Introducing RAMS AI Vision — Intelligent Warehouse Perception

RAMS IMDS Platform

Know what your MHE needsbefore uptime is lost.

IMDS—Integrated MHE Diagnostic System—connects equipment condition, faults, battery health, usage, impacts, inspections and maintenance history to create a living diagnostic record for every MHE.

Diagnose Earlier. Maintain Smarter. Operate With Confidence.

MHE Diagnostics Command CentreConnected

Connected MHE

34

Healthy

27

Attention

05

Critical

02

Selected asset · MHE 04No condition requires immediate action
87Health

MHE 04 · healthy

Reach truck · Fleet 01

Battery SOC / SOH72% / 91%Operating hours4,812 hMotor temperature58 °COpen fault codes00Next service42 operating hCurrent locationAisle 07

Trusted on the warehouse floor

FlipkartNestleSiemensCoca-ColaVolvoJCBCaterpillarABBSaint-GobainMahindra LogisticsAsian PaintsCiplaGE VernovaRhenus Logistics

Problem / Current state

Maintenance often starts after
Performance has been lost.

MHE condition data, operator complaints, service sheets, fault codes and usage records rarely create one reliable fleet-health picture.

Faults without context

A warning code may be visible on the vehicle but disconnected from its usage, operator session, location and recent events.

Reactive maintenance

Intervention begins after a breakdown, missed task or safety concern has already disrupted the operation.

Fragmented service history

Inspections, repair invoices, parts, downtime and technician notes sit across paper, spreadsheets and vendor systems.

No fleet-level insight

Managers cannot easily compare health, reliability, cost and recurring faults across equipment or sites.

What IMDS is

Five data sources
One health record per machine.

IMDS integrates the signals that already exist around your fleet — but never sit in one place — into a single diagnostic record for each machine, and turns that record into condition-based maintenance intelligence.

MHE

Machine telematics

Hours, fault codes, load cycles, duty and usage from the equipment itself.

RFID

Identity & location

Which machine, which attachment, where it operates and how often.

CCTV

Visual & impact

Impact and handling context that telematics alone can't see.

WMS · ERP

Maintenance & work history

Service records, parts, costs and work orders from your systems.

IMDS
Diagnostic engine
Output

Machine health score

One comparable measure of condition, per machine and across the fleet.

Output

Predicted needs

What's wearing, what's due and what's likely to fail — before it does.

Output

Condition-based plan

Maintenance timed to real duty, not a fixed interval.

How it works

From equipment signal
To verified maintenance.

IMDS creates a governed diagnostic loop around the MHE asset.

Step 01

Connect

Receive supported onboard, battery, telematics, inspection and enterprise-system data.

Validated asset by assetWhat it will talk to sets the limit
Equipment interfacesValidating
+0.40 mMHE 04MHE 07MHE 02AISLE B — RECURRING

Equipment interfaces

1/6 validated
MHE CAN / OEM API22 assets
Battery systems
Telematics
Impact sensors
OmniBox Edge
CMMS

Core capabilities

Diagnostics, maintenance
And lifecycle in one system.

Move from isolated equipment readings to actionable fleet-health intelligence.

01 · Live diagnostics

See current equipment condition

Compatibility depends on MHE interface and OEM data

Monitor supported fault codes, temperatures, voltage, hours and operating parameters by asset.

02 · Battery + charging health

Understand the energy system

Plan charging and replacement with evidence

Review state of charge, state of health, charging cycles, temperature and configured degradation indicators.

03 · Fault + anomaly detection

Find emerging problems earlier

Decision support — not a substitute for OEM diagnosis

Use configured thresholds and historical patterns to surface abnormal equipment behaviour for review.

04 · Maintenance planning

Prioritise work by risk and impact

Move beyond calendar-only maintenance

Combine condition, operating hours, due service, equipment criticality and available maintenance windows.

05 · Work + service history

Preserve the complete lifecycle

One persistent equipment record

Connect complaints, inspections, faults, parts, labour, downtime, repairs and verification to the MHE.

06 · Fleet health analytics

Compare reliability across assets

See where reliability is being lost

Review recurrence, downtime, failure modes, maintenance cost and availability by model, site or fleet.

Product experience

Move from fleet status
To asset diagnosis.

Select any connected MHE to inspect health, current parameters, fault history, operating context and planned maintenance.

See how IMDS connects the signal to the asset, operating context and maintenance history.

app.rams.digital/imds
Connected

Availability

94%

Attention

05

Critical

02

Work orders

09

Fleet health trend · last 30 daysLive + history
30 days20 days10 daysToday

Priority attention

Battery temperatureMHE 04Hydraulic pressureMHE 12Service overdueMHE 09Repeat faultMHE 17

MHE 04 · healthy

87

Battery SOC / SOH72% / 91%Battery temperature38 °COperating hours4,812 hOpen fault codes00Next service42 operating hConditionHealthy

Two high-hour MHEs account for 61% of hydraulic fault recurrence this month.

Outcomes / Business value

Protect uptime without
Losing maintenance control.

IMDS makes equipment condition and maintenance impact visible to operations, engineering and management.

Higher availability

Identify critical conditions earlier and plan maintenance around operational demand.

Serviceable time against scheduled operating demand

Less unplanned downtime

Use supported diagnostics and recurrence history to focus preventive action.

Breakdown duration, response and return to service

Better asset life

Connect usage, charging, impacts and maintenance quality across the lifecycle.

Repeated diagnostic conditions after closure

Lower lifecycle cost

Compare recurring faults, parts, labour and downtime before repair-or-replace decisions.

Parts, labour, vendor and downtime cost by asset

Integrations

Connect MHE condition
To the systems around it.

IMDS can combine supported equipment data with operational, visual, identity and enterprise context.

Signals inlive
CANMHE 04 · DTC-B17
BatterySOC 72% · SOH 91%
Telematics4,812 operating h
ImpactMHE 07 · zone B4
CMMSWO-2291 raised
EdgeOmniBox · 34 assets
CANMHE 04 · DTC-B17
BatterySOC 72% · SOH 91%
Telematics4,812 operating h
ImpactMHE 07 · zone B4
CMMSWO-2291 raised
EdgeOmniBox · 34 assets

MHE + edge

Receive equipment signals

MHE CAN / OEM APIsBattery systemsTelematicsImpact sensorsOmniBox EdgeSupported IoT
RT-11 · Reach truck4 sources
WMSDutyHeavy · shift 2
RFIDZoneCold store · A7
CCTVEvidenceImpact clip 14:22
CMMSWorkWO-2291 open

Enterprise + site

Add operational context

WMSERPCMMSCCTVRFIDApproved APIs
Context1/5 layers
Digital TwinPlace
MEPS
RTSS
ATOS
AIMS

RAMS platform

Build cross-module intelligence

Digital TwinMEPS utilisationRTSS impactsATOS tasksAIMS management
MHE / batteryCondition + fault signals
WMS / RFID / CCTVTask + identity + evidence
Digital TwinLocation + asset context
IMDSDiagnosis + maintenance
AIMS / ERP / CMMSInsight + work + cost

Available parameters, fault-code meaning, data frequency and control actions depend on OEM access, hardware compatibility, validated interfaces and customer permissions.

FAQ

Questions fleet and
Maintenance teams ask.

MHE data availability differs by manufacturer, model, controller and customer access. IMDS compatibility is validated asset-by-asset before parameters or fault codes are used operationally.

Start the conversation

Turn every MHE into a
connected, diagnosable asset.

Connect the equipment. Monitor condition. Prioritise faults. Coordinate maintenance. Verify the repair. Preserve the complete lifecycle history.