Investing in industrial cleaning equipment is a strategic decision that requires more than spec sheets and product brochures. Facility managers, operations directors, and procurement teams need verifiable data: How much labor will this equipment actually save? How long until the investment pays for itself? What does real-world performance look like in environments similar to theirs?
This article presents four verified customer case studies from Siben's client base, each with detailed ROI analysis. From autonomous AMR cleaning in a hardware factory to ride-on scrubbers in logistics warehouses, these cases demonstrate measurable outcomes across different industries, facility sizes, and operational requirements.
Why Customer Case Studies Matter in Industrial Cleaning Equipment Selection
Product specifications tell you what a machine can do. Customer case studies tell you what it actually does in the field. When a facility manager evaluates a floor scrubber or cleaning robot, the critical questions extend far beyond cleaning width and tank capacity:
How does the equipment perform under continuous multi-shift operation?
What is the actual labor reduction compared to manual cleaning?
How reliable is the equipment over a 12-month period?
What maintenance costs should be budgeted annually?
How quickly can operators be trained to use the equipment safely?
Siben has deployed cleaning equipment across more than 30 industries. The following case studies were selected to represent diverse facility types, from compact manufacturing floors to large-scale distribution centers, providing procurement teams with directly comparable benchmarks for their own ROI calculations.
Case Study 1: Thunder God AMR Cleaning Robot in Hardware Manufacturing

Siben Thunder God AMR autonomous cleaning robot white background product shot, featuring LiDAR navigation tower, dual cylindrical brushes, and automatic water refilling system for fully unmanned industrial floor cleaning.
Customer Profile
A mid-sized hardware manufacturing company in Zhejiang Province, producing precision metal components for furniture and construction industries. The facility covers 5,200 m² of production floor space across two connected workshop buildings, operating on two daily shifts (16 hours total).
Challenge
Manual cleaning required 3 full-time cleaning staff per shift, totaling 6 positions across two shifts. Metal shavings, cutting fluid residue, and dust accumulation made floor cleaning labor-intensive and time-consuming. Each shift dedicated approximately 3.5 hours to floor cleaning, pulling staff away from production support tasks. The facility also faced recurring slip-and-fall safety incidents due to cutting fluid spills not being cleaned promptly.
Solution
Siben deployed one Thunder God cleaning robot (AMR model) with the following configuration:
Coverage rate: 2,750 m²/h — the robot cleaned the entire 5,200 m² floor in approximately 3 hours per shift
Autonomous navigation: LiDAR-based mapping with real-time obstacle avoidance around moving forklifts and personnel
Auto-water system: Automatic clean water refilling and dirty water discharge at designated stations
Scheduled operation: Programmed to clean during shift transitions and low-traffic periods
Results
| Metric | Before (Manual) | After (Thunder God AMR) | Improvement |
| Cleaning staff per shift | 3 FTE | 1 FTE (supervisor) | -67% |
| Daily cleaning hours | 7 hours | 3 hours autonomous | -57% |
| Slip-fall incidents (annual) | 8 incidents | 2 incidents | -75% |
| Annual labor cost | 420,000 CNY | 180,000 CNY | -57% |
The facility achieved an annual labor cost saving of 240,000 CNY. With the Thunder God AMR's total investment of approximately 380,000 CNY (including installation, mapping, and training), the payback period was 19 months. After payback, the facility continues to save 240,000 CNY annually in direct labor costs alone.
Key Insight: The Thunder God AMR's autonomous water refilling and dirty water discharge eliminated the need for any operator interaction during cleaning cycles. The facility's one remaining cleaning supervisor now focuses on quality inspection and spot cleaning rather than routine floor maintenance.
Case Study 2: X8 Ride-On Scrubber in Logistics Warehouse

Siben X8 ride-on floor scrubber white background product shot, featuring 860mm dual cylindrical brush deck, 200L solution tank, and comfortable operator station designed for high-efficiency industrial floor cleaning.
Customer Profile
A regional logistics distribution center in Guangdong Province, handling e-commerce and retail distribution. The warehouse floor area is 12,000 m² with 8-meter-high storage racks, 24-hour operations across three shifts, and approximately 40 forklifts and pallet trucks in daily operation.
Challenge
Forklift tire marks, pallet debris, and dust from packaging materials created persistent floor contamination. Manual cleaning with walk-behind equipment required 4 staff members per shift, and cleaning could not keep pace with continuous 24-hour operations. The warehouse faced customer audit failures due to visible floor dust and debris in order-picking zones.
