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Instead of treating each study (RAM, RBI, FMEA, maintenance, etc.) as a separate activity, our team can connect them through a common Model-Based Reliability (MBRAM) and risk framework, ensuring that the outcome of one feed directly into the next.

Lifecycle Stage Modeling/Analysis Example Output
Design & FEED

RAM modeling + FMEA

Identify critical systems, optimize redundancy, and validate availability targets.

Detailed Design & Procurement

Maintainability & reliability data integration

Align equipment specifications and design decisions with reliability and cost objectives.

Operation & Maintenance

RBI + LCC + DRT + Commissioning Data Integration

Optimize inspection intervals, predict and prevent failures, verify startup readiness, and visualize live asset risk through the Digital Risk Twin.

Optimization & Expansion

RAM re-validation + cost modeling

Update reliability forecasts, adjust maintenance strategies, and plan asset upgrades based on real performance data.

Each step is connected technically, logically, and digitally ensuring that reliability insights generated at the design stage directly influence maintenance and operational strategy years later.