Custom AI-Powered Predictive Maintenance System
Axix builds a custom AI-powered predictive maintenance system on Axix ERP Maintenance and Assets plus IoT sensor feeds you supply—not a finished PdM appliance we resell. Typical scopes cover asset hierarchies, health features, alert queues, and work-order handoff into scheduled maintenance. Fixed Price or Dedicated Team follows discovery of sensor vendors and failure labels.
Assets, maintenance history, and sensor context
Reliability teams need predictions tied to the same equipment records used for service history—not a disconnected IoT toy dashboard. A custom AI-powered predictive maintenance system usually links ERP Assets (fixed assets, location) and Maintenance (equipment maintenance, service history) with time-series features from customer-supplied IoT sensors. Alerts propose inspection or work-order candidates; planners still schedule labor and parts. We do not manufacture sensors or claim OEM prognostic certifications.
From alert to maintenance work
Scored risk events open review queues with recent sensor traces and last service notes. Approved items can create or suggest Maintenance tasks and parts reservations when Stock is in scope. Threshold and model alerts coexist—hard vibration limits can fire without waiting on ML. Optional OT security conversations (for example CyberDragon or plant monitoring links) stay separate product scopes; this page does not claim PdM replaces OT safety systems. Integration with local requirements (e.g. FBR, ZATCA, customs authority portals) is scoped per project only if spare-parts invoices need e-invoicing—we never claim certification or approval.
Honest scope
Models are trained on the customer’s data—run hours, failure tickets, and sensor histories you provide. Results depend on data quality: missing failure labels, uneven sensor coverage, and short histories will limit early warning. We do not promise failure detection rates, uptime ROI, or mean-time-between-failure improvements. Evaluation uses your holdout windows and maintenance outcomes; Axix engineers the pipeline and work-order hooks, not a guarantee that every impending failure will be flagged in time.
Delivery for reliability and plant ops
Discovery maps asset criticality, which sensors are trustworthy, and who may create work orders from model alerts. Pilots often instrument one asset class before plant-wide scoring. Engagements use Fixed Price or Dedicated Team with NDA—no free-trial predictive maintenance product claim. Retraining uses closed work orders and confirmed failure codes from your CMMS-style history in ERP. Spare-parts suggestions respect Stock on-hand when that module is live—never inventing infinite inventory. Quiet hours keep night shifts from alert floods on non-critical assets. Runbooks document what technicians do when a sensor goes dark mid-shift. Optional energy or factory dashboards can sit beside PdM views when those custom scopes are combined—still without promising production yield gains.
What we build
- ERP Assets and Maintenance as system of record
- IoT sensor feature pipelines (customer hardware)
- Risk alert queues with evidence traces
- Work-order handoff into maintenance schedules
- Rules plus ML scoring side by side
- Retraining from customer failure and service labels
Built on Axix platform modules
Custom systems are assembled from existing Axix modules—not sold as a finished off-the-shelf product for this industry until a product offering is published.
- ERP: assets (fixed assets, location) and maintenance (equipment service history)
- ERP: stock-inventory optional for spare parts
- Customer-supplied IoT/OT sensor feeds and gateways
- Custom software engineering for feature pipelines, scoring, and planner review UX
How a project runs
- 1
Discovery
Scope workflows, integrations, compliance constraints, and which Axix platform modules fit before any build starts.
- 2
Pilot
Ship a focused pilot on agreed modules with feedback loops, so stakeholders validate fit before wider rollout.
- 3
Rollout
Phased go-live, training, and handover under NDA with IP transfer on completion unless otherwise agreed.
Engagement models: Fixed Price for scoped builds, or Dedicated Team for an Axix-managed delivery pod. Staff Augmentation is available when you need specialists inside your ceremonies.
Available in
- Pakistan
- Saudi Arabia
- UAE
- USA
- United Kingdom
Frequently asked questions
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Ready to talk with Axix Technologies?
Book a discovery call to scope a custom system on Axix platform modules.