 word for word; 3 say "AI" or add "and machine learning". First: Campbell's, September 2023.

  • Campbell's
  • Starbucks
  • Jacobs
  • Mondelez
  • Chipotle
  • Church & Dwight
  • International Paper
  • HCA Healthcare
  • Molson Coors
  • UPS
  • Danaher
  • Vulcan Materials
  • IDEX
  • Chubb
  • TransDigm
  • Kimberly-Clark
  • Celanese
  • Trane
  • Verizon

Competition threat

"Our competitors or other third parties may incorporate AI into their..."

26

companies, same opening. First: Adobe, January 2024.

  • Adobe
  • Cummins
  • Welltower
  • Kroger
  • Estée Lauder
  • Emerson
  • Hilton
  • Pentair
  • Stanley Black & Decker

MSCI's extension, February 2024"... more quickly or more successfully than us, which could impair our ability to compete effectively."

  • MSCI
  • Equity Residential
  • Invitation Homes
  • Equifax
  • Roper
  • Match Group
  • Fortive
  • United Airlines
  • Autodesk
  • Jacobs
  • American Airlines
  • Capital One
  • Northern Trust
  • Baker Hughes
  • Etsy
  • Dollar Tree
  • Qorvo

Legal and reputational threat

"As with many innovations, AI presents risks and challenges that could..."

11

companies. First: Adobe, January 2022.

Adobe's original, January 2022"... affect its adoption, and therefore our business."

  • Adobe
  • Autodesk
  • Microsoft
  • S&P Global
  • CDW

Intuit's remix, September 2023"... adversely impact our business."

  • Intuit
  • Cognizant
  • Danaher
  • Illumina
  • Ingersoll Rand
  • IDEX
Each scrap is one sentence and every company whose annual report used it, in the order they first did. Highlighted words are shared by every company listed under them. "AI" and "artificial intelligence" count as the same words. Counted by company, from the full text of every annual report. Hover or tap a name for its filing date.

The receipts

Money where their mouth is?

Talk is cheap. If companies believed their own AI talk, they'd spend on it: data centers, chips, servers. The closest public number is capex, what a company spends on buildings and equipment. No company reports its AI spending separately, so capex is a signal, not a measure.

Here is capex as a share of revenue, year by year, in the five sectors where capex is indicative of AI spending. Software's share climbs from 7.2% to 24%, but void its two biggest spenders and the rest of the sector went from 2.5% to 1.7%. Semis spent a smaller share. Utilities spent more across the board, and they barely talk about AI.

SOFTWARE

23 COMPANIES


CAPEX AS % OF REVENUE

FY20217.2%

FY20228.0%

FY20239.8%

FY202414%

FY202524%


INCL. MICROSOFT

INCL. ORACLE

= 97% OF FY2025 CAPEX

TOTAL7.2% → 24%

COMM SERVICES

17 COMPANIES


CAPEX AS % OF REVENUE

FY202110%

FY202213%

FY202311%

FY202413%

FY202518%


INCL. ALPHABET

INCL. META

= 69% OF FY2025 CAPEX

TOTAL10% → 18%

SEMIS

20 COMPANIES


CAPEX AS % OF REVENUE

FY202112%

FY202214%

FY202314%

FY202411%

FY20258.6%


INCL. MICRON

INCL. INTEL

= 60% OF FY2025 CAPEX

TOTAL12% → 8.6%

TECH HARDWARE

16 COMPANIES


CAPEX AS % OF REVENUE

FY20213.1%

FY20222.9%

FY20233.0%

FY20242.6%

FY20253.1%


INCL. APPLE

INCL. HPE

= 71% OF FY2025 CAPEX

TOTAL3.1% → 3.1%

UTILITIES

25 COMPANIES


CAPEX AS % OF REVENUE

FY202129%

FY202230%

FY202334%

FY202435%

FY202538%


INCL. DUKE ENERGY

INCL. SOUTHERN

= 19% OF FY2025 CAPEX

TOTAL29% → 38%

Capex as a share of revenue for the whole sector: all its companies' capex divided by all their revenue, for the companies that reported all five years. "Void the giants" takes out the sector's two biggest spenders in fiscal 2025.

Did the hopeful spend more?

