
AI's Overlooked $97 Billion Contribution to the Economy
First-quarter 2025 GDP was down an annualized 0.5%. Labor productivity growth ticked up a respectable but hardly transformative 2.3% in 2024, following a few lean years of gains and losses. Is AI overhyped?
Only if you look exclusively at GDP. Our research, with Felix Eggers, widens the lens and finds that Americans already enjoyed roughly $97 billion in 'consumer surplus' from generative AI tools in 2024 alone. Consumer surplus—the difference between the maximum a consumer is willing to pay for a good or service and its actual price—is a more direct measure of economic well-being than GDP. Generative AI's $97 billion in consumer surplus dwarfs the roughly $7 billion in U.S. revenue recorded by OpenAI, Microsoft, Anthropic and Google from their generative AI offerings last year. It doesn't appear in GDP because most of the benefit accrues to users rather than the companies.
Economists have heard this story before. Personal computers failed to improve measured productivity significantly for nearly two decades after they were introduced to office desks. As Robert Solow famously quipped in 1987, 'You can see the computer age everywhere but in the productivity statistics.' ChatGPT reached 100 million users in two months, yet productivity still behaves as if it were 2015—when the AI chatbot didn't even exist.
There are structural reasons for the lag. Translating a flashy demo into organization-wide workflows requires new software, retraining and—most crucially—an overhaul of management practices. In the short run, many firms pay twice: first for the AI software and then for employees to learn how to use it. Payoffs often come later, through complementary investments such as redesigned supply chains or revised legal processes. The costs are counted today; many benefits arrive tomorrow, leading to a productivity J-curve.
The larger issue is conceptual. GDP captures the value of most things bought and sold. But with few exceptions, free goods are invisible in the GDP numbers, even if they make consumers better off. When a consumer takes advantage of a free-tier chatbot or image generator, no market transaction occurs, so the benefits that users derive—saving an hour drafting a brief, automating a birthday-party invitation, tutoring a child in algebra—don't get tallied. That mismeasurement grows when people replace a costly service like stock photos with a free alternative like Bing Image Creator or Google's ImageFX.
To bridge the gap, we developed a measure, GDP-B (B for benefits), in our forthcoming paper with Erwin Diewert, Mr. Eggers and Kevin Fox. Rather than asking what people pay for a good, we ask what they would need to be paid to give it up.
In late 2024, a nationally representative survey of U.S. adults revealed that 40% were regular users of generative AI. Our own survey found that their average valuation to forgo these tools for one month is $98. Multiply that by 82 million users and 12 months, and the $97 billion surplus surfaces.
William Nordhaus calculated that, in the 20th century, 97% of welfare gains from major innovations accrued to consumers, not firms. Our early AI estimates fit that pattern. While the consumer benefits are already piling up, we believe that measured GDP and productivity will improve as well. History shows that once complementary infrastructure matures, the numbers climb.
Tyler Cowen forecasts a 0.5% annual boost to U.S. productivity, while a report by the National Academies puts the figure at more than 1% and Goldman Sachs at 1.5%. Even if the skeptics prove right and the officially measured GDP gains top out under 1%, we would be wrong to call AI a disappointment. Life may improve far faster than the spreadsheets imply, especially for lower-income households, which gain most, relative to their baseline earnings, from free tools.
As more digital goods become available free, measuring benefits as well as costs will become increasingly important. The absence of evidence in GDP isn't evidence of absence in real life. AI's value proposition already sits in millions of browser tabs and smartphone keyboards. Our statistical mirrors haven't caught the reflection. The productivity revolution is brewing beneath the surface, but the welfare revolution is already on tap.
Mr. Collis is an assistant professor at Carnegie Mellon University's Heinz College of Information Systems and Public Policy. Mr. Brynjolfsson is a professor at Stanford and co-chairman of Workhelix, a company that assesses machine-learning opportunities.
Hashtags

Try Our AI Features
Explore what Daily8 AI can do for you:
Comments
No comments yet...