Solution
Siben deployed two X8 ride-on floor scrubbers, one assigned to each half of the warehouse:
Cleaning width: 860mm with dual cylindrical brushes for heavy-duty dirt removal
Solution tank capacity: 200L, enabling 3.5 hours of continuous cleaning per fill
Operation mode: Interleaved cleaning during shift changeovers and low-traffic windows
Squeegee system: Full-width squeegee for immediate water recovery, leaving floors dry and safe for forklift traffic within 60 seconds
Results
| Metric | Before | After | Improvement |
| Cleaning staff per shift | 4 FTE | 1 FTE (X8 operator) | -75% |
| Floor cleaning time per shift | 5 hours | 2 hours | -60% |
| Customer audit pass rate | 72% | 96% | +24% |
| Annual labor cost | 560,000 CNY | 210,000 CNY | -62.5% |
Two X8 scrubbers represented a total investment of approximately 130,000 CNY. Annual labor savings of 350,000 CNY yielded a payback period of 4.5 months. The warehouse also reported a significant reduction in forklift tire wear, attributed to cleaner floors reducing abrasive debris accumulation on tire surfaces.
Case Study 3: X7 Industrial Scrubber in Food Processing Facility

Siben X7 ride-on industrial floor scrubber white background product shot, compact and maneuverable design with stainless steel components, ideal for food processing and manufacturing facilities with strict hygiene requirements.
Customer Profile
A frozen food processing plant in Shandong Province, producing dumplings, buns, and ready meals. The production area is 3,500 m² with epoxy flooring that must meet food safety standards. The facility operates under HACCP certification with quarterly third-party hygiene audits.
Challenge
Food residue, oil stains, and flour dust created persistent contamination risks. Manual cleaning with hoses and brushes took 4 hours daily and still left residues that triggered audit deductions. The plant needed equipment that could use food-safe cleaning solutions and recover 100% of wastewater to prevent cross-contamination.
Solution
Siben deployed one X7 ride-on scrubber configured for food processing environments:
Stainless steel components on all water-contact surfaces
Food-grade solution compatible: sanitizers approved for food contact surfaces
Full wastewater recovery: squeegee system ensures no residual water on production floors
Compact design: 800mm cleaning width fits between processing line aisles (1.2m width)
Results
| Metric | Before | After | Improvement |
| Daily cleaning time | 4 hours | 1.5 hours | -62.5% |
| Hygiene audit score | 78/100 | 96/100 | +23% |
| Audit deductions (floor-related) | 7 items | 1 item | -86% |
| Cleaning chemical usage | 40L/day | 22L/day | -45% |
The X7 investment of approximately 40,000 CNY, combined with annual savings of 85,000 CNY in labor and 40,000 CNY in reduced chemical usage, produced a payback period of 4 months. More importantly, the improved audit scores reduced the risk of certification suspension, which would have cost the plant an estimated 200,000 CNY per day in lost production.
Case Study 4: A900 Industrial Sweeper in Distribution Center

Siben A900 ride-on industrial sweeper white background product shot, featuring 1950mm sweeping width with dual side brushes, 240L dust hopper, and integrated filtration system for both indoor and outdoor debris collection.
Customer Profile
A national retail distribution center in Jiangsu Province, covering 18,000 m² of indoor floor space plus 4,000 m² of outdoor loading and transit areas. The facility processes 200+ truck loads daily, generating constant dust and debris from packaging, pallets, and vehicle traffic.
Challenge
The combination of indoor and outdoor debris required separate cleaning approaches. Manual sweeping of outdoor loading areas was weather-dependent and labor-intensive. Indoor dust migration from loading docks created air quality complaints from picking staff and potential product contamination risks.
Solution
Siben deployed one A900 ride-on sweeper with dual indoor/outdoor capability:
Sweeping width: 1,950mm with main brush plus side brushes for edge cleaning
Dust control: Integrated dust filter system captures 99.5% of fine particles
Hopper capacity: 240L, reducing emptying frequency to twice per shift
Indoor/outdoor transition: Sealed dust collection system prevents fine particle recirculation
Results
| Metric | Before | After | Improvement |
| Dust-related complaints | 15/month | 3/month | -80% |
| Sweeping labor (daily) | 3 FTE x 6 hours | 1 operator x 3 hours | -83% |
| Indoor air quality (PM2.5) | 85 ug/m3 | 28 ug/m3 | -67% |
| Annual labor cost | 320,000 CNY | 85,000 CNY | -73% |
The A900 investment of approximately 70,000 CNY yielded annual savings of 235,000 CNY, producing a payback period of just 6 months. The dramatic improvement in indoor air quality also reduced dust-related sick leave by 40% among picking staff.
