SAASDisruptionAI

Software’s AI stress test: mapping threats and opportunities across US and Europe

Equities 5 minutes to read
Ruben Dalfovo
Ruben Dalfovo

Investment Strategist

Key takeaways

  • AI changes how software charges, shifting from “per user” to “per task” in many products.

  • Workflow and data owners tend to have the best defence, and often the best upside.

  • A basket approach helps, because the winners are clearer in hindsight than in headlines.


Software stocks look like they are being asked to justify their existence. That sounds harsh, but it is basically the current mood among investors.

The trigger is not “bad software”. It is a new fear: artificial intelligence (AI) makes people more productive, so companies may need fewer software licences. Think of AI as the new colleague who does not sleep. Great for output. Awkward for seat counts.


The real fear: seats shrink, not demand

Most enterprise software is sold as software as a service (SaaS), meaning a subscription, often priced “per user” (per seat). If AI lets one person do the work of two, the company might cut headcount, and then cut seats. Revenue falls even if the business runs fine.

That is why “AI disruption” can hurt even strong franchises. The market is not rejecting the products. It is questioning the pricing model.

This also explains why the sell-off feels generalised. Investors do not know which vendors will become the ‘AI upgrade’ customers pay extra for, and which become the ‘AI cost’ that eats margins.

The threat map: where AI can “unbundle” the product

The most exposed products are the ones that sell routine knowledge work by the seat.

Human resources and back-office suites can face this narrative risk because they sit close to headcount. Workday runs core staff, payroll, and finance workflows for large firms, often priced per employee. Sage does similar work for small and mid-sized businesses, where cost pressure shows up quickly. If AI helps teams do the same work with fewer people, investors worry seat counts grow more slowly, even if these systems remain painful to replace.

Creative tools face a different risk: “good enough for free”. Adobe powers design, documents, and media work for many professionals. AI makes creation faster, but it also makes basic output easier to copy with cheaper tools. If free assistants become good enough for simple jobs, Adobe must defend pricing with quality, workflow integration, and reliability, not just shiny new features.

The opportunity map: who gets paid when work gets automated

The potential winners tend to sit in three places: platforms, workflows, and data.

Platforms: Microsoft, Oracle, SAP. They sit close to where business data lives, and they control distribution. If AI becomes a default feature, platforms can attach it broadly, and charge for value delivered over time, not just seats.

Workflows: ServiceNow and, in a different way, Salesforce. They are not just databases. They are the systems where work gets routed, approved, logged, and audited. That is where AI agents can act, and where “per task” pricing makes more sense than “per person”.

Data and trusted content: Snowflake, RELX, Wolters Kluwer, Experian, Gartner. AI needs clean data and high-quality sources. These firms already sell decision support, risk checks, and specialist information. AI can make those products faster and more personalised, without making them optional.

Europe has an extra twist: regulation, language, and local market structure. Temenos sells into banks, where change is slow and audit trails matter. Dassault Systèmes and Nemetschek sit in design and engineering, where AI can speed up modelling and reduce mistakes, but the software still has to be precise.

Amadeus IT is a reminder that “software” also includes infrastructure for industries. Travel bookings are messy, multi-party workflows. AI can help, but reliability still pays the bills.

ai_software_heatmap_left_aligned
Source: Saxo Bank estimates. Scores are qualitative and illustrative (not forecasts). Use to compare business-model exposure, then validate with earnings and guidance.

Risks to watch

First, pricing pressure can arrive before new AI revenue shows up. If customers negotiate harder today while AI products ramp slowly, margins can take a hit even with stable demand.

Second, the competitive set can change fast. Some AI tools come from the big model providers, not traditional software firms. If those tools sit on top of existing apps, they can weaken the app’s pricing power.

Third, regulation and data rights matter more. If rules limit how data is used for AI, some product roadmaps slow down. Watch for delayed launches, cautious language, or rising legal costs.

