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The Digital Risk Twin (DRT) Lifecycle

Moving beyond static reports. A unified digital model that evolves with your asset—from the first design sketch to daily operations.

Traditional RAM analysis is often a snapshot in time—outdated the moment it is printed. Perennial Innovation's Digital Risk Twin (DRT) is different. It is a living model that integrates design, risk, and operational data.

By maintaining this "Single Source of Truth" across all 7 stages of your project, we don't just predict reliability; we engineer it.

Concept vs Reality

Concept vs. Reality

Most clients buy a "study"—a document delivered once and filed away. We sell a lifecycle digital twin—a dynamic model that grows with your project.

  • Traditional Approach: Static PDF reports with assumptions frozen in time
  • DRT Approach: Living digital model updated at each project phase
  • Our Value: The "Green Blocks" from the DRT framework—specific value add at each stage
Stage-by-Stage Value

The DRT Lifecycle Engine

Click on each stage to reveal how the Digital Risk Twin solves critical challenges throughout your project lifecycle

Stage 1

Concept & Feasibility

The Problem

Early financial models use theoretical "perfect world" production numbers.

The DRT Solution

We act as the single source of truth for Operational Readiness (OR) KPIs. We replace theoretical output with probabilistic uptime, calculating realistic production and financial performance before you commit capital.

Stage 2

Feasibility & Selection

The Problem

Projects often select the cheapest equipment to lower CAPEX, ignoring long-term failure costs.

The DRT Solution

Our model selects the most resilient technical solution, not just the lowest cost one. We turn qualitative risks (like HAZOP findings) into quantitative performance impacts, showing you exactly how much production a specific risk could cost you.

Stage 3

FEED (Front-End Engineering Design)

The Problem

Integrity and maintenance teams are often brought in too late to influence design.

The DRT Solution

We integrate integrity management early to reduce lifecycle risk. The DRT confirms that your design physically matches your reliability and financial targets before detailed engineering begins.

Stage 4

Detailed Design & Procurement

The Problem

Spare parts are bought based on vendor recommendations, leading to overstocking or critical gaps.

The DRT Solution

We ensure procurement decisions reflect real lifecycle risk. By prioritizing critical spares based on risk impact, we ensure availability at startup without blowing the budget.

Stage 5

Construction

The Problem

Construction delays and staff competency gaps create chaotic startups.

The DRT Solution

We provide risk-adjusted schedule forecasts. More importantly, we resolve supply chain issues and ensure your staff are job-ready before the plant even turns on by simulating real-world failure scenarios.

Stage 6

Commissioning

The Problem

Commissioning teams focus on "turning it on," not "keeping it running."

The DRT Solution

We use actual commissioning data to validate that the design reliability targets are achievable. This reinforces operator learning and validates emergency readiness protocols.

Stage 7

Operations

The Problem

The design model is archived and never used again.

The DRT Solution

The model becomes an Operational Twin. It feeds live data from your CMMS to enable predictive insights, ensuring sustained, competent, and safe operations from day one.

Our Solutions

Powered by Industry-Leading Tools

The DRT Lifecycle is executed through our proprietary software platforms

MBRAM

Model-Based RAM Analysis Platform

Advanced simulation engine for reliability, availability, and maintainability modeling. Handles complex system architectures with Monte Carlo simulation capabilities.

Key Capabilities:
  • Reliability Block Diagram (RBD) Modeling
  • Monte Carlo Simulation (10,000+ iterations)
  • Asset Criticality Ranking
  • Spare Parts Optimization
  • Maintenance Strategy Analysis
Learn More

TCO

Total Cost of Ownership Platform

Comprehensive lifecycle cost analysis tool integrating CAPEX, OPEX, reliability data, and risk factors for complete economic evaluation.

Key Capabilities:
  • CAPEX & OPEX Modeling
  • Risk-Adjusted Cost Analysis
  • NPV & IRR Calculations
  • Sensitivity Analysis
  • Design Alternative Comparison
Learn More

Why Choose the Digital Risk Twin Approach?

The DRT isn't just software—it's a methodology that ensures your reliability model remains relevant from concept to decommissioning. With live data integration, continuous refinement, and predictive capabilities, you're not just managing assets—you're mastering them.

  • Single source of truth across all project phases
  • Real-time risk quantification and decision support
  • Seamless transition from design to operations
  • Proven track record with industry leaders