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Baby DiapersTesting & Trust Watch

Smart Diapers Work in the Lab. Why Did the Biggest Consumer Version Disappear?

In 2019, Pampers introduced what looked like the future of infant care. A reusable Bluetooth sensor attached to a specially marked disposable diaper. When the diaper became wet, the system alerted the parent through an app. Combined with a connected camera, it also tracked sleep and helped caregivers record feeding and diaper changes.

ConsensysAI · Innovation intelligence
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In this article
  1. 01Lumi measured wetness—not infection
  2. 02Academic prototypes are turning the diaper into a diagnostic surface
  3. 03The prominent UTI prototype was not an A*STAR invention
  4. 04Other prototypes can detect glucose using urine-generated electricity
  5. 05Screening for a UTI is much harder than detecting moisture
  6. 06Why Lumi’s value proposition was difficult
  7. 07The system required consumers to enter a controlled ecosystem
  8. 08Smart baby products can produce more anxiety than reassurance
  9. 09Monit proves the commercial category did not disappear
  10. 10Adult care may offer a stronger business case
  11. 11Clinical evidence is stronger in care facilities than in the baby market
  12. 12Monit’s current activity shows partial commercial success
  13. 13RFID could remove the battery and reusable clip
  14. 14Diagnostic sensors face a much higher regulatory threshold
  15. 15Electronics create a disposable-waste contradiction
  16. 16The strongest commercial product may separate sensing from diagnosis
  17. 17Tier 1: Wetness monitoring
  18. 18Tier 2: Behavioural pattern monitoring
  19. 19Tier 3: Biomarker screening
  20. 20Babies may not be the first major diagnostic market
  21. 21P&G has not explained Lumi’s end publicly
  22. 22The lab and market are solving different problems
  23. 23Smart diapers are real—the winning use case is still being decided
  24. 24Brand Radar Signal Tags
  25. 25Brands and Organisations
  26. 26Products and Systems
  27. 27Innovation Types
  28. 28Biomarkers and Measurements
  29. 29Consumer and Care Benefits
  30. 30Market Signals
  31. 31Evidence Signals
  32. 32Risk Signals
  33. 33Sources
  34. 34Smart-diaper research
  35. 35Lumi by Pampers
  36. 36Monit and commercial counterexample
Source: supplied full article
Global / Cross-Market

In 2019, Pampers introduced what looked like the future of infant care.

A reusable Bluetooth sensor attached to a specially marked disposable diaper. When the diaper became wet, the system alerted the parent through an app. Combined with a connected camera, it also tracked sleep and helped caregivers record feeding and diaper changes.

The product was called Lumi by Pampers.

It came from Procter & Gamble, the world’s largest diaper manufacturer, and was presented as an integrated baby-care system rather than a novelty accessory.

A few years later, Lumi disappeared.

Retailers now mark the product as discontinued, and customers reported being told that its connected service would stop functioning in March 2023. P&G has not publicly provided a detailed explanation for ending the system.

Meanwhile, academic laboratories have continued developing diapers capable of measuring far more than wetness.

Researchers have built prototypes that can detect:

  • • Nitrite associated with urinary-tract infection screening
  • • Glucose in urine
  • • pH
  • • Temperature
  • • Moisture
  • • Electrolytes
  • • Other chemical biomarkers

The smart diaper did not fail because the sensor concept was impossible.

It ran into a harder problem:

The feature had to deliver enough everyday value to justify connectivity, specialised supplies, added cost and constant data collection.

This is one signal from the Consensys Innovation Signals Engine, which continuously scans a library of more than one million products worldwide for emerging shifts in formulation, positioning and consumer demand.

Signal: Technical Feasibility Without Consumer-Market Fit

Lumi measured wetness—not infection

The term smart diaper covers several very different technologies.

Lumi belonged to the simplest commercial category: behaviour and wetness monitoring.

Its reusable sensor attached externally to compatible Lumi diapers and automatically recorded wet events. The larger system combined that information with sleep tracking, video monitoring and manually entered feeding data.

Product: Lumi by Pampers
Brand: Pampers
Manufacturer: Procter & Gamble
Launch: 2019
Primary Functions: Wetness notification, sleep tracking and routine logging
Communication: Bluetooth-connected sensor and mobile app

Lumi did not analyse the chemical composition of urine.

It could tell parents that a diaper had become wet. It could not independently determine whether the child had a urinary infection, diabetes or another medical condition.

