Deflationary effect of AI

Extracted Attributes

• Impact on Software Pricing

  Decimation of legacy per-seat pricing models in favor of headless execution platforms

• Primary Economic Mechanism

  Substituting computation for labor, tokenization for bureaucracy, and automation for scarcity

• Logistics and Waste Cost Reduction

  5% to 12% reduction via predictive analytics and AI-optimized logistics

• Annual Labor Productivity Growth Projection

  0.1% to 0.6% through 2040

Timeline

• AllianceBernstein publishes an analysis on the potential deflationary effects of AI-driven productivity gains across economic sectors and its implications for asset allocation. (Source: Web Search: Could the Rise of AI Mean Falling Prices? | AB)

  2023-09-29

• The Federal Reserve Bank of Dallas confirms that access to AI increases productivity for less-experienced workers, reducing unit labor costs which form the backbone of services inflation. (Source: Web Search: How AI Is Driving Structural Disinflation in the U.S. Economy)

  2025-06-01

Deflation

In economics, deflation is an increase in the real value of the monetary unit of account, as reflected in a decrease in the general price level of goods and services exchanged, measurable by broad price indices. Deflation occurs when the inflation rate falls below 0% and becomes negative. While inflation reduces the value of currency over time, deflation increases it. This allows more goods and services to be bought than before with the same amount of currency, but means that more goods or services must be sold for money in order to finance payments that remain fixed in nominal terms, as many debt obligations may. Deflation is distinct from disinflation, a slowdown in the inflation rate; i.e., when inflation declines to a lower rate but is still positive. Economists generally believe that a sudden deflationary shock is a problem in a modern economy because it increases the real value of debt, especially if the deflation is unexpected. Deflation may also aggravate recessions and lead to a deflationary spiral (see later section). Changes in the money supply that constrain aggregate demand or that remove support for elevated demand may cause the price level to fall. Where the money supply is constrained, the price level must fall before the available money supply is sufficient to support the full activity potential of the economy. In the modern era since the abandonment of the gold standard in the 1930s, monetary policy normally controls the money supply and such constraints. Deflationary episodes have been rare in the modern era. Some economists argue that technological progress in an economy affecting costs across a broad range of products and services may be a factor in prolonged deflationary periods, because as productivity increases (TFP), the cost of goods decreases.

Web Search Results

• Potential Deflationary Effects of AI

  Abstract Even though the marginal impact of AI productivity gains is deflationary, an overall downward impact on prices would require the Fed to fail to undertake an offsetting monetary expansion. This policy offset explains why, in contrast to earlier episodes, the 1990s productivity gains did not induce deflation. A potentially novel factor today is that, if labor displacement becomes the dominant trend under AI, we could see a sustained joint increase in both unemployment _and_ output. This might, in turn, prompt even more expansionary Fed policy—with concomitant risks for inflation rather than deflation. Keywords Deflation, AI, Monetary Policy Share and Cite: FacebookTwitterLinkedInSina WeiboShare [...] The Fed has a dual mandate obliging it to focus not just on price stability but also on high employment. Any weakening of employment levels in the face of AI penetration would almost certainly lead to further expansionary policy and further reductions in interest rate targets beyond what was implied by any pre-existing downward pressure on prices. This, in turn, makes an overall deflationary environment still more unlikely. Insofar as AI progression moves increasingly from software to hardware, as reflected in the type of humanoid robot advances being seen in China, the risk of employment displacement will likely increase over time. Expansionary policy would not be able to counter such a trend in the long run because printing more money cannot reverse the real effects of supply-side [...] 5. Conclusion The marginal impact of AI productivity gains is deflationary. However, an overall deflationary outcome could occur only if the Fed allowed it to happen. Assuming continued pursuit of the price stability objective, the most likely scenario is that any downward pressure on prices would be offset by monetary expansion, as in the 1990s case. The biggest danger, and biggest unknown, concerns the implications for employment. If labor displacement becomes the dominant trend, we could see an ongoing combination of unemployment and output rising together. This could, in turn, prompt even more expansionary Fed policy – leaving inflation risks far outweighing deflation risks overall. Acknowledgements

• How AI Automation Helps Mitigate Inflation at Scale

  ## AI and Robotic Automation as Deflationary Forces AI technology is deflationary primarily because it allows the production of goods and services to scale efficiently. If the production of goods can scale efficiently enough to satisfy the market’s present and future demand for goods, the price of those goods should not increase even if demand increases. As the adoption of AI and automation, including robotic process automation (RPA) and physical robotics on production lines, increases, the inflection point will be reached in more and more industries, and inflation will get weaker and weaker. We have more organizations leveraging AI & automation today than ever before, and the pace of technological innovation is increasing; therefore, deflation is more likely than inflation.