Related Articles


Time of India
an hour ago
- Time of India
South Korea delays decision on Google's request for map data exports
South Korea delayed a decision on Friday on a request from Google for permission to export map data, following U.S. pressure to address what Washington regards as a non-tariff barrier during recent trade talks, its transport ministry said. South Korea and the United States are preparing for a summit of their leaders, possibly this month, after reaching a trade deal in late July, but it was not clear whether the map issue will be discussed at the meeting. South Korea previously rejected requests from Google, whose parent is Alphabet, for permission to use map data on servers outside the country, in 2016 and 2007, citing security concerns. South Korea's Ministry of Land, Infrastructure and Transport said in a statement its National Geographic Information Institute had decided to postpone the decision for 60 days to give Google time to come up with measures that address its security concerns. Google has said there were no security concerns about its mapping data on South Korea, saying the data are publicly available and used by a number of companies, after going through a security review by a government agency. The company said, however, it is closely discussing with the South Korean government about taking any other security measures requested by the authorities, while considering plans to purchase blurred images from local partners which have been approved by the government. South Korea, whose 1950-53 war with North Korea ended without a peace treaty, argues that if it allowed such data to leave the country, the locations of military facilities and other sensitive sites could be revealed. But the U.S. said restrictions on cross-border data flows have long served as barriers to operating navigation services through Google Maps and Apple Maps, resulting in U.S. companies losing out in the South Korean market. South Korea had not made concessions on the map issue and also on further opening up agriculture, despite early and intense bilateral talks, presidential adviser Kim Yong-beom had said. Google said the lack of data restricts its Google Maps services in Korea , causing major inconveniences to foreign tourists. Late last month, Transport Minister Kim Yoon-duk said South Korea needed to be "very cautious" about granting map access, saying defence and public safety were prioritised over trade.


Hindustan Times
an hour ago
- Hindustan Times
Know why thousands are slamming OpenAI's 'horrible' GPT-5 on social media
It seems that not many ChatGPT users are happy with OpenAI's next-generation AI model, GPT-5. In less than 24 hours since its launch on Thursday, multiple social media platforms, especially Reddit, were flooded with posts criticizing the new AI model, as several people were not much impressed with the next generation of ChatGPT, TechCrunch reported. ChatGPT is the one of the most used AI app(Photo: Adobe Illustrator) On August 7, OpenAI held an hour-long broadcast, where CEO Sam Altman and others detailed various features of GPT-5, including the capabilities and improvements in the new model over its predecessor, GPT-4o Thousands trash GPT-5 on Reddit Within hours after the launch of GPT-5, a thread titled 'GPT-5 is horrible' started getting significant attention on Reddit and was soon filled with various comments criticising the new AI model. As of now, the threat has received about 4,500 upvotes and more than 1,700 comments, with most of them slamming OpenAI for its latest launch. Commenting on GPT-5, one person wrote, "I like how the demo they were like – 'if it gets something wrong, no worries, just ask again. I'm actually going to run 3 prompts at once and pick my favorite.' Like, how is that better?" Another user added that it looks more like an "OpenAI version of 'Shrinkflation'". A third person added, "Answers are shorter and, so far, not any better than previous models. Combine that with more restrictive usage, and it feels like a downgrade branded as the new hotness." Moreover, there were several others who stated that they are already missing the previous 4o and 4.1 models. "I miss 4.1. Bring it back," read one comment. Another one suggested that OpenAI should have allowed users to "keep the old models while they fix the new one." Apart from this, OpenAI is even facing major backlash from its ChatGPT Plus subscribers, since several of them believe that the new AI model only limits the functionality of the paid subscription. Also Read: OpenAI's GPT-5, an AI model everyone seemed to be waiting for, goes Live As per TechCrunch, GPT-5 Thinking model has been restricted to 200 messages a week, while Plus subscribers do not have access to the wide variety of AI models that earlier remained available. "ChatGPT literally got worse for every single Plus user today," read a post on X. Notably, Tesla and SpaceX CEO Elon Musk also attacked OpenAI over its latest release and claimed that his company xAI's AI model, Grok 4, is far superior than GPT-5. "Grok 4 Heavy was smarter 2 weeks ago than GPT5 is now and G4H is already a lot better. Let that sink in," the world's richest person said. Several users have talked about GPT-5 performing below expectations and even "worse than 4o" Also Read: Elon Musk's string of warnings for OpenAI, Satya Nadella after GPT-5 release: 'Grok will…' FAQs Is ChatGPT 5 available? GPT-5 was unveiled on August 7. How much is ChatGPT 5? All users have received access to GPT-5, including those using the free version. But people with a $200-a-month 'Pro' subscription have unlimited access to the new AI model, as per The Washington Post. Is GPT-4.5 coming out? It came out earlier this year.


