We built a predictive IoT pipeline for connected cleaning appliances that tells owners when parts need replacing, plus a conversational AI agent for 24/7 troubleshooting.
Industry: Manufacturing & EnergyService: AI & Automation
Overview
Client
Bissell
Home cleaning appliance manufacturer
Engagement snapshot
The challenge
Connected appliances produced usage data, but it was not used to tell owners when filters and brushes were worn.
Owners also needed help with troubleshooting at any time of day, and hardware faults had to reach human support quickly.
Usage metrics were collected but not acted on.
Owners kept using filters and brushes past their best.
Troubleshooting questions arrived around the clock.
The solution
A cloud pipeline ingests usage metrics from connected robotic vacuums.
An AI insights engine predicts when parts need replacing and sends reorder prompts to the owner's app.
A conversational AI agent handles troubleshooting 24/7 and escalates hardware issues to people.
Key features
A cloud pipeline turns usage data from smart vacuums into product insights.
Business impact
Clear view of real-world use
AI predicts when filters or brushes need replacing and prompts the owner's app.
Business impact
35% higher aftermarket sales
A conversational AI agent answers troubleshooting questions and escalates hardware issues to people.
Business impact
24/7 troubleshooting support
Before and after
Before
Replaced too late
Owners did not know when parts were worn.
After
Prompted on time
The app suggests replacements when they are due.
Before
Office hours
Questions waited for the support team.
After
24/7 AI agent
Troubleshooting is answered any time.
Before
Limited view
Real-world use was hard to see.
After
Clear usage data
The team understands how products are used.
Results
35% Higher Aftermarket Sales
Automated part replacement prompts boosted aftermarket sales by 35%.
Before: Missed ReordersAfter: Timely Prompts
Improved Satisfaction
Owners get timely prompts and help at any hour, improving satisfaction.
Before: Reactive SupportAfter: Proactive Care
Clear Product Insight
The team understands exactly how products are used.
Before: Limited ViewAfter: Usage Analytics
Testimonial
“Connecting our smart devices to this AI pipeline allowed us to understand exactly how our products are used. Triggering automated part replacements has boosted our aftermarket sales by 35% and drastically improved customer satisfaction.”
Eric BuehlerDirector of Electronics, BissellKey results
Trust and control
Hardware issues are passed to human support.
HUMAN IN CONTROLReorder prompts are suggestions the owner chooses to act on.
OPT-INSupport interactions are recorded for quality review.
TRACEABLEWear predictions can be tuned per product.
ADAPTABLEFaster delivery
Building on tested components let the team focus on each product's parts and common issues.
Tested components handled data from connected appliances.
A reusable forecasting setup was tuned to part wear.
Ready-made messaging sent personalised prompts.
A tested conversational framework handled troubleshooting.
We built a predictive IoT data pipeline and an AI customer service agent for connected smart home appliances. Usage data from robotic vacuums drives automated part replacement prompts in the owner's mobile app, and a conversational AI agent handles troubleshooting around the clock, escalating hardware issues to people.
An AI insights engine predicts when parts such as filters or brushes need replacing and sends a personalised reorder prompt to the owner's app. Triggering these automated part replacements boosted aftermarket sales by 35% and improved customer satisfaction, because appliances keep working well for longer.
No. The conversational AI agent answers inbound troubleshooting questions 24/7, which means owners get help at any hour, but it escalates hardware issues to the human support team. People handle the problems that need a repair or a replacement, while the agent covers the everyday questions.
If your connected products collect data you don't use, we can build AI that helps owners and grows aftermarket sales.