• Could the Rise of AI Mean Falling Prices? | AB

  To sum this up, we can find potential disinflationary effects of AI-driven productivity gains in nearly all sectors of the economy. However, the benefits are not only extremely hard to forecast today but also likely to be unevenly distributed across industries. And large, highly regulated parts of the economy, such as construction, transport and medical care will face structural impediments that are inflationary. So, in our view, a key economic point about AI is that it will be even more important to consider the cross-sectional effects in addition to the aggregate economic outcome. [...] AB IQ Artificial Intelligence (AI) Asset Allocation Inflation Multi-Asset Blog # Could the Rise of AI Mean Falling Prices? September 29 2023 4 min read There’s been much discussion of AI’s deflationary potential, but this issue must be viewed in the broader context of other megatrends influencing a new investment regime. There is a long history of automation leading to deflation, or at least disinflation—it was one of the key economic narratives before the COVID-19 pandemic. Does the rollout of AI offer a possible new impetus for deflation? If it does, it would have massive implications for asset allocation as well as imply that nominal fixed-income assets are attractively priced after the recent rise in yields.

• How AI Is Driving Structural Disinflation in the U.S. Economy

  “Generative AI could enable labor productivity growth of 0.1 to 0.6 percent annually through 2040, depending on the rate of technology adoption.” The Federal Reserve Bank of Dallas confirmed this in June 2025, writing that “access to AI increases productivity more for less-experienced workers.” That dynamic reduces unit labor costs, the backbone of services inflation. Predictive analytics and AI-optimized logistics are simultaneously trimming waste and transport costs by 5–12 percent, creating a deflationary drag across manufacturing and retail sectors.1 [...] ‍ ### Quality, Competition, and “Good Disinflation” AI also raises product quality and competitive pressure simultaneously. Better design, fewer defects, longer product lifespans — these are hidden forms of hedonic deflation, where real value rises faster than prices. And once one company achieves efficiency through AI, the competitive equilibrium forces others to match it, propagating disinflation across the sector. As EY economist Lydia Boussour told Reuters in late 2023: “If companies can generate strong productivity growth, they will not be so inclined to pass elevated input costs onto consumers.” This is “good deflation” — lower prices from efficiency, not contraction. ‍ ### The Physical Counterweight: Infrastructure and Energy Inflation [...] In effect, the price level itself becomes a derivative of technological cost, not labor cost. ‍ ### Conclusion: Disinflation by Design Artificial intelligence is quietly rewriting the logic of inflation. By substituting computation for labor, tokenization for bureaucracy, and automation for scarcity, it has created a self-reinforcing disinflationary cycle. Demographics amplify that cycle — fewer workers, slower demand, more automation, and a lower structural inflation floor. The U.S. is aging into efficiency, not stagnation. For policymakers, this is both a gift and a warning: AI has solved inflation, but it may also hollow out employment.

• In Silico, Part - IV : AI and its impact on labor, productivity, and tech-driven deflation - AP Institutional | Invesco

  Viewed in this context, technological innovation is deflationary because it expands potential output. Moreover, hardware involved in information technology, especially semiconductors, are increasingly being produced more cheaply and at greater scale. Recent technological developments that make use of computers, data storage, and connectivity have accelerated deflationary forces as prices have fallen (See Figures 6 and 7). In essence, today’s technology has the potential to exert deflationary forces via both increased aggregate supply and falling costs of the required hardware. [...] As technology has become embedded in our economy, AI has already found numerous uses over recent decades (as we described in Part 2). From search engines, to navigation, to product recommendation, to signal generation, AI is already used across a wide range of functions. As we described in the previous section, this already appears to have had a positive impact on the economy, with potentially more to come with the advent of generative AI. If generative AI can grow productivity and do so with increasing economies of scale, it may well be a new deflationary force. This would be a welcome development against the backdrop of today's tight labor markets, above-target inflation, and aging demographics. ## Conclusion [...] ## Technology’s deflationary role Technology has a long history of deflationary effects on the economy. As mentioned earlier, major inventions such as steam power, electricity, and mechanization have freed up valuable labor hours to be allocated to a myriad of other tasks, increasing aggregate supply in the process. As supply expands and workers become more productive, they tend to also become richer in the process. Indeed, reflecting this, many economists suggest long-term real wage growth should approximately track long-term productivity growth. In other words, if we hold wages constant, then increases in supply are deflationary.