Written by: Alex Da Costa
“The Signal is the truth. The noise is what distracts us from the truth.” – Nate Silver
With all these developments, one might look at the major stock market index levels and be surprised that not an awful lot has happened. But this would be misleading as in fact below the surface there is a lot going on. Software stocks have been routed while other sectors such as materials, energy and consumer have benefited from huge rallies. Such a large rotation occurring while indices remain near all-time highs is, in our view, an important signal. It’s a sign of resilience, a market where capital is being re-allocated within the market versus being taken out of it.
The software industry is currently undergoing a secular shift from the era of predictable Software as a Service (“SaaS”) growth to a more volatile reality driven by AI. While AI won’t replace software, it is smashing the marginal cost of production, which in turn threatens the pricing power and recurring revenue models that investors once regarded as sacrosanct. This has triggered a significant valuation reset, not because demand is dead, but because the market is suddenly pricing in a future where growth may be harder to come by and competition is everywhere. We are entering a phase of greater dispersion where high-moat companies with proprietary data will likely thrive, while generic solutions risk becoming the next BlackBerry or Nokia. (Note that it took almost 10 years from the launch of the iPhone for Blackberry to throw in the towel.) For investors, the old playbook is broken; this platform shift necessitates a clear focus on businesses with the actual durability to survive a much faster, leaner tech cycle. The table below (which was helpfully generated using AI!), provides a useful summary of what this disruption may look like.
The Software Regime Shift: 2026
|
Feature |
The Old SaaS Playbook (2010–2024) |
The New AI Reality (2025–2026+) |
|
Pricing Model |
Seat-based: Paid for the number of humans clicking buttons through selling licenses. |
Outcome/Usage-based: Paid for the “work” done or tasks completed by agents. |
|
Marginal Cost |
Near-Zero: Software was infinitely scalable with almost no incremental cost. |
Collapsing but Compute-Heavy: AI lowers production costs but adds high “inference” (GPU) costs. |
|
Competitive Moat |
The “System of Record”: Once a company’s data is in, the client becomes very sticky. |
Proprietary Data & Context: Deep integration and unique data sets are the only real defense. |
|
Valuation Logic |
Predictable ARR: High multiples based on recurring, stable revenue. |
Durability & Margin: Multiples are compressing as markets price in “terminal value” risk. |
|
Sales Cycle |
Linear & Stable: Long-term contracts with 5–20% annual price uplifts. |
Violent & Compressed: Disruption happens “overnight”; incumbents must adapt or vanish. |
|
Primary Budget |
IT Budget: Competed with other software tools for a slice of the tech pie. |
Labor Budget: Competes with human headcounts by automating end-to-end. |
We don’t usually link other sources here but readers might be interested to peruse the explosive Citrini article describing an AI doomsday scenario. The piece garnered much attention which some attribute to the following day’s large market moves. It is very well written and fun to read (if you like a bit of gore!). This kind of speculative “futuring” is stimulating but not useful for investing (“noise”). Rather, what is useful as a signal is the market’s reaction. Investors are nervous, shooting first and asking questions later. Worries a few months ago about the market being euphoric can be put aside. This is important as markets often perform best after a period of poor sentiment. In response to this piece, Citadel published a clear-headed and well-reasoned outlook by some of the most skilled investors in the world. If you were to read one, read this one!
We discussed the macro-economic backdrop in some detail last time. That backdrop still appears to us to be supportive of higher growth and higher productivity. The outlook for inflation and interest rates has shifted in recent weeks to being less supportive but is not as yet overly concerning. Is there a lot that can go wrong? Absolutely. There always is and we will dive into some of these in the Asset Class Outlook. But there is also a lot that can go right.
Now some readers may be wondering how we have gotten this far into a market update without a discussion of the latest conflict in the Middle East. Experience suggests that most wars, and certainly those of recent decades, tend not to have meaningful long-term impacts on asset prices. Markets abhor uncertainty and often have a negative short-term reaction to the start of a conflict, but investors also understand that predicting what happens in a war, much less what the impacts on the economy and markets might be, is nigh on impossible. Attention then quickly refocuses on the factors that really do drive asset prices. This conflict certainly has the potential to escalate more broadly and impact markets largely through the sustained transmission of higher energy prices. However, it is also possible it does not and longer term may ultimately be positive for the region and investors. As we say in my adopted hometown of Montreal, “On va voir!”.
In our Asset Class Outlook, which is available to Prime Quadrant clients, we share our thoughts on the investment landscape.
Please click here to request the full Asset Class Outlook

