Key takeaways
- Cost per scheduled hour rewards idle time; cost per completed task exposes weak autonomy.
- Split capital or lease, service, consumables, charging, and labor touch time into every task.
- Incomplete work and exceptions belong in the denominator, not buried in footnotes.
- Supervision minutes per shift often dominate small pilots more than pad wear.
- Compare robots to manual tasks at the same quality bar, not the same clock time.
Why should you cost robots per completed task?
Finance teams love cost per scheduled hour because the math is easy. Divide monthly spend by hours the robot was powered on. Operations teams should resist that shortcut. A scrubber can sit on a charger while still looking busy on a dashboard. A delivery robot can loop empty if routes were never validated.
Cost per completed task forces honesty. A completed task is the unit of value you bought: one full scrub cycle on a defined zone, one tray delivered to the nurse station, one patrol lap that met your written coverage rule. If the machine did not finish, the task does not count.
The opening answer is blunt. Track every dollar that touches the robot, then divide by tasks that actually finished to your standard. Scheduled hours are a comfort metric. Completed tasks are a decision metric.
What costs belong in the numerator?
Start with acquisition or monthly robot leasing for business, whichever matches your contract. Include maintenance included line items and any robot maintenance service plan that bills separately for travel or wear parts.
Add consumables per task family. Scrubbers burn water, detergent, pads, and squeegees. Delivery units wear bumpers and wheels. AMRs consume tape, labels, or coupler inserts. Spread monthly consumable invoices across completed tasks, not calendar days.
Layer support and integration. Remote triage minutes, on-site dispatch, firmware subscriptions, and map updates all belong in the numerator unless your rental bundle truly includes them with no cap. Read exclusions before you model zero support cost.
Charging and utilities matter at scale. Industrial electricity rates vary by state and time of day. A fleet that opportunity charges during peak windows can surprise you. Use your utility bill and measured kilowatt hours per charge cycle when you have them.

How do supervision and exceptions distort unit economics?

Every reset, tow, manual escort, and elevator recovery is labor. If a night manager spends twenty minutes per shift babysitting a pilot unit, those minutes are part of robot cost even when the robot is autonomous on paper.
Exceptions are tasks that almost finished. A scrubber that stops for a clogged squeegee and waits for staff is incomplete work. Count it as a failed task plus labor to recover, not as a free partial.
Incomplete work hides in autonomy scores. Vendors may report high uptime while your floor still has unwashed corners. Your task definition should include coverage rules you can audit with walk-throughs or ATP checks where appropriate.
Why can cost per hour hide poor autonomy?
Imagine two scrubbers with the same monthly lease. Unit A completes twelve zone cycles per night. Unit B completes eight because it pauses for obstacles, narrow turns, and manual restarts. If you divide lease cost by powered hours, both look similar. Divide by completed zones and Unit B is fifty percent more expensive per task.
Autonomy that needs constant rescue is a labor subsidy to the vendor quote. Task-level costing surfaces that subsidy immediately.
Professional cleaning robot shipments approached twelve thousand units globally in 2023 according to the International Federation of Robotics World Robotics 2024 report. Buyers in that wave learned that deployment success is measured in finished work, not in powered-on time.
How do you define a completed task clearly?
Write the task spec before go-live. For floor care: zone ID, chemical approval, minimum coverage percent, and time window. For delivery: origin, destination, handoff rule, and proof of arrival. For patrol: lap count, camera log retention, and escalation triggers.
Use the same definition in finance and operations. If finance counts a task when the robot returns to dock but operations counts only audited floors, your unit cost will never reconcile.
Partial credit is where models break. Either count partials as failures or define fractional tasks with weights. Mixing methods across sites destroys portfolio rollups.
What manual baseline should you compare?
Compare to the human task you would otherwise pay for at the same quality bar. Do not compare a robot zone cycle to a full building deep clean unless that is the alternative.
Federal wage data can anchor labor portions of the baseline. The Bureau of Labor Statistics reported median pay for janitors and building cleaners at about seventeen dollars and twenty-seven cents per hour in May 2024. Loaded employer cost is higher once benefits and supervision are included.
Manual baselines should include rework. If a porter misses entries twice a week, your robot must beat that error rate, not just the average hour.
How do you build a simple task costing worksheet?
Create rows for lease or depreciation, service and travel, software, consumables, electricity, and labor touches. Create columns for each week of the pilot.
In the denominator, log completed tasks by type. Log failed tasks separately with reason codes: obstacle, comms, battery, mechanical, operator cancel.
At month end, sum numerators, sum denominators, and compute cost per completed task by type. Plot trend lines. Rising cost per task with flat lease means autonomy or supervision is drifting the wrong way.
- Lease or capital monthly charge allocated to pilot units.
- Service invoices and travel pass-throughs.
- Pads, detergents, and replacement parts by SKU.
- kWh per charge times blended utility rate.
- Supervisor minutes times loaded wage.
- Completed tasks only in the denominator.

How should financing shape the model?
Robot as a service monthly bundles can simplify the numerator if wear parts and service are inside the bundle. Verify caps. A low monthly rate with excluded pads can invert your task economics after a heavy season.
Lease purchase programs and robot financing for small business spread capital across months. Task costing still applies. You are deciding if each finished scrub or delivery is cheaper than the manual alternative after all inclusions.
Try before you buy pilots should predefine conversion math. If cost per completed task is above threshold at week six, the pilot should stop or change scope, not auto-roll into a fleet order.
What portfolio rollups do multi-site operators need?
Normalize task definitions across sites before you average. A zone in a grocery backroom is not a zone in a hotel corridor. Use task families and report cost per family per site.
Weight by volume. A cheap task at a low-volume site should not mask an expensive task at your flagship.
Feed results into rollout gates. Site two funding should require site one cost per task below the written benchmark for two consecutive reporting periods.
Where does Service Robot Co. fit task costing?
We help operators define tasks, log exceptions, and align rental or lease contracts with the support and consumables lines that actually hit your numerator. Vendor-neutral selection means the worksheet compares outcomes, not slogans.
A free site assessment can map zones and handoff points before you lock task definitions. The goal is a cost per completed task you can defend to finance and replicate at the next building.