Investor playbook

  • If a company talks more about “users” than “usage”, track whether it shifts to per-task pricing and whether customers accept it.

  • If a firm owns a workflow, watch for metrics that show automation adoption, like higher activity, higher attach rates, or better retention.

  • If a firm sells data or trusted content, look for product upgrades that increase speed and accuracy, not just marketing slogans.

  • If you build a basket, balance platforms, workflows, and data, because the timing of winners rarely matches the headlines.

The colleague who never sleeps

AI does not kill software. It changes what customers pay for.

In a seat-based world, growth is about adding users. In an AI-enabled world, growth is about outcomes: tasks completed, errors avoided, time saved, and risks reduced. Some vendors will struggle to prove that value, especially if they sell “routine work in a box”. Others will thrive because they sit where work happens, or where data and trust live.

That is why this sell-off is not a simple “good versus bad” story. It is a rewiring story. The new colleague who never sleeps is not taking every chair. But it is making everyone renegotiate the office seating plan.

 






This material is marketing content and should not be regarded as investment advice. Trading financial instruments carries risks and historic performance is not a guarantee of future results.

The instrument(s) referenced in this content may be issued by a partner, from whom Saxo receives promotional fees, payment or retrocessions. While Saxo may receive compensation from these partnerships, all content is created with the aim of providing clients with valuable information and options.

Outrageous Predictions 2026

01 /

  • Switzerland's Green Revolution: CHF 30 Billion Initiative by 2050

    Outrageous Predictions

    Switzerland's Green Revolution: CHF 30 Billion Initiative by 2050

    Katrin Wagner

    Head of Investment Content Switzerland

    Switzerland launches a CHF 30 billion energy revolution by 2050, rivaling Lindt & Sprüngli's market ...
  • The Swiss Fortress – 2026

    Outrageous Predictions

    The Swiss Fortress – 2026

    Erik Schafhauser

    Senior Relationship Manager

    Swiss voters reject EU ties, boosting the Swiss Franc and sparking Switzerland's "Souveränität Zuers...
  • Executive Summary: Outrageous Predictions 2026

    Outrageous Predictions

    Executive Summary: Outrageous Predictions 2026

    Saxo Group

    Read Saxo's Outrageous Predictions for 2026, our latest batch of low probability, but high impact ev...
  • A Fortune 500 company names an AI model as CEO

    Outrageous Predictions

    A Fortune 500 company names an AI model as CEO

    Charu Chanana

    Chief Investment Strategist

    Can AI be trusted to take over in the boardroom? With the right algorithms and balanced human oversi...
  • Dollar dominance challenged by Beijing’s golden yuan

    Outrageous Predictions

    Dollar dominance challenged by Beijing’s golden yuan

    Charu Chanana

    Chief Investment Strategist

    Beijing does an end-run around the US dollar, setting up a framework for settling trade in a neutral...
  • Dumb AI triggers trillion-dollar clean-up

    Outrageous Predictions

    Dumb AI triggers trillion-dollar clean-up

    Jacob Falkencrone

    Global Head of Investment Strategy

    Agentic AI systems are deployed across all sectors, and after a solid start, mistakes trigger a tril...
  • Quantum leap Q-Day arrives early, crashing crypto and destabilizing world finance

    Outrageous Predictions

    Quantum leap Q-Day arrives early, crashing crypto and destabilizing world finance

    Neil Wilson

    Investor Content Strategist

    A quantum computer cracks today’s digital security, bringing enough chaos with it that Bitcoin crash...
  • SpaceX announces an IPO, supercharging extraterrestrial markets

    Outrageous Predictions

    SpaceX announces an IPO, supercharging extraterrestrial markets

    John J. Hardy

    Global Head of Macro Strategy

    Financial markets go into orbit, to the moon and beyond as SpaceX expands rocket launches by orders-...
  • Taylor Swift-Kelce wedding spikes global growth

    Outrageous Predictions

    Taylor Swift-Kelce wedding spikes global growth

    John J. Hardy

    Global Head of Macro Strategy

    Next year’s most anticipated wedding inspires Gen Z to drop the doomscrolling and dial up the real w...
  • Despite concerns, U.S. 2026 mid-term elections proceed smoothly

    Outrageous Predictions

    Despite concerns, U.S. 2026 mid-term elections proceed smoothly

    John J. Hardy

    Global Head of Macro Strategy

    In spite of outstanding threats to the American democratic process, the US midterms come and go cord...