Innovation Type: Connected Wetness Monitoring

That distinction is essential because the laboratory systems discussed in the same story belong to a more advanced class of product.

Academic prototypes are turning the diaper into a diagnostic surface

A diaper is unusually attractive to sensor researchers.

It collects a biological fluid automatically, without requiring a needle, cup or conscious action from the wearer. The material already transports urine through several absorbent layers, providing opportunities to position disposable sensors inside the product.

In 2017, researchers published a diaper-embedded system designed to screen urine for nitrite, a potential indicator associated with bacterial urinary-tract infection.

The prototype contained:

  • • A paper-based colorimetric nitrite sensor
  • • Urine-activated batteries
  • • Low-power electronics
  • • Bluetooth Low Energy transmission
  • • A disposable module embedded into the diaper

Urine powered the system and activated the sensor, which could then transmit a result wirelessly.

Innovation Type: Self-Powered Biomarker Detection

The work demonstrated an important principle:

The waste fluid itself can become both the sample and the power source.

The prominent UTI prototype was not an A*STAR invention

The original database row attributes the wireless UTI-detection diaper directly to Singapore’s Agency for Science, Technology and Research—A*STAR.

That should be corrected.

The widely cited 2017 autonomous nitrite-monitoring system was developed by researchers including W. Seo, W. Yu, T. Tan, B. Jung and B. Ziaie, associated with work at Purdue University.

A*STAR’s role is still important—but different.

In February 2025, researchers from A*STAR’s Institute of Materials Research and Engineering, alongside clinical and international collaborators, published a major review titled “Smart diapers: From wetness monitoring to early diagnosis.”

The paper assessed the state of:

  • • Wetness sensors
  • • Wireless communication systems
  • • RFID designs
  • • Electrochemical sensors
  • • Biomarker detection
  • • Commercial smart-diaper products
  • • Barriers to diagnostic use

The authors concluded that smart diapers were progressing from simple change alerts toward possible early disease detection, but still faced major challenges involving reliability, comfort, cost, communication and clinical translation.

Evidence Correction: A*STAR Review, Purdue UTI Prototype

Other prototypes can detect glucose using urine-generated electricity

Urine glucose can be relevant to diabetes monitoring, although a diaper reading would not replace standard diagnostic testing.

In 2021, researchers demonstrated a paper-based glucose biofuel cell that could be attached to a diaper. The system detected urine and glucose while producing its own electrical output through the biochemical reaction.

This research points toward a future diaper that could combine:

  • • Sample collection
  • • Chemical sensing
  • • Power generation
  • • Data transmission

inside one disposable platform.

Innovation Type: Urine-Powered Biosensing

But a successful laboratory test does not automatically translate into a safe commercial diagnostic device.

Screening for a UTI is much harder than detecting moisture

Wetness is a relatively simple physical event.

The sensor only needs to determine whether moisture has reached a threshold.

UTI screening is more complicated.

Nitrite can be associated with certain urinary bacteria, but:

  • • Not every UTI produces nitrite.
  • • Urine may need to remain in the bladder long enough for nitrite to form.
  • • Some bacteria do not convert nitrate to nitrite.
  • • Diet and urine concentration can affect results.
  • • Contamination from faeces may interfere.
  • • A positive result does not identify the organism.
  • • A negative result does not always exclude infection.

A smart diaper could therefore provide a screening signal, not a confirmed diagnosis.

Evidence Signal: Potential Early Warning
Not Established: Autonomous UTI diagnosis

A positive or concerning result would still require medical assessment and conventional testing.

Why Lumi’s value proposition was difficult

Lumi solved a real problem—but one that many parents can already solve quickly.

Most modern disposable diapers include a colour-changing wetness indicator. Caregivers can also check the diaper by sight, touch or routine.

Lumi therefore competed against a very inexpensive existing solution:

Look at the line on the diaper.

The connected system added:

  • • A reusable sensor
  • • A dedicated app
  • • A camera or monitor in some bundles
  • • Special compatible diapers
  • • Account setup
  • • Wireless connectivity
  • • Notifications
  • • Data interpretation

The benefit had to justify all that extra infrastructure.

Commercial Barrier: Technology Added to a Low-Complexity Task

For some parents—particularly those monitoring sleep—the automation may have been useful.

For others, a phone notification that the baby had urinated was not valuable enough to change diaper-buying behaviour.

The system required consumers to enter a controlled ecosystem

Lumi’s sensor worked with diapers designed for the system.

