FTSG’s report, Experience Capital, examines how reusable operating expertise could change competitive advantage, and what leaders should decide before their next investment.
A successful automation investment can reduce costs, increase output, and improve reliability. But a more productive business is not automatically a more competitive one.
What happens when a competitor can purchase capabilities that took your company years to develop? What changes when the expertise generated inside your operations also improves a technology provider’s offering? And where could that same shift create opportunities for your business to expand or earn revenue in new ways?
These are central questions in Experience Capital: Rethinking Advantage in the Age of Physical AI, a report from Future Today Strategy Group. It examines how Physical AI could change not only the work companies perform, but the capabilities that distinguish them, and the returns they earn from their investments.
The value extends beyond the work completed
Companies typically evaluate automation through its immediate operating benefits: more units produced, fewer errors, or lower costs. Those benefits matter, but a deployment can also create knowledge that remains useful after the original task is complete.
An experienced worker’s explanation of a failure can help establish a better response. A tested method can give another facility a starting point rather than requiring it to repeat the same investigation. Knowledge developed while serving one customer can help a provider improve an offering used by others.
We call this experience capital: tested, reusable knowledge gained through physical work that can improve future operations.
The distinction is important because a collection of recordings is not automatically a valuable asset. Creating experience capital requires connecting actions to their operating conditions and outcomes, testing what has been learned, and establishing where it can be applied again. Its value comes from what that knowledge enables, not simply from how much information a company collects.
Better operations can change the basis of competition
The opportunity is substantial as reusable expertise could help a company expand with less repeated development work, improve performance across facilities, or create a new product or service.
However, the benefits do not necessarily accumulate only with the business where the experience originated.
A manufacturer may contribute its operating conditions and employees’ expertise to a deployment. Its technology provider may use what it learns to improve capabilities available across its customer base. The manufacturer benefits from better performance and its competitors may gain access to similar improvements.
This is not an argument against sharing experience. Access to knowledge developed elsewhere can be valuable. It is a reason to distinguish between capabilities that help a business operate well and expertise that supports a position competitors will struggle to match.
For executives, the question becomes more consequential than whether the equipment meets its productivity targets: Which capabilities will customers continue to value, and which could become easier for competitors to acquire? The report connects those questions to margins, asset utilization, and the cost of future expansion.
The strategic decision is bigger than the robot
You can choose the right robot and still build the wrong system.
The capabilities a business develops depend on how machines, people, operating context, evaluation, and partners work together. They also depend on what remains useful when equipment changes, the company expands, or a supplier relationship ends.
That is why these questions belong in the strategy discussion from the beginning. Equipment purchases, integration choices, and commercial agreements can shape what the company is able to retain, reuse, and develop.
Leaders do not need to build everything at once. They do need a clear view of what each investment is intended to become part of and how that direction might need to change as Physical AI develops.
Explore the full report
Written by Sam Jordan, Principal, Technology & Computing Lead at FTSG, Experience Capital connects the development of Physical AI to decisions about competition, capability, partnerships, and investment.
The report examines how operating experience becomes reusable expertise and how customers, operators, and technology providers can benefit differently from the same deployment. Three fictional industry cases explore how those changes could affect food manufacturing, packaging, and agricultural equipment.
Four horizons extend the analysis beyond today’s machines to consider how environments could contribute more to physical work. Six leadership questions then bring the discussion back to the choices companies face now: where to compete, which capabilities to develop or purchase, how to work with partners, and what evidence should guide the next commitment.
Before approving your next Physical AI investment, consider more than the work it will perform. Consider the capability it should create and how your business will benefit when that capability is used again.
Purchase the full report of Experience Capital: Rethinking Advantage in the Age of Physical AI
Connect the perspective to your strategy
FTSG helps leadership teams examine how value could move across their industry, test where their company could compete under different future conditions, and translate that analysis into investment and partnership choices.