Mostly not. Each receipt lists a sector's five biggest and five smallest spenders in fiscal 2025, the latest year every company has reported. Circled names are the sector's five loudest hopeful AI talkers. In Semis, 3 of them (Nvidia, Qualcomm and Broadcom) are among the five smallest spenders as a share of revenue. Only in Comm services do the loud and the big spenders overlap: Lumen Technologies, Meta, Alphabet and AT&T.

Rank spenders by

Circled = one of the sector's five loudest hopeful AI talkersHopeful AI mentions per 10K words

SOFTWARE

FY2025 · 23 COMPANIES


TOP 5 SPENDERS

Microsoft$116B23

Oracle$56B14

IBM$1.1B19

ServiceNow$870M22

Accenture$600M9.6

✂ · · · 13 MORE IN BETWEEN · · ·

BOTTOM 5 SPENDERS

Trimble$30M7.8

Gen Digital$20M7.8

Tyler Technologies$20M0.3

Verisign$20M1.9

PTC$10M0.8

TOP 5 SPENDERS

Oracle83%14

Microsoft35%23

Paycom13%2.6

Akamai12%7.5

ServiceNow6.5%22

✂ · · · 13 MORE IN BETWEEN · · ·

BOTTOM 5 SPENDERS

Tyler Technologies0.7%0.3

Autodesk0.6%2.0

Gen Digital0.4%7.8

Intuit0.4%7.0

PTC0.4%0.8

COMM SERVICES

FY2025 · 17 COMPANIES


TOP 5 SPENDERS

Alphabet$91B16

Meta$70B10

AT&T$21B2.8

Comcast$12B0.0

Charter Communications$12B0.0

✂ · · · 7 MORE IN BETWEEN · · ·

BOTTOM 5 SPENDERS

News Corp$430M2.6

Electronic Arts$230M0.8

Take-Two Interactive$160M0.2

Omnicom Group$150M1.7

Match Group$60M2.3

TOP 5 SPENDERS

Lumen Technologies35%3.0

Meta35%10

Alphabet23%16

Charter Communications21%0.0

AT&T17%2.8

✂ · · · 7 MORE IN BETWEEN · · ·

BOTTOM 5 SPENDERS

Fox2.9%0.0

Take-Two Interactive2.4%0.2

Match Group1.6%2.3

Netflix1.5%0.0

Omnicom Group0.9%1.7

SEMIS

FY2025 · 20 COMPANIES


TOP 5 SPENDERS

Micron$16B7.5

Intel$15B13

Nvidia$6.0B27

Texas Instruments$4.5B0.0

Applied Materials$2.3B4.3

✂ · · · 10 MORE IN BETWEEN · · ·

BOTTOM 5 SPENDERS

Skyworks$200M1.4

Monolithic Power Systems$170M0.2

Qorvo$130M1.2

Microchip Technology$90M1.8

SolarEdge$20M0.9

TOP 5 SPENDERS

Micron42%7.5

Intel28%13

Texas Instruments26%0.0

First Solar17%0.6

Applied Materials8.0%4.3

✂ · · · 10 MORE IN BETWEEN · · ·

BOTTOM 5 SPENDERS

Nvidia2.8%27

Qualcomm2.7%14

SolarEdge2.0%0.9

Microchip Technology1.9%1.8

Broadcom1.0%14

TECH HARDWARE

FY2025 · 16 COMPANIES


TOP 5 SPENDERS

Apple$13B0.0

HPE$2.3B12

Corning$1.3B0.9

Amphenol$1.0B2.3

TE Connectivity$940M1.6

✂ · · · 6 MORE IN BETWEEN · · ·

BOTTOM 5 SPENDERS

CDW$120M2.5

Teledyne Technologies$120M0.7

Zebra Technologies$90M2.8

Enphase$40M0.5

F5$40M6.8

TOP 5 SPENDERS

Corning8.2%0.9

HPE6.7%12

TE Connectivity5.4%1.6

Amphenol4.3%2.3

Apple3.1%0.0

✂ · · · 6 MORE IN BETWEEN · · ·

BOTTOM 5 SPENDERS

HP1.6%3.2

Zebra Technologies1.6%2.8

F51.4%6.8

Arista Networks1.3%16

CDW0.5%2.5

UTILITIES

FY2025 · 25 COMPANIES


TOP 5 SPENDERS

Duke Energy$14B0.8

Southern$13B0.1

PG&E$12B0.0

Sempra Energy$11B0.1

Exelon$8.5B0.1

✂ · · · 15 MORE IN BETWEEN · · ·

BOTTOM 5 SPENDERS

Evergy$2.8B0.6

NiSource$2.8B0.9

Pinnacle West$2.6B2.0

Alliant Energy$2.3B0.0

NRG Energy$1.1B1.0

TOP 5 SPENDERS

Sempra Energy77%0.1

Atmos Energy76%0.0

American Water Works61%0.0

Entergy59%0.3

Alliant Energy52%0.0

✂ · · · 15 MORE IN BETWEEN · · ·

BOTTOM 5 SPENDERS

Eversource31%0.2

Consolidated Edison28%0.0

Public Service Enterprise Group27%0.7

Constellation Energy12%0.5

NRG Energy3.7%1.0

