World Clean Biz Intelligence
Cleaning Industry Analysis And Practical Guides.
Original industry intelligence and practical decision guides for buyers, brands, distributors and manufacturers.
Ongoing Series · Latest Episode
Building the World’s No.1 Cleaning Show from Scratch
Episode 06 | New Hope
Customers returned to China, but orders did not. All-in-one robot vacuums found overseas profits, while one ordinary vacuum rescued a failed product bet.
Original Editorial
Deep Analysis
Industry shifts, company strategy, original research and market observations.
What Company Results Reveal About the Pressure on Cleaning Appliances
Third-quarter filings from Chunguang, Xinbao, Dechang, Ecovacs and Roborock show how pricing, currency swings and inventory are squeezing the cleaning appliance supply chain.
KingClean's Team Leaders Are Using AI to Solve Production Problems
KingClean team leaders are using AI to investigate production bottlenecks, improve assembly operations and assist with quality checks.
Can One Image Take an Engine Apart? SKY-001 Brings AI to the Engineer’s Workbench
Skyfall AI's research preview shows an engineering world model breaking complex objects into parts. The next question is whether it can fit into real product development.
A Viral Mop Has Set Off a Patent Fight Between Philips and Dreame
A preliminary injunction against Dreame's Mira Mop has brought a hidden part of the electric mop into focus: how dirty water travels from the cloth to the tank.
An American Manufacturer Wants to Sell Parts for Less Than Chinese Suppliers
A promise to ship by 3 p.m. has pushed SendCutSend toward a larger manufacturing network—and a difficult balance between spare capacity and cost.
FCC Restrictions and EU Anti-Dumping Duties: Where Does Robotic Mowing Go Next?
Husqvarna has secured conditional US approval while Europe considers duties on Chinese robotic mowers. The combined pressure could hit new entrants harder than the established Chinese leaders.
Practical Research
Practical Guides
Buying decisions, brand ownership, product comparisons, sourcing and maintenance.
Robot Vacuum Distributor Guide: Brand Selection, Territory, Software, Returns, Parts and Margin
Evaluate a robot vacuum distribution deal by brand fit, territory, software, compliance, samples, margin, returns, warranty, parts and exit terms.
Robotic Pool Cleaner Distributor Guide: Brand Selection, Margin, Warranty, Parts and Service
Evaluate a robotic pool cleaner distributorship by brand, SKU mix, landed margin, inventory, warranty, parts, repair, compliance, pilot orders and contracts.
Robotic Pool Cleaner Manufacturing Cost: BOM, Tooling, Certification and Landed Cost
Model robotic pool cleaner cost across BOM, motors, battery, electronics, plastics, tooling, testing, certification, yield, warranty, freight, duty and RFQ.
Cordless Vacuum Cleaner OEM/ODM Guide: Motors, Batteries, Filtration, Tooling and Supplier Audit
A stage-gate guide to cordless vacuum OEM/ODM: platform choice, airflow, motors, batteries, filters, floorheads, tooling, compliance, pilot runs and supplier audits.
Factory Audit Checklist for Cleaning Appliance Suppliers in China: A Buyer’s Guide
A practical buyer guide to auditing and verifying cleaning appliance suppliers in China before placing orders.
Robot Lawn Mower Buying Guide: Navigation, Slope, Installation, Service and Total Cost
A robot lawn mower buying guide covering yard surveys, boundary wire, RTK, LiDAR, vision, lawn size, slopes, passages, cutting, safety, installation, maintenance and service.