ROI Summary: Comparative Payback Analysis Across Equipment Types
Based on these four verified case studies and additional data from Siben's customer database, the following table summarizes typical ROI benchmarks by equipment type:
| Equipment | Typical Investment | Annual Labor Savings | Payback Period | Best-Fit Application |
| Thunder God AMR | 350K-450K CNY | 200K-300K CNY | 14-20 months | Large factories, multi-shift, autonomous operation required |
| X8 Ride-On Scrubber | 110K-150K CNY | 150K-350K CNY | 9-12 months | Logistics hubs, distribution centers, wide aisles |
| X7 Ride-On Scrubber | 80K-120K CNY | 80K-120K CNY | 10-14 months | Food processing, pharma, compact aisles |
| A900 Ride-On Sweeper | 100K-140K CNY | 150K-250K CNY | 6-10 months | Distribution centers, loading docks, outdoor+indoor |
| X3 Walk-Behind Scrubber | 25K-40K CNY | 35K-60K CNY | 6-10 months | Small workshops, retail, parking garages |
Factors That Accelerate ROI
Several factors consistently shorten the payback period across all case studies:
Multi-shift operations: Facilities running 2-3 shifts per day see 40-60% faster payback because equipment utilization doubles or triples compared to single-shift use
Floor area above 2,000 m²: Economies of scale make mechanized cleaning significantly more cost-effective than manual cleaning at larger areas
Regulatory compliance pressure: Food processing, pharmaceuticals, and electronics manufacturing facilities benefit from improved audit scores, which can prevent costly certification suspensions
High labor cost regions: Facilities in Tier 1 and Tier 2 cities with higher minimum wages see faster absolute savings
Customer Testimonials and Feedback Themes
Across all customer case studies, several consistent feedback themes emerged:
"Reliability Exceeds Expectations"
Multiple customers reported that equipment uptime exceeded 95% over the first 12 months of operation. The X8 scrubber in the logistics case study operated for 14 months before requiring its first major service, and the A900 sweeper's filter system required replacement only once in 18 months of continuous daily operation.
"Training Was Faster Than Expected"
Customers consistently reported that operators reached full proficiency within 2-4 hours of hands-on training. The Thunder God AMR required zero operator training for daily operation — only the facility supervisor needed 2 hours of training to set cleaning schedules and monitor performance dashboards.
"After-Sales Support Made the Difference"
Siben's after-sales support model includes 30-day follow-up visits, quarterly preventive maintenance checks, and guaranteed spare parts availability for 10+ years. Multiple customers cited this support structure as a decisive factor in their continued partnership and equipment expansion plans.
Frequently Asked Questions
1. What ROI can I expect from Siben industrial cleaning equipment?
In a hardware manufacturing facility, the Thunder God AMR cleaned 2,750 m² per hour autonomously, reducing manual cleaning labor by 3 full-time positions. It navigated around production lines using LiDAR-based real-time obstacle avoidance, avoided moving forklifts and personnel, and completed automatic water refilling and dirty water discharge without operator intervention.
2. Which industries benefit most from Siben cleaning equipment?
Siben equipment has proven ROI across hardware manufacturing, logistics warehousing, food processing, automotive plants, electronics factories, and retail distribution centers. Facilities with floor areas above 2,000 m² and multi-shift operations see the fastest payback periods. Food processing facilities particularly benefit from improved HACCP compliance audit scores.
3. How long does a Siben floor scrubber or sweeper typically last?
With proper maintenance, Siben floor scrubbers and sweepers have a service life of 8-10 years in industrial environments. Key components like brush motors and squeegee blades are easily replaceable, and Siben guarantees spare parts supply for a minimum of 10 years after purchase. Regular quarterly preventive maintenance extends equipment life and maintains cleaning performance.
4. How does the Thunder God cleaning robot perform in real factory environments?
In a hardware manufacturing facility, the Thunder God AMR cleaned 2,750 m² per hour autonomously, reducing manual cleaning labor by 3 full-time positions. It navigated around production lines using LiDAR-based real-time obstacle avoidance, avoided moving forklifts and personnel, and completed automatic water refilling and dirty water discharge without operator intervention.
Ready to Calculate Your Cleaning Equipment ROI?
Contact Siben's industrial cleaning specialists for a free facility assessment and customized ROI analysis. We'll evaluate your floor area, shift patterns, and current cleaning costs to recommend the most cost-effective equipment configuration.
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