That created dependence on:

  • • Continued availability of compatible diapers
  • • Continued operation of the app
  • • P&G maintaining cloud and software support
  • • Phone compatibility
  • • Account access
  • • Replacement hardware

When the service ended, customers reported that expensive connected equipment became far less useful or unusable.

This illustrates a major weakness of connected disposable products:

A physical diaper may keep working after the manufacturer ends support. A connected diaper system may not.

Risk Signal: Product Function Dependent on Cloud Support

The consumer was not only buying a sensor.

They were depending on P&G to maintain a digital service for the life of the hardware.

Smart baby products can produce more anxiety than reassurance

Connected infant products often promise peace of mind.

They can also increase compulsive monitoring.

Parents may begin checking:

  • • Every wet event
  • • Exact sleep duration
  • • Feeding intervals
  • • Movement alerts
  • • Daily behavioural charts

Minor data gaps or false alerts can then feel like emergencies.

Reporting on connected baby technology has documented how uncertain readings and alarms can increase parental anxiety, particularly when products appear medical but lack the certainty of clinical monitoring.

Lumi’s wetness data was less alarming than breathing or heart-rate monitoring, but it still contributed to the idea that every part of infant care should be continuously quantified.

Consumer Risk: Data-Driven Parenting Anxiety

Monit proves the commercial category did not disappear

The original story describes Pampers Lumi as the single commercial smart diaper.

Korean company Monit provides an important counterexample.

Monit began as a Samsung C-Lab project and developed a reusable sensor that attaches to the outside of a diaper. It uses temperature, humidity and capacitive sensing to detect diaper conditions and send alerts through an app.

The company worked with Huggies on a Korean smart-diaper offering and marketed its baby sensor internationally.

However, Monit’s most durable commercial opportunity appears to have shifted from individual parents toward elderly and institutional care.

That market has a different economic logic.

Adult care may offer a stronger business case

In a home with one baby, checking a diaper manually is manageable.

In a nursing home, one caregiver may be responsible for many people who use incontinence products.

Without monitoring, staff may need to check residents on a fixed schedule. That can lead to:

  • • Unnecessary changes
  • • Delayed changes
  • • Sleep disruption
  • • Skin exposure
  • • High labour requirements
  • • Incomplete records

Monit’s MECS and MECS PRO systems allow multiple diaper users to be monitored centrally.

In 2025:

  • • MECS was approved for supply through South Korea’s long-term-care welfare-equipment system.
  • • Eligible users could receive substantial public financial support.
  • • Monit pursued pilots with healthcare organisations in Singapore and Thailand.
  • • MECS PRO won first place at the Wearable Technologies Innovation World Cup USA 2025.
Innovation Type: Institutional Diaper-Care Management

The technology did not disappear.

It moved toward the customer with the clearest operational return.

Clinical evidence is stronger in care facilities than in the baby market

A 2025 study evaluated the effect of a smart diaper sensor using Monit’s algorithms in incontinence care.

The system notified caregivers when moisture was detected, allowing changes to be driven by actual events rather than only fixed schedules.

This type of product can potentially create measurable outcomes such as:

  • • Fewer unnecessary checks
  • • Faster response after wetting
  • • Reduced caregiver workload
  • • Lower use of disposable products
  • • Improved skin care
  • • Better documentation

Those benefits are easier to translate into cost savings than a consumer promise of more convenient baby monitoring.

Market Signal: B2B Care Economics Stronger Than Consumer Novelty

Monit’s current activity shows partial commercial success

Monit is not merely an abandoned startup from the first smart-diaper wave.

Its current company materials show:

  • • An active baby-monitoring app updated in May 2026
  • • Continued promotion of baby sensors
  • • Expansion of MECS and MECS PRO
  • • Healthcare pilots in Asia
  • • Planned international institutional distribution

The Monit Smart Baby Care Pro app remained listed in 2026 as a companion for real-time diaper-status monitoring and skin-care management.

The business appears to have survived by broadening the use case beyond parents.

Commercial Strategy: Consumer Technology Repositioned for Care Infrastructure

RFID could remove the battery and reusable clip

One route toward a more practical smart diaper is passive radio-frequency identification—RFID.

A low-cost RFID structure can be embedded inside the disposable product and read wirelessly.

Potential benefits include:

  • • No conventional battery
  • • Very thin construction
  • • Lower unit cost
  • • Disposable sensing element
  • • Identification and wetness data in one tag
  • • Central monitoring across many wearers

Researchers have developed conductive-fibre RFID sensors for real-time urine monitoring and newer contactless systems intended to reduce electronic waste.

