Outcome — Capital Efficiency
Replace on condition, not on a calendar.
Calendar-based replacement throws away good years of asset life — and good money. TwinEdge models remaining useful life from the physics of how each asset actually degrades, so you can safely run equipment to its real end-of-life and push capital spend out years.
What calendar-based replacement costs you
When you replace on age instead of condition, you spend capital early on assets that had years left — and you still get surprised by the ones that fail young.
Capital spent early
Replacing a pump at 15 years because "that is the number" — when it had 6 good years left — is capital you committed before you had to.
Good assets scrapped
Fixed-interval programs send healthy equipment to salvage while the budget that replaced it could have funded real risks.
Surprises anyway
A calendar does not know which unit was over-pumped or ran cavitating for a year. Age-based plans still miss the early failures.
How TwinEdge extends asset life
From the data you already have to a decision you can defend.
Score real condition
Physics and telemetry combine into a live condition score per asset — grounded in operating envelope, not just install date.
Model remaining life
First-principles degradation plus ML projects remaining useful life and the confidence band around it for each asset.
Rank by risk × cost
Capital planning ranks candidates by failure risk, consequence, and replacement cost — so the budget goes to the assets that need it.
Defend the plan
Every deferral and every replacement carries the evidence: condition, trend, risk, and scenario — ready for the board and the regulator.
The capital impact, modeled
Modeled projectionIndicative figures from physics-based lifecycle modeling. Actual deferral depends on asset class, duty, and how aggressive your current replacement intervals are — we model your portfolio during evaluation.
Years
Typical safe deferral per asset
Modeled additional service life when replacing at true end-of-life vs. a fixed calendar interval.
Risk-ranked
Capital allocation
Budget directed to assets by modeled failure risk and consequence instead of age alone.
Audit-ready
Every decision justified
Condition, trend, and scenario evidence attached to each deferral and replacement.
Figures are modeled, physics-based projections for illustration — not measured customer results. Safe deferral always respects engineering and regulatory limits; TwinEdge surfaces the evidence, your engineers make the call.
Related capabilities
See how many years your assets really have left
Bring a class of assets and their history. We will model remaining useful life and show you the capital you could safely defer — with the evidence to back it.