Hardware businesses in the physical AI era|Recurring revenue from equipment and products, supported by RWA
Explore rental, shared access and monthly service models for equipment and hardware, including RaaS, funding partnerships and rights management with hazBase and RWA Ops.
· IndieSquare
About 8 minutes to read
Offer equipment and hardware with a lower upfront commitment for customers. Shared access, rental and monthly services can open new customer segments and create recurring revenue opportunities.
For manufacturing equipment, inspection instruments, energy systems, IoT devices and robots, this article explores service models, deployment funding, and rights and operations management with hazBase and RWA Ops.
01
Lower the upfront barrier and reach more customers
Customers may need your product’s capabilities but have limited purchase budgets, use it only part of the year or want to start with one process. Pricing by duration or usage offers another way to serve them.
For example, manufacturing equipment can be rented during peak periods. Advanced inspection instruments can be shared for the hours a customer needs. Hardware can be bundled with maintenance and connectivity as a monthly service. These options can complement sales to customers who prefer to buy.
Lower the upfront barrier and reach more customers
Value for customers
Opportunity for providers
Start using a product with less upfront purchase expenditure
Reach customers who previously held back because of the initial cost
Match access to the duration, time slots or usage required
Serve short-term or seasonal demand and put idle capacity to use
Include maintenance, calibration and updates
Earn recurring fees and service revenue, with opportunities for further deployments
The value is a lower barrier to getting started. Initial commitments vary with installation fees, deposits and other terms, while total expenditure depends on pricing and the period of use. For providers, equipment utilization and ongoing service costs affect profitability.
02
Physical AI can extend the value of equipment and products
Physical AI enables machines and systems to perceive, interpret and act in the real world. NVIDIA describes technologies that allow systems such as robots and autonomous vehicles to understand their surroundings and carry out or adapt their actions. See NVIDIA: What is physical AI?
Applications extend beyond humanoid and mobile robots. Manufacturing equipment that adapts to the condition of a workpiece, and autonomous systems that respond to their surroundings, are also potential applications.
These capabilities may improve the consistency of work and extend the range of tasks a product can address. The business choice is how to deliver that value: through equipment sales, services that include maintenance, or pricing linked to work performed.
This article covers physical equipment and hardware businesses broadly, including products without AI. Product usage, revenue, assets and rights are relevant regardless of whether AI is installed. For the technology itself, see our introduction to physical AI.
03
Shared access, rental and monthly services as options
Providing robot capabilities as a service is known as RaaS, or Robotics as a Service. The International Federation of Robotics describes the use of subscriptions and rentals alongside purchases as a way to avoid large upfront investments. See IFR: World Robotics 2025 — Service Robots
The same idea of making useful capabilities easier to access can apply across equipment and hardware. Here, we refer to these approaches collectively as service-based equipment and hardware models, including RaaS in robotics.
The examples below illustrate possible offerings; they are not claims of deployments in each sector.
Shared access, rental and monthly services as options
Model
How customers use it
Example products and services
Rental or fixed-term access
Rent equipment for an agreed period
Manufacturing equipment for peak periods; temporary access to inspection and measurement instruments
Shared access
Use the time slots or capacity required
Inspection instruments and processing equipment at a shared facility
Monthly service including maintenance
Use equipment with ongoing support bundled in
IoT devices with connectivity and monitoring; energy equipment with upkeep
Usage-based service
Pay according to operating hours or tasks performed
Transport and cleaning robots; services priced per inspection
These models can be combined, such as a monthly equipment rental that includes maintenance. Shared access may fit equipment suited to a common facility, while a dedicated rental period may suit products used continuously at a customer’s site. The choice can follow the customer’s workflow.
04
Worked example: offer inspection equipment without requiring a purchase
Consider a company that manufactures or owns inspection equipment and offers two ways to use it alongside outright sales. This is an illustrative business model.
The first is a monthly rental installed at the customer’s site, including maintenance. The customer can use the equipment for inspections during the agreed period without buying it. The provider receives service fees and maintains an ongoing relationship through maintenance and calibration.
The second is shared access to equipment at the provider’s facility, with different companies booking different time slots. This can serve customers inspecting small prototype batches or needing equipment for a limited period, where purchasing a whole unit would be difficult to justify. The provider can turn otherwise idle time into revenue opportunities.
Figure 1. Dedicated rental periods and shared time slots are different ways to offer equipment. These models can lower customers’ upfront commitment and broaden providers’ customer reach and recurring revenue opportunities.
With monthly rental, redeploying equipment after a contract ends can extend its earning potential across multiple customers. With shared access, matching available time slots or capacity to demand can reduce idle time. In both cases, profitability includes maintenance, transport, installation and customer support costs.
As equipment and contracts multiply, and funding partners participate, the business needs to connect each asset with usage conditions, participant rights and scheduled and actual payments. hazBase and RWA Ops can be combined to manage the issuance and allocation of rights and the records that follow.
