Platform Features

Core Platform

The foundation of your digital twin ecosystem

• Digital Twin Management

  Create, clone, and manage multiple digital twins across 12 industry domains. Six ready-to-use templates cover hydropower, data centers, oil refineries, HVAC, water treatment, and factory floors — with 200+ pre-configured asset types.

• 3D Visualization & Scene Builder

  Photorealistic 3D scenes with PBR materials, HDRI lighting, bloom, and SSAO post-processing. Import STEP/IGES CAD files or browse Sketchfab directly. Ten interactive tools — fly-to, wireframe, data overlays, heat maps, measurement, annotations, clipping planes, first-person walkthrough, and asset search highlighting.

• Enterprise Asset Registry

  Full-featured asset management backed by 100+ Supabase tables with row-level security. Model asset hierarchies, attributes, relationships, state machines, and controlled terminology. CSV/JSON import wizard with column auto-mapping and staging pipeline.

• Real-Time IoT Simulation

  Browser-based sensor simulation with noise, drift and random spikes on a 500 ms timer. Sensor-limit alerts appear when readings enter a different warning or critical state. Display history retains up to 1,200 readings per sensor within ten minutes of its newest sample. What-if scenarios support sensor overrides and injected spikes, drift and noise.

Reliability & Maintenance

Standards-aligned maintenance engineering workflows

• FMEA / FMECA Studio

  Full IEC 60812-compliant failure mode and effects analysis with versioned studies. Visual RPN rating picker (1-10 severity, occurrence, detection scales), live RPN preview, risk matrix heat map, and recommended action lifecycle tracking.

• RCM Studio & Policy Engine

  SAE JA1011/JA1012-compliant reliability-centered maintenance with 6-step guided wizard. Full RCM decision chain — functions, functional failures, linked FMEA modes, consequences, policy decisions, and task recommendations with P-F interval management.

• Condition Monitoring

  Five rule types cover high and low thresholds, rate of change, band exceedance and stuck values. Local previews evaluate template rules every ten seconds. Operational condition alarms use saved telemetry processed by the backend analytics pipeline. Review active, acknowledged, cleared and suppressed alarms in the condition workspace.

• Work Order Management

  Work-order List and Kanban views with governed lifecycle transitions, priorities and asset links. Inspect recorded tasks and failure reports, and manage linked material requests. Execution and approval actions enforce configured permissions, competence and permit checks. Task, labor, measurement and failure-report entry are not currently available in the work-order detail view.

• Maintenance Planning & Scheduling

  Versioned maintenance plans with stored task and trigger definitions, schedule tracking and overdue summaries. Generate suggested work orders manually from due calendar schedules, copying the active version's tasks. Meter, condition and predictive trigger definitions are not currently evaluated for work-order generation.

• Permit to Work & LOTO

  Enforceable work controls with 5 permit types (hot work, confined space, electrical, height, general). Server-side WO gating — work orders cannot start until PTW and isolation requirements are satisfied. Asset class and risk class-aware template matching.

Intelligence & Analytics

Data-driven insights from sensor streams to ML models

• Data Quality Engine

  Fourteen DQ rules across three categories (timebase integrity, value validity, statistical integrity) evaluated every 5 minutes. Weighted scoring formula with three gate levels — Normal, Low Confidence, and Blocked — propagated as a trust signal to health and RUL engines.

• Asset Health Algorithms

  Two evaluation methods — rule-based (threshold matching) and weighted score (normalized index). Feature extraction from rolling statistics and derivatives. DQ-gated: blocked channels produce "Unknown" health state, low-confidence channels bound confidence.

• Predictive RUL Estimation

  V1 linear degradation extrapolation with OLS regression. Four urgency levels (Critical / High / Medium / Low) based on configurable lead time and buffer. Auto-generate recommendations and convert to suggested work orders with full traceability.

• Fleet Analytics & KPIs

  Ten built-in KPIs — PM compliance, MTTR, backlog age, condition alert rate, average DQ score, and more. Threshold-direction-aware status classification (above vs below). Configurable triggers with six comparison operators.