Capex = all spending on buildings and equipment, not just AI (no company reports AI spending separately). Fiscal 2025 = each company's year that mostly fell in 2025. Five sectors where capex is indicative of AI spending: Software, Comm services (Alphabet and Meta), Semis, Tech hardware and Utilities (power for data centers). Switch between capex as a share of revenue and in dollars.

The grand total

The ten biggest capex spenders of fiscal 2025, in any sector except Financials (for banks and insurers, capex isn't a meaningful measure). Six of them are building for AI: $481B together, against $93B for the other 4, which are oil, stores and phones. Apple (#14) and Intel (#11) just miss it. Major chip companies that benefit from the AI boom are surprisingly missing from the top 10: Nvidia ranks #32, AMD #152 and Broadcom #201.

THE TOP 10 CAPEX SPENDERS

FY2025


#COMPANY$% OF REV.TALK

AI BUILD-OUT

1Amazon$132B18%5.2

2Microsoft$116B35%23

3Alphabet$91B23%16

4Meta$70B35%10

5Oracle$56B83%14

10Micron$16B42%7.5

SUBTOTAL$481B

EVERYTHING ELSE

6ExxonMobil$28B8.5%0.5

7Walmart$27B3.7%2.5

8AT&T$21B17%2.8

9Chevron$17B9.2%1.1

SUBTOTAL$93B

SURPRISE NO-SHOWS

11Intel$15B28%13

14Apple$13B3.1%0.0

32Nvidia$6B2.8%27

152AMD$1B2.8%28

201Broadcom$0.6B1.0%14

Capex in fiscal 2025, in billions of dollars and as a share of revenue. Talk = hopeful AI mentions per 10,000 words in the same report. AI build-out = companies whose capex is likely indicative of AI spending: data centers (Amazon, Microsoft, Alphabet, Meta, Oracle) and memory chips for AI servers (Micron). Not all of their capex is AI.

The verdict

Does AI talk pay off?

Time for the ultimate question. There are many ways to measure a company's financial performance, but to keep it simple, I use stock returns: what $100 in a company's stock became, dividends included. First, your turn: six annual reports, six calls.

Each round: $100 in the stock on the day its annual report came out, held 12 months. Sector = the average of the other companies in its sector over the same dates. The name shows after you answer.

The AI talk index

Now as a strategy. Every April 1, when most annual reports are fresh, read each company's latest report and buy the ones with more hopeful AI talk than their sector's middle company. Hold a year, then rebalance with the new reports. How does it compare with investing in the quiet companies (those with less hopeful AI talk), and in the S&P 500?

The hopeful talkers ended at $166, the quiet companies at $157. Simply buying the S&P 500 beat both: $194.

DATEHOPEFUL TALKERSQUIETS&P 500
Opening depositApril 1, 2023 $100$100$100
RebalancedApril 1, 2024 $120$117$129
RebalancedApril 1, 2025 $124$122$141
RebalancedApril 1, 2026 $144$143$166
TodayOctober 23, 2026 $166$157$194

NO CLEAR LINKS&P 500 BEAT BOTH

Underlined = the account ahead on that date. Hopeful AI talk = selling, using or investing in AI, per 10,000 words. Each April, within each sector, the talkers are the companies above the sector's middle company (any hopeful talk, when the middle company has none); the rest are quiet. Each basket weights every company the same, and each sector by its number of companies; the S&P 500 weights by company size, which is why its giants pulled it ahead. In the first year, 80 of the 497 picks used a report filed before ChatGPT (companies whose fiscal year doesn't end in December), so that year isn't strictly apples to apples. The last year runs only to October 23, 2026.

