Manufacturing has traditionally been priced by the market as a cyclical, capital-intensive business — valued more like a commodity producer than a growth company. That’s changing for a specific subset of industrial firms: those that have layered software, data, and automation on top of their physical operations, generating recurring revenue that behaves more like a technology business than a factory.
This guide covers how that shift actually shows up in valuation, real examples of manufacturers now priced closer to software companies, and the risks that come with this transition.
Key Takeaways
- Manufacturers that generate recurring software and data revenue alongside physical products can command higher valuation multiples than traditional industrial peers.
- Rockwell Automation is a concrete example: its FactoryTalk and Plex software platforms add recurring, software-style revenue on top of its traditional industrial automation hardware business.
- This shift doesn’t remove manufacturing’s underlying risks — high capital requirements, execution risk during digital transformation, and cybersecurity exposure in increasingly connected factories all still apply.
- “Technology-enabled” doesn’t automatically mean lower risk — it changes the risk profile rather than eliminating it.
Why Some Manufacturers Are Priced Like Technology Companies
Traditional manufacturing valuation centers on physical output, unit margins, and cyclical demand. But a growing number of industrial companies have added software layers — production monitoring dashboards, predictive maintenance subscriptions, cloud-based manufacturing execution systems — that generate recurring revenue on top of their core hardware business. That recurring, higher-margin revenue is a big part of why markets sometimes apply higher valuation multiples to these companies than to otherwise-comparable industrial peers.
The distinction that matters for valuation isn’t “does this company use technology” — nearly every modern manufacturer does to some degree. It’s how much of the company’s revenue and margin actually comes from software, data, and recurring services, versus one-time equipment sales.
A Real Example: Rockwell Automation
Rockwell Automation (NYSE: ROK) is a widely cited example of this shift. Alongside its traditional industrial automation hardware, Rockwell has built out software platforms — including FactoryTalk and Plex, a cloud manufacturing execution system it acquired in 2021 — that generate recurring, subscription-style revenue tied to production monitoring and manufacturing intelligence. That software layer is a meaningful part of the investment case analysts make for the stock behaving somewhat differently from a traditional industrial-equipment peer.
A Related Example: NVIDIA’s Role in Industrial AI
NVIDIA is best known as an AI computing company, but its technology has also become a meaningful part of modern manufacturing infrastructure. Its Omniverse platform is used for industrial digital-twin simulation, and its Isaac platform supports AI-driven robotics — both used by manufacturers building out automated, data-driven production lines. NVIDIA’s growth is driven by many end markets beyond manufacturing, but industrial AI and robotics is a genuine and growing piece of that demand.
Traditional vs. Technology-Enabled Manufacturing
| Traditional Manufacturing | Technology-Enabled Manufacturing | |
| Primary revenue type | One-time equipment or product sales | Mix of hardware sales plus recurring software/data revenue |
| Margin profile | Typically flatter, tied to input costs | Software/services layer can expand margins over time |
| Sensitivity to industrial cycles | High | Reduced, but not eliminated, by the recurring-revenue portion |
| Typical valuation approach | Cyclical industrial multiples | Blended — part industrial, part software-style multiple |
Risks This Doesn’t Eliminate
Adding a software layer changes a manufacturer’s risk profile — it doesn’t remove the risks that come with being a manufacturer:
- Execution risk. Digital transformation projects are complex and can fail to deliver the promised efficiency or revenue gains.
- High capital requirements. Automation and digital infrastructure still require significant upfront investment.
- Cybersecurity exposure. Connecting factory equipment to networks and cloud platforms introduces new attack surfaces that a purely mechanical factory didn’t have.
- Still cyclical, just less so. The underlying hardware business remains tied to industrial demand cycles, even if the software layer smooths it somewhat.
Frequently Asked Questions
Does adding software make a manufacturing stock safer?
Not automatically. It can add recurring revenue and reduce some cyclicality, but it also introduces new risks like cybersecurity exposure and execution risk on the digital transformation itself — it changes the risk profile rather than simply lowering it.
Why do some manufacturers get higher valuation multiples than others?
The share of revenue coming from recurring software, data services, or licensing — rather than one-time equipment sales — is one of the clearest differentiators, since recurring revenue is generally viewed as more predictable and higher-margin.
Is this the same thing as a company simply “using AI” or automation?
No. Using automation internally to cut costs is different from building a software or data product that generates its own recurring revenue stream — the valuation impact mainly comes from the latter.
Final Thoughts
The shift toward technology-enabled manufacturing is real, and companies like Rockwell Automation illustrate how a recurring software layer can change how the market prices an industrial business. But this is a matter of degree, not a wholesale reclassification of manufacturing into software — the underlying capital intensity, cyclicality, and execution risk of running physical operations are still there. The more useful question for an investor isn’t whether a manufacturer talks about AI or automation, but how much of its actual revenue and margin comes from the technology layer versus the traditional hardware business.
For related context on evaluating a company’s fundamentals, see our guide on company stock analysis.