Time of India
an hour ago
- Time of India
Sam Altman has gone from 'feeling sad' for Elon Musk to 'not thinking about him much' amid GPT 5 launch: Inside the simmering tech rivalry
— elonmusk (@elonmusk) A Long-Standing Feud Born From Shared Beginnings From Admiration to Disillusionment — ns123abc (@ns123abc) Altman's Lighthearted Jabs Reflect Growing Confidence The Battle for AI Talent and Future Growth OpenAI's Cautious Approach to Going Public A Rivalry That Defines AI's Future The ongoing rivalry between OpenAI CEO Sam Altman and Tesla's Elon Musk took center stage once again this week after Microsoft revealed plans to integrate OpenAI's latest GPT-5 model across key platforms like Microsoft 365 Copilot , GitHub Copilot, and Azure AI Foundry . In response, Musk tweeted a bold warning: 'OpenAI is going to eat Microsoft alive.'Microsoft CEO Satya Nadella quickly sought to ease concerns. Posting on X, Nadella wrote, 'People have been trying for 50 years and that's the fun of it! Each day you learn something new, and innovate, partner, and compete.' Nadella also expressed enthusiasm for Musk's own Grok 4 chatbot , currently in limited preview on it was Altman's sharp remarks during a CNBC 'Squawk Box' interview that stole the spotlight. Asked about Musk's comments, Altman responded casually, 'You know, I don't think about him that much.' He further questioned the meaning behind Musk's tweets and remarked on the billionaire's frequent public criticisms of OpenAI: 'I thought he was just, like, tweeting all day about how much OpenAI sucks, and our model is bad, and, you know, we're not gonna be a good company and all that.'The tension between Altman and Musk runs deep. The two co-founded OpenAI in 2015 with the shared vision of steering artificial intelligence development towards a safe and equitable future. Over time, their paths diverged sharply. Musk grew critical of OpenAI's transition to a for-profit model backed by Microsoft, even filing — then dropping — a lawsuit alleging breach of this year, Musk attempted to buy the nonprofit entity controlling OpenAI for a staggering $97.4 billion, an offer Altman rebuffed on social media with a cheeky, 'No thank you but we will buy Twitter for $9.74 billion if you want.' Altman later told CNBC he believed Musk's bid was intended to 'slow down a competitor.'In a candid New York Times DealBook summit interview last year, Altman revealed his complicated feelings about Musk: 'This is tremendously sad. I grew up with Elon as like a mega hero. I thought what Elon was doing was absolutely incredible for the world.' But the admiration gave way to distance: 'I have different feelings about him now, but I'm still glad he exists.'Altman described Musk as a builder and visionary who pushed many, including himself, to think bigger. Yet, he expressed sadness over Musk's turn to public criticism and legal disputes instead of focusing purely on competition and rivalry also spills into broader tech and political arenas. In a Bloomberg interview, Altman offered a playful but pointed response to questions about his current relationship with Musk: 'How do you think?' This brief reply conveyed both resignation and a growing ease with the competitive Musk's recent political foray with the so-called America Party, Altman showed clear disinterest, shrugging off the topic and admitting he had little knowledge about the personal tensions, Altman also discussed the fierce scramble for AI talent in the tech industry. 'This is the most intense talent market I have seen in my career,' he said on CNBC, pointing to rivals like Meta offering massive compensation packages to lure top the buzz around a few star names, Altman emphasized the depth of the talent pool: 'There are many thousands of people we could find, and probably tens or hundreds of thousands around the world capable of doing this kind of work.' When pressed on who might unlock the breakthroughs necessary to reach AI superintelligence , he suggested a small but powerful group would drive those public is increasingly curious about OpenAI's future, especially with rumors about a possible IPO. Altman acknowledged this interest but reiterated the company is not in a rush to go public. He pointed to operational complexities and the company's heavy investment in computing power as reasons for remaining private.'I have very conflicted — no, I have negative feelings — about how much growth happens in private markets and how not every investor gets access to this phase of growth,' he explained. Still, Altman remains optimistic about OpenAI's long-term potential: 'Whenever we do go public — if we ever go public — I think there will be tremendous upside left in front of the company.'The back-and-forth between Altman and Musk illustrates more than personal animosity — it highlights competing visions for AI's future and the complex dance between cooperation, competition, and corporate control in one of technology's most transformative fields. As Altman's snappy responses suggest, the rivalry is not just alive but intensifying — shaping the way AI evolves in the years to come.