Innovation Type: Battery-Free Disposable Sensing

The problem is that passive systems still require:

  • • A nearby reader
  • • Reliable signals through clothing and bedding
  • • Accurate interpretation of partial wetness
  • • Safe materials
  • • Very low manufacturing cost

A sensor added to every diaper must be cheap enough to be discarded after one use.

Diagnostic sensors face a much higher regulatory threshold

A wetness alert is a convenience feature.

A product claiming to identify infection or disease may become a medical device.

That can require evidence covering:

  • • Sensitivity
  • • Specificity
  • • False-positive rate
  • • False-negative rate
  • • Interference from faeces or creams
  • • Performance across ages and diets
  • • Storage stability
  • • Manufacturing consistency
  • • Clinical benefit
  • • Cybersecurity
  • • Safe disposal
Innovation Barrier: Medical-Device Validation

The diagnostic diaper must work not only in a controlled laboratory but in real use:

  • • Different urine volumes
  • • Movement
  • • Compression
  • • Mixed waste
  • • Varying temperature
  • • Long storage
  • • Imperfect positioning

The more important the health claim, the less tolerance there is for an incorrect result.

Electronics create a disposable-waste contradiction

Disposable diapers already generate substantial waste.

Embedding batteries, circuits or radio components into every product can increase:

  • • Material complexity
  • • Electronic waste
  • • Recycling difficulty
  • • Manufacturing impact
  • • Disposal risk
  • • Cost

Self-powered paper sensors, printable electronics and passive RFID designs attempt to reduce that conflict.

But the ideal smart diaper must still answer:

Does the health or care benefit justify adding electronics to a single-use product?

Sustainability Risk: Disposable Electronics

A reusable external sensor, as used by Lumi and Monit, avoids putting full electronics into every diaper—but can be less precise because it measures through the outer material rather than contacting the urine directly.

The strongest commercial product may separate sensing from diagnosis

The future smart-diaper market may divide into three tiers.

Tier 1: Wetness monitoring

Alerts caregivers that a change may be needed.

Tier 2: Behavioural pattern monitoring

Tracks frequency, timing and duration to identify changes over time.

Tier 3: Biomarker screening

Measures nitrite, glucose, pH or other chemical signals associated with possible health conditions.

Each tier has different:

  • • Costs
  • • Evidence needs
  • • Regulatory requirements
  • • Users
  • • Risks

The mistake of the first consumer wave may have been trying to sell a connected ecosystem before the product delivered sufficiently consequential information.

Product Strategy: Match Sensor Complexity to Decision Value

Babies may not be the first major diagnostic market

The term smart diaper suggests infant care, but older adults may provide the clearer early market.

Care facilities face:

  • • High staffing pressure
  • • Incontinence-related skin problems
  • • Greater UTI prevalence
  • • A need for centralised records
  • • Financial incentives to reduce unnecessary changes
  • • More immediate value from early warnings

A diagnostic or semi-diagnostic diaper may therefore reach nursing homes before becoming a standard baby product.

This mirrors Monit’s evolution from a baby gadget into an elderly-care system.

Market Signal: Ageing-Care Market Pull

P&G has not explained Lumi’s end publicly

The original research brief proposes asking P&G why Lumi was discontinued.

That remains the most valuable unanswered question.

No detailed public statement was found explaining whether Lumi ended because of:

  • • Low hardware sales
  • • Weak repeat purchase of compatible diapers
  • • High support costs
  • • Limited consumer demand
  • • Privacy concerns
  • • Portfolio changes
  • • Technical reliability
  • • The economics of maintaining the app

Retail discontinuation and customer shutdown notices establish that the system ended.

They do not establish why.

Evidence Gap: No Public P&G Post-Mortem

The article should not present an inferred reason as a confirmed corporate decision.

The lab and market are solving different problems

Laboratory researchers ask:

Can a diaper detect a biomarker?

Consumer-product teams must ask:

  • • Will people pay for it?
  • • Is the result trustworthy?
  • • Does it change a useful decision?
  • • Can the sensor survive manufacturing?
  • • Can it be discarded safely?
  • • Will the app remain supported?
  • • Does it reduce work rather than create more?

Lumi demonstrated that being first from a major brand was not enough.

Monit demonstrated that the same basic sensing idea may create more value in professional care.

A*STAR’s review and the Purdue UTI prototype show that the scientific frontier is moving toward disease screening.

