October 2026: The Investment Questions Behind AI’s Expansion

This week we want to discuss the recent volatility in technology stocks and whether it has changed the underlying investment outlook.

Investors have become more concerned about the enormous sums being committed to artificial intelligence. Building data centers is expensive, financing costs matter, and the eventual return on that investment remains uncertain. Those are reasonable concerns. But we also want to look at what is happening to customer demand, business productivity, and the valuations investors are paying.

The first chart shows that AI usage has continued to expand even as the price of using the technology has declined. Tokens are the units used to measure the information AI systems process. In this sample of businesses using Ramp, rising token volumes have more than offset falling prices, allowing spending to grow.

Lower prices can make the technology economical for more tasks. That can encourage greater adoption and help explain why cheaper AI services do not necessarily mean a shrinking market.

The revenue figures provide another perspective. Exponential View estimates that revenue across the AI economy it tracks reached $140 billion over the twelve months through August, compared with $44 billion a year earlier. Its estimated annualized revenue run rate reached $229 billion. That second figure describes the recent pace of revenue, rather than the amount already earned over a full year.

This is substantial commercial growth. However, revenue alone does not tell us whether infrastructure owners will earn an attractive return. Their results will also depend on construction costs, equipment replacement, competition, and the margins they retain.

There is also a broader benefit to consider. The next chart shows inflation-adjusted revenue per employee for S&P 500 companies rising sharply in recent years. Producing more revenue with each worker can help businesses absorb higher costs and support earnings growth.

AI and automation may be contributing to that improvement, although this chart cannot isolate their effect. The potential benefits extend well beyond technology companies. Businesses throughout the economy may be able to use these tools to improve service, increase output, and reduce costs.

Meanwhile, technology valuations have adjusted. The chart below shows the sector’s forward price-to-earnings ratio at approximately 19.2, compared with a ten-year average of 23.0. Investors are paying a lower multiple for expected profits than the sector has typically commanded over that period.

A lower multiple improves the starting point, but those earnings still need to be delivered. Forward valuations can become less attractive if profit estimates are revised down.

We continue to see reasons to maintain technology exposure within diversified portfolios. Customer usage and revenue are growing, business efficiency is improving, and valuations have become more reasonable. We will keep watching whether earnings and cash flow justify the capital being committed. There may be further volatility along the way, but the underlying data gives us reasons to remain constructive.

Disclaimer: It should be noted that this article may have been modified, changed, or amended since its original dissemination and, as such, the material contained in this article is for general informational purposes only. The views expressed are, or were, the views of Attessa Capital LLC and are subject to change at any time based on market and other conditions, without notice. This is not an offer or solicitation for the purchase or sale of any security and should not be construed as such. References to specific securities and issuers are for illustrative purposes only and are not intended to be, and should not be interpreted as, recommendations to purchase or sell such securities. Nothing contained in this material is intended to constitute legal, tax, securities, financial or investment advice, nor an opinion regarding the appropriateness of any investment. The information contained in this material should not be acted upon without obtaining advice from a licensed professional.

Furthermore, while the material is based on information that is considered to be reliable, Attessa Capital LLC makes this information available on an “as is” basis without a duty to update, and makes no warranties, express or implied, regarding the accuracy of the information contained herein. Attessa Capital LLC is not responsible for any errors or omissions or for results obtained from the use of this information.