This content is marketing material.

None of the information provided on this website constitutes an offer, solicitation, or endorsement to buy or sell any financial instrument, nor is it financial, investment, or trading advice. Saxo Bank Switzerland and its entities within the Saxo Bank Group provide execution-only services, with all trades and investments based on self-directed decisions. Analysis, research, and educational content is for informational purposes only and should not be considered advice nor a recommendation.

Saxo Bank Switzerland’s content may reflect the personal views of the author, which are subject to change without notice. Mentions of specific financial products are for illustrative purposes only and may serve to clarify financial literacy topics. Content classified as investment research is marketing material and does not meet legal requirements for independent research.

Saxo Bank Switzerland partners with companies that provide compensation for promotional activities conduced on its platform. Additionally, Saxo Bank Switzerland has agreements with certain partners who provide retrocession contingent upon clients purchasing specific products offered by these partners.

While Saxo Bank Switzerland receives compensation from these partnerships, all educational and research content remains focused on providing information to clients.  

Before making any investment decisions, you should assess your own financial situation, needs, and objectives, and consider seeking independent professional advice. Saxo Bank Switzerland does not guarantee the accuracy or completeness of any information provided and assumes no liability for any errors, omissions, losses, or damages resulting from the use of this information.

The content of this website represents marketing material and is not the result of financial analysis or research. It has therefore not been prepared in accordance with directives of the Swiss Bankers Association designed to promote the independence of financial research and is not subject to any prohibition on dealing ahead of the dissemination of the marketing material.

Saxo Bank (Schweiz) AG
The Circle 38
CH-8058
Zürich-Flughafen
Switzerland

Contact Saxo

Switzerland
Switzerland

All trading carries risk. Losses can exceed deposits on margin products. You should consider whether you understand how our products work and whether you can afford to take the high risk of losing your money. To help you understand the risks involved we have put together a general Risk Warning series of Key Information Documents (KIDs) highlighting the risks and rewards related to each product. The KIDs can be accessed within the trading platform. Please note that the full prospectus can be obtained free of charge from Saxo Bank (Switzerland) Ltd. or the issuer.

This website can be accessed worldwide however the information on the website is related to Saxo Bank (Switzerland) Ltd. All clients will directly engage with Saxo Bank (Switzerland) Ltd. and all client agreements will be entered into with Saxo Bank (Switzerland) Ltd. and thus governed by Swiss Law. 

The content of this website represents marketing material and has not been notified or submitted to any supervisory authority.

If you contact Saxo Bank (Switzerland) Ltd. or visit this website, you acknowledge and agree that any data that you transmit to Saxo Bank (Switzerland) Ltd., either through this website, by telephone or by any other means of communication (e.g. e-mail), may be collected or recorded and transferred to other Saxo Bank Group companies or third parties in Switzerland or abroad and may be stored or otherwise processed by them or Saxo Bank (Switzerland) Ltd. You release Saxo Bank (Switzerland) Ltd. from its obligations under Swiss banking and securities dealer secrecies and, to the extent permitted by law, data protection laws as well as other laws and obligations to protect privacy. Saxo Bank (Switzerland) Ltd. has implemented appropriate technical and organizational measures to protect data from unauthorized processing and disclosure and applies appropriate safeguards to guarantee adequate protection of such data.

Apple, iPad and iPhone are trademarks of Apple Inc., registered in the U.S. and other countries. App Store is a service mark of Apple Inc.