The missing step is not invention.

It is building a system that is clinically credible, economically rational and simple enough to survive outside the laboratory.

Smart diapers are real—the winning use case is still being decided

The first generation asked parents whether they wanted a phone alert after their baby urinated.

The next generation could ask a more consequential question:

Can the diaper reveal a health change before symptoms become obvious?

That is a much stronger proposition.

It is also far harder to prove.

The future smart diaper may not arrive first as an expensive baby gadget. It may begin in hospitals, nursing homes or specialist care, where staffing pressures and infection risks make continuous monitoring valuable.

Pampers Lumi disappeared because a connected product must offer more than technological possibility.

The sensors in today’s laboratories can offer much more.

Whether they become real products will depend on turning a scientific signal into a decision caregivers can trust.

Brand Radar Signal Tags

Brands and Organisations

Pampers Procter & Gamble Lumi by Pampers Monit Huggies Kimberly-Clark A*STAR Institute of Materials Research and Engineering Purdue University SingHealth

Products and Systems

Lumi by Pampers Monit Smart Baby Sensor MECS MECS PRO Monit Smart Baby Care Pro Wireless UTI-Monitoring Diaper Prototype Urine-Powered Glucose Sensor

Innovation Types

Connected Wetness Monitoring Self-Powered Biomarker Detection Urine-Powered Biosensing Battery-Free RFID Sensing Feline— Infant Health Monitoring Institutional Diaper-Care Management Behavioural Pattern Monitoring Disposable Electrochemical Sensor Ambient Care Technology

Biomarkers and Measurements

Wetness Nitrite Urine Glucose pH Temperature Humidity Electrolytes Diaper-Change Timing Urination Frequency

Consumer and Care Benefits

Remote Wetness Notification Earlier Diaper Changes Reduced Manual Checking Caregiver Workload Reduction Potential UTI Screening Continuous Care Records Skin-Exposure Reduction Centralised Multi-Patient Monitoring

Market Signals

Consumer Smart-Diaper Failure B2B Care Technology Growth Elderly-Care Market Pull Baby Technology Repositioning Academic-to-Commercial Translation Gap Connected Disposable Products Preventive Monitoring

Evidence Signals

Peer-Reviewed UTI Prototype A*STAR 2025 Technology Review Monit Care Study Commercial Wetness Monitoring Diagnostic Claims Not Yet Commercially Established P&G Discontinuation Reason Not Public False-Positive and False-Negative Data Needed

Risk Signals

Cloud-Service Dependency Dedicated Diaper Ecosystem Data-Driven Parenting Anxiety Disposable Electronics Medical-Device Regulation False Reassurance False Alerts Privacy and Cybersecurity Added Unit Cost App Obsolescence

Sources

Smart-diaper research

  • • A*STAR and collaborators — “Smart diapers: From wetness monitoring to early diagnosis”: A 2025 review covering wetness sensors, RFID, electrochemical systems, wireless communication and diagnostic potential.
  • • Seo et al. — Diaper-embedded UTI-monitoring module: The 2017 prototype used a nitrite sensor, urine-activated battery and Bluetooth transmission.
  • • ACS Sensors — Self-powered diaper glucose sensor: Describes a paper biofuel cell capable of detecting urine glucose while generating power.
  • • Conductive-fibre RFID smart-diaper research: Reviews passive RFID approaches for real-time urine monitoring.
  • • Contactless carbon-printed smart-diaper system: A 2025 research design aimed at low-impact remote sensing.

Lumi by Pampers

  • • Lumi launch coverage: Describes the external sensor, wetness notifications and connected baby-care system. https://www.engadget.com/2019-07-18-pampers-lumi-smart-diapers.html
  • • Retail discontinuation: Walmart identifies the Lumi sleep sensor as discontinued.
  • • Customer shutdown reports: Lumi owners reported app notices stating that support would end in March 2023. This confirms the reported shutdown but is not an official explanation from P&G.

Monit and commercial counterexample

  • • TechCrunch — Monit baby sensor: Describes the Korean company’s early Bluetooth diaper-monitoring product.
  • • Monit company updates: Documents MECS, MECS PRO, institutional expansion, Korean welfare-equipment registration and international pilots.
  • • Monit Smart Baby Care Pro: The active app listing shows continued baby-sensor support in May 2026.
  • • Peer-reviewed smart-sensor care study: Evaluates Monit-based wetness notifications in incontinence care.
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