Monitored assets4
3 production areas
Presentation idea implemented
A student-built textile operations product
LoomGuard takes the presentation’s “Textile Mill Loom Downtime Tracker” and turns it into a working Operational SaaS Utility with synthetic telemetry, configurable thresholds, alerts, and an explicit model.
LoomGuardTextile operations command centre
Average efficiency90.3%
Current shift
Needs attention1
Threshold-derived
Open alerts1
Supervisor queue
| Asset | Line | Service interval | Efficiency | Last reading | Status |
|---|---|---|---|---|---|
| L-03Picanol Delta | Weaving A | 318h500h | 93.4% | 06:00 today | running |
| L-07Tsudakoma Airjet | Weaving A | 492h500h | 86.2% | 06:00 today | attention |
| L-11Toyota JAT810 | Weaving B | 166h500h | 91.8% | 06:00 today | running |
| S-02Sampling Rapier | Sampling | 74h300h | 89.6% | 05:45 today | running |
What this proves
One framework, a genuinely different student product
The business problem, vocabulary, operating rules, founder story, and interface are student decisions. Authentication, data access, triggers, testing, and deployment remain standard.
Student implemented
The product-specific layer
- Changed the generic asset model into textile looms and production lines
- Defined shift readings, maintenance intervals, efficiency targets, and alert language
- Built the floor-manager dashboard and synthetic demo journey
- Selected a 500-hour maintenance threshold and 82% efficiency guardrail
- Kept live machine telemetry and external email disabled until mentor approval
Framework reused
The production foundation
- Authentication, roles, sessions, and Row-Level Security
- Model definitions, field validation, relationships, and standard record APIs
- Trigger conditions, action contracts, and alert workflow states
- Audit history, environment switches, health checks, and deployment
- Teacher status, tests, AI budget controls, and agent guidance
Model definition
The student defines the nouns and decisions first
The framework validates the model and generates standard access paths. The dashboard is then designed around these business objects.
Loom
A monitored production loom with a maintenance interval.
6 configured fieldsShift Reading
A manual or webhook-supplied machine reading.
6 configured fieldsThreshold Rule
A configurable rule that turns a reading into an operational action.
6 configured fieldsMaintenance Alert
An alert created when a shift reading matches an active threshold.
5 configured fieldsConfigured automation
2 standard triggers
record.created · 1 condition · 3 actions
record.created · 1 condition · 2 actions
Reusable foundation