• AI Workflow & Playbooks

  Six AI playbooks — onboarding baseline, RCM draft generation, plan optimization, WO triage, condition setup, and predictive recommendations. Three governance modes (Off / Suggest / Draft) with proposal review, approval chains, and evidence references.

• ML Enablement & Model Ops

  Dataset builder with DQ-filtered feature assembly, label resolution from work orders and health states, and CSV export. Model registry with full lifecycle (Proposed > Validated > Approved > Deployed > Suspended > Retired). Model detail pages display stored scores, monitoring windows and alerts. Automatic scoring and drift-alert generation are not currently connected.

Enterprise Operations

Portfolio optimization, governance, and lifecycle economics

• Portfolio Optimization

  Two solver engines — greedy (instant) and MILP via HiGHS WASM (optimal). Multi-period binary optimization with budget, capacity, outage window, deadline, and dependency constraints. Explainable results with constraint binding analysis.

• Change Management (MOC)

  Configuration change requests with 5-status lifecycle (Draft > Submitted > Under Review > Approved > Applied). Per-field diff tracking with old/new value JSONB. Immutable baseline snapshots and server-side apply via RPC with audit logging.

• Materials & BOM Management

  Manage spare-part records, per-asset bills of materials, stock levels and work-order material requests. Low-stock warnings compare stock on hand with stored minimum quantities. External ERP synchronization is not currently available.

• Outage Planning

  Program-level shutdown windows with work bundles, item dependencies, and critical path scheduling. Kahn's algorithm for topological sorting with forward/backward pass slack computation. Status machines for both windows and bundles.

• Economics & Lifecycle Costing

  Twenty-nine tables spanning financial assets, commercial objects, meters, CAPEX projects, production/revenue/cost facts, and scenario modeling. Many-to-many tech-to-financial asset mapping with time-bounded allocation rules. Depreciation, NPV, ROI, and payback computation.

• Data Governance

  Seven governance rules (missing designations, criticality gaps, stale optimization data, health-DQ coupling, RCM-plan linking). Periodic 5-minute scans with auto-resolve when violations clear. Data lineage tracking across DQ, health, and RUL chains.

• Competence & Authorization

  Skill definitions with configurable level scales, user assignments with validity dates, and task/approval competency requirements. Server-side WO gating — mandatory competencies must be met before work can begin.

Infrastructure & Integration

Secure, scalable, and ready for production

• Enterprise Auth & Multi-Tenancy

  Clerk SSO with Supabase row-level security for workspace isolation. Role-based access (Viewer / Editor / Admin) enforced at the database layer. JWT-based third-party auth with proactive token refresh.

• Three-Mode Data Ingestion

  Per-channel hybrid configuration — simulator, live (HTTP/Realtime), and static (CSV/JSON file). Playback engine with 1x-10x speed control, seek, and pause/resume. File parser auto-detects format, columns, and timestamp encoding.

• Geospatial & Map Integration

  Mapbox-powered map ground plane renders as a Three.js texture, replacing site environments with satellite/dark/streets/outdoors views. Assets with geo-coordinates auto-position on the map via equirectangular projection.

• Email Notifications

  Eight React Email templates rendered server-side via Supabase Edge Function and Resend. Preference-based triggers with severity gating. Fire-and-forget pattern keeps the critical path fast.

• Standards Compatibility

  Designed for alignment with ISO 55000 (asset management), SAE JA1011/JA1012 (RCM), IEC 60812 (FMEA), EN 13306 (maintenance terminology), ISO 17359 (condition monitoring), ISO 13381-1 (prognostics), ISO 14224 (reliability data), and ISO 23247 (digital twin framework).

• Performance Optimized

  Structural equality selectors prevent unnecessary re-renders from 2-second status ticks. Batched state updates, lazy-loaded panels, code-split WASM modules, and IndexedDB model caching keep the UI responsive even with hundreds of assets.

Ready to get started?

Request early access to explore InfraAgent with your own use case, or arrange a demonstration first.