Affordable sensors, machine-monitoring software and smarter automation are bringing lights-out operations within reach for manufacturers of all sizes today – and pushing IT and Operations leaders to rethink what “unattended” really means.
Nocturnal Machine Unattendance
When the clock hits midnight at KAD Models in Vermont, a manufacturer that specializes in CNC machining, silicone molding and urethane casting, the work of its FANUC M-710iC/50 robot is in full swing but the lights stay off. FANUC America shares that the company’s programmers prove out prototype parts during the workday and then set up the machines to run at night, eliminating the need for a second or third shift. Completed parts neatly await the programmers in the morning.
Across the United States, manufacturers in sectors like heavy equipment, aerospace and automotive are increasingly experimenting with “lights-out” production – or at least “lights-dim” or “lights-sparse” operations, which involves a measured approach to “identifying specific processes, areas within a facility, or time blocks during production where crewless operation is both feasible and valuable,” explains Siemens. While fully autonomous factories remain rare, the building blocks are now accessible: low-cost industrial sensors, machine monitoring software and connectivity hardware that can turn even decades-old equipment into data-generating assets around the clock.
Those experienced with dark factory operations issue a word of caution for first-time forays. Matsuura product manager Tyler Bonde says, “Not every job is a candidate for unattended machining.” He suggests those jobs that involve uncertainty should be run during the day with an operator nearby so that lower value work can be run at night, when automation can make its biggest impact.
Evolution of Equipment Autonomy in Dark Factories
The maturity of modern machine monitoring is one of the biggest enablers. Solutions that once required expensive (and extensive) deployments can now be installed in hours, even on legacy machines, and offer flexible, month-to-month subscriptions rather than multi-year contracts.

If you’re testing or already engaged in unattended manufacturing, a lights-out machine monitoring strategy is critical to shed light on and protect your equipment operations around the clock.
Of course, equipment monitoring is not a prerequisite for lights-out manufacturing.
“You can certainly run unattended operations without machine monitoring,” says Greg Mercurio, president of manufacturing systems integrator Shop Floor Automations (SFA). “But you’re absorbing a lot of risk and undue stress if a job deviates from the program, a machine breaks down and no one is alerted until it’s too late. Manufacturing lights-out without monitoring your equipment is like operating your plant without a fire alarm. Why gamble with your machines, the job itself, materials and your customer relationships when you don’t have to?” asks Mercurio.
Today’s equipment monitoring platforms, like DataXchange, pull data through MTConnect adapters, wireless sensors, or direct wiring to controllers. This means IT directors can rely on secure edge networking and properly governed data flows, not massive infrastructure rebuilds. And Operations leaders gain the insight they’ve been craving to fully understand: “Which machines can safely run unmanned?,” “Where is tool wear most predictable?,” and “Which processes need tighter parameters?”
Safeguarding Your Lights-Out Investment
Committing to a lights-out manufacturing approach for any facility requires “extensive planning, the best equipment, experienced machinists and a commitment to quality to reap any benefits,” explains Ohio-based Advance CNC Machining, which boasts machining capabilities for up to 14 hours unattended depending upon the part. As a result, the company can offer shorter lead times and attractive pricing – adding to their competitive advantage.
For those looking to safeguard their investment in lights-out, SFA’s Mercurio recommends a simple progression:
- Instrument prioritized machines with monitoring and sensors by working with an experienced manufacturing integrator, such as SFA, for stable automation of your operations and preventive and predictive maintenance. This includes using sensor data for vibration, coolant monitoring and planned tool changes to avoid unplanned downtime overnight.
- Standardize data across cells using MTConnect or OPC UA.
- Automate material handling or tool changes for predictable jobs. Lights-out should initially focus on proven, repeatable programs that require minimal human intervention and have predictable tooling and material characteristics. More complex, high-variability work can remain on attended shifts until process knowledge and confidence improve. This staged approach reduces risk and creates reliable repeatability before scaling to full shifts or multiple cells.
- Pilot an unattended shift on one machine, then scale outward. Treat lights-out as an ongoing program rather than a single installation. Monitor KPIs such as OEE, uptime, scrap rate, tool life and unattended-shift throughput. Use the data to fine-tune processes, expand automation in phases and introduce advanced capabilities, such as automated inspection or material handling, when the foundational pieces are stable. The goal is not simply to run at night, but to run smarter every month.
“You can certainly run unattended operations without machine monitoring. But you’re absorbing a lot of risk and undue stress if a job deviates from the program, a machine breaks down and no one is alerted until it’s too late.”
The payoff of dark factories is compelling: higher throughput, fewer overtime hours, reduced errors and waste driven by machine precision, less safety risks and the ability to run profitable second or third shifts without adding headcount. For manufacturers considering lights-out operations – or those already running a dark factory – contact SFA to learn how your teams can illuminate equipment visibility to protect your operations 24/7/365.