Same index, sector by sector

Same rule, one sector at a time, sorted by how far the talkers' $100 ended ahead of the quiet companies'. In Semis and Comm services, the talkers ended far ahead (+128% and +94%), led by Micron and Nvidia in Semis and by Alphabet and Meta in Comm services. Only Comm services' talkers were ahead every single year. In five sectors, they fell behind.

SECTORTALKERS BEHINDTALKERS AHEAD$100 BECAMELEADEACH YEAR

Semis$408 vs $179 $408 vs $179 +128%

Comm services$210 vs $108 $210 vs $108 +94%

Tech hardware$351 vs $263 $351 vs $263 +34%

Discretionary$160 vs $120 $160 vs $120 +33%

Industrials$179 vs $162 $179 vs $162 +10%

Staples$112 vs $103 $112 vs $103 +9%

Software$134 vs $130 $134 vs $130 +3%

Real estate$142 vs $140 $142 vs $140 +1%

Health care$130 vs $150 $130 vs $150 -13%

Financials$168 vs $195 $168 vs $195 -14%

Energy$182 vs $214 $182 vs $214 -15%

Utilities$112 vs $151 $112 vs $151 -26%

Materials$88 vs $133 $88 vs $133 -34%

Lead = the talkers' $100 against the quiet companies' $100 at the end, rebalanced every April as above: solid bars ahead, hatched bars behind. Each year: one dot per full year (April 2023 to 2024, 2024 to 2025, 2025 to 2026), filled when the talkers did better that year. With 13 sectors, a big lead or two could be luck.

The verdict, in short

So does all the AI talk pay off? Not by itself. In a few sectors, the companies that talked up AI did much better than their quiet peers. In others, they did worse, and across the whole market it was a wash. AI talk alone isn't a stock tip.

ACROSS THE S&P 500

No effect.

Rebalanced every April, the hopeful talkers barely edged out the quiet companies, $166 vs $157. Simply owning the S&P 500 beat both: $194.

CASE CLOSED

SECTOR BY SECTOR · IT DEPENDS

Talkers far ahead

  • Semis+128%
  • Comm services+94%

Talkers comfortably ahead

  • Tech hardware+34%
  • Discretionary+33%

No real difference

  • Industrials+10%
  • Staples+9%
  • Software (surprise)+3%
  • Real estate+1%

Talkers behind

  • Health care-13%
  • Financials-14%
  • Energy-15%
  • Utilities-26%
  • Materials-34%

Surprisingly, in Software, home of the loudest AI talk, it made no real difference: the SaaSpocalypse sell-off didn't discriminate, hitting talkers and quiet companies alike.

The lookup

Look up a company

Every company in the study has a file: how much it talked about AI each year, what it said in its latest report, what it spent, and what $100 in its stock did since ChatGPT launched.

Try

Loading the files…

AI talk = mentions per 10,000 words in each year's annual report (green = hopeful, red = worried); rank = its place in its sector by AI talk in its latest report. Quotes are sentences from its latest annual report. Capex = all spending on buildings and equipment, not just AI; not shown for Financials. $100 on November 30, 2022, held to October 23, 2026, dividends included; sector = the average of the other companies in its sector; S&P 500 = the index fund (SPY).

The fine print

Data as of October 23, 2026
Stock prices through October 23, 2026; annual reports through October 20, 2026. "2026" means 2026 so far.
The companies
The 500 companies in the S&P 500 on Dec 31, 2022. Companies added later aren't included; the ones that left are. (Using today's list would only include companies that did well enough to stay.)
The reports
2,438 annual reports (10-Ks) filed with the SEC: each company's last report before ChatGPT, plus every report since. Years are the year a report came out.
AI talk
Mentions of AI terms (AI, machine learning, large language models and similar) per 10,000 words. Product names like ChatGPT or Copilot don't add to the count.
Hopeful or worried
An AI model (Claude Sonnet 5.5) labeled each AI passage. On 151 test passages, it agreed 94% of the time with a second set of labels (made by a larger AI model, partly checked by me).
Financial performance
Measured by stock returns (dividends included), not revenue or profit.
Not investment advice
A personal data project. Past returns don't predict future ones.
Sources
SEC filings and financial data. Labels by Claude Sonnet 5.5.