05
Funding partnerships can create more ways to deploy equipment
In rental and shared-access businesses, manufacturing or acquiring equipment requires spending before usage fees arrive. To support that timing gap and expand deployment, a company can fund ownership itself or work with partners such as leasing companies and funds.
For example, funding can support equipment deployment, while fees from customers provide the source for returns distributed to funding partners under the agreed contracts.
Figure 2. Red arrows show funding, usage fees and returns; black arrows show the provision of equipment and maintenance. hazBase and RWA Ops support the management of assets, rights, participants and operating records.
The diagram illustrates a model in which the provider owns and operates the equipment. Actual roles depend on the contracts. The records connect each asset with who funds it, which rights they hold and what they are entitled to receive.
RWA means Real World Assets. Tokenization represents rights associated with assets as digital units that can be issued, held and transferred. The BIS also describes the use of programmable platforms to handle asset rights and transaction rules. See BIS: The tokenisation continuum
Rental and shared access can operate through conventional contracts and management systems. RWA becomes relevant when rights to use equipment or receive income are digitally issued and transferred, with continuing management of allocations and fulfillment across multiple participants.
hazBase supports the issuance, transfer and transaction processing of these rights, together with participant management. Funding agreements and funding decisions remain with the business and its partners.
06
Assess revenue, profit and deployment funding separately
For rental and shared access, revenue depends on how long customers continue using the service and how much capacity is utilized. Redeployment after a contract ends and better use of idle shared capacity can expand the revenue generated by the same equipment. Comparing sales and service models over the same period and fleet size helps separate revenue, profit and cash needs.
Assess revenue, profit and deployment funding separately
Perspective
Main factors to compare
What it helps assess
Revenue opportunities
Units deployed, prices, utilization, duration or volume of use, and additional services
Potential revenue from wider customer reach and better use of equipment
Profit
Equipment costs, maintenance and repairs, transport, installation, redeployment and administration
Profit remaining after idle periods and ongoing costs
Deployment funding
Timing of manufacturing, acquisition and installation costs; fee receipts; funding terms
How to fund the next equipment deployment
Equipment acquisition costs and payments to funding partners affect expenses and available cash according to the contractual structure. Looking separately at profit over the period and cash available for deployment makes it easier to assess profitability and capacity for expansion.
The value of hazBase or RWA Ops can be assessed within this broader business model. Time spent checking contract terms and holder information, reconciling payment results and adding new projects can reveal opportunities to standardize work. Comparing those benefits with setup, integration and usage costs helps determine the fit for your scale and plans.
The product page also provides an illustrative model for comparing profit per unit and cash over time as monthly fees and billable utilization change. Its stated assumptions can help structure your own business assessment. Explore the monthly service financial model
07
Where hazBase and RWA Ops support the business
hazBase is a common platform for issuing, transferring and managing tokenized assets and rights. It provides token issuance, holdings, transfers and participant management. Equipment and hardware services are one application. The API and SDK let you integrate these capabilities into your own service.
RWA Ops is a business solution built on that platform, bringing asset and rights definitions, applications, allocations, issuance and subsequent operating records together within each project.
Where hazBase and RWA Ops support the business
Business activity
Product capabilities
Value in daily operations
Define the assets and rights
Asset registration, supporting documents and rights definitions
Check the equipment and contractual basis within the same project
Allocate rights and issue tokens to participants
Applications, payment checks, allocations and issuance
Reconcile approved recipients and quantities with issuance results
Manage fulfillment after issuance
Payment schedules, documents, approvals and result checks
Track outstanding procedures and completed actions
Add staff and projects
Permissions, progress tracking and activity history
See who did what and hand work over to another operator
These shared capabilities let your team concentrate custom development and operating design on your products and customer experience. For businesses that issue and transfer rights among multiple participants and manage subsequent fulfillment, they can connect the asset register with rights management.
Bookings and rentals, operating data ingestion, usage-based pricing, billing and accounting integrations are designed around existing systems. Equipment control, AI models, safety management and maintenance are handled by their respective technologies and operating teams. Explore the hazBase and RWA Ops architecture
08
How could this work for your equipment and products?
You may want to lower customers’ upfront commitment, reach more users, build recurring revenue through rental or shared access, or expand with funding partners. We can explain how rights and operations management with hazBase and RWA Ops could support those plans.
When you contact us, tell us about your equipment or products and your current or intended offering. We can discuss how to manage customer and funder rights, which workflows RWA Ops can support, and how to connect existing systems, together with the factors affecting implementation cost. You are welcome to get in touch before detailed specifications are decided.
Discuss how your business could put its assets to work.
To start, tell us about your business goals, such as financing, launching a new business or asset management. We can help identify the conditions to assess whether RWA fits your business.