TwinEdge Capital Planning
AI-created capital plans from live asset lifecycle intelligence.
TwinEdge Capital Planning uses asset registry, GIS, telemetry, work history, condition models, lifecycle costs, risk, and funding constraints to draft replacement plans, compare scenarios, optimize capex/opex, and route approved programs into projects, SAMP evidence, reports, and audit trails.
Asset insights
AI recommendations
Scenario modeler
MILP optimize
Funding mix
SAMP evidence
TwinEdge turns complete asset insight into recommended, modeled, and review-ready capital programs.
Platform in action
Actual capital planning screens for assets, portfolios, replacement plans, scenarios, and projections
These screenshots come from the capital planning module and show the workflow from configured asset signals to portfolio exposure, replacement planning, scenario modeling, and capex/opex projections.
Replacement plans from asset signals
Replacement planning lists configured assets, EOL exposure, strategy, budget, status, and the AI recommendation entry point for the capital program.
Configured capital assets
Asset-level planning signals show condition, RUL/EOL, risk, cost, model calibration, and high-risk exposure before a plan is generated.
Portfolio dashboard
Executive portfolio views summarize asset condition, EOL exposure, replacement cost, active plans, risk exposure, and planned cost.
Scenario modeler
The scenario modeler compares baseline, risk compression, and grant-funded alternatives with replacement counts, total cost, deferred work, and funding gap.
Capex / opex projections
Projection runs show multi-year CAPEX/OPEX outcomes with Monte Carlo paths, NPV, IRR, payback, percentile bands, and GL posting status.
Workflow
From asset lifecycle to automatic capital plan
Connect industrial sources, build trusted context, govern recommendations, and turn approved decisions into operational work.
Connect the full asset record
Use hierarchy, GIS, telemetry, work history, condition, criticality, O&M/EOM context, cost, and compliance facts already managed in TwinEdge.
Generate and optimize recommendations
Capital Advisor ranks renewal candidates, drafts replacement plans, tests what-if scenarios, and runs optimization against budget and risk constraints.
Approve a funded program
Move the accepted scenario into funding sources, projects, milestones, construction tracking, BOM context, SAMP reports, and audit evidence.
Capabilities
What capital teams can manage
AI-generated replacement plans
Configured assets, condition, RUL/EOL, deterioration models, lifecycle costs, risk matrix, and planning signals feed recommended renewal years.
Scenario and algorithmic analysis
Scenario comparison, modeler, what-if engine, MILP optimization, capex/opex projection, funding sources, and value-based decisions.
Program execution and governance
Capital projects, milestones, construction tracker, BOM generator, compliance calendars, SAMP approvals, executive reports, and audit trails.
AI planning engine
Recommendations start from the asset record, not a blank spreadsheet.
Because TwinEdge already manages the asset lifecycle, the capital planning module can create a first-pass capital program from real condition, risk, operating, cost, and compliance context.
Planning signals
Condition, RUL/EOL, work history, PM exposure, criticality, cost, service impact, and compliance deadlines become scored renewal candidates.
Algorithms and scenarios
Deterioration curves, lifecycle costs, what-if runs, MILP optimization, and value-based decision models compare options under real constraints.
Automatic outputs
TwinEdge drafts replacement plans, funding mixes, project candidates, BOM context, executive reports, and SAMP evidence for review.
Module coverage
Capital planning features already represented in the module
The marketing page now reflects the actual planning surfaces available across portfolio planning, analysis, governance, and reporting.
Engineering controls
Governed controls for capital planning decisions.
TwinEdge can automatically draft and recommend capital programs, while accepted plans remain reviewable, explainable, and governed before they become funded work.
Advisory by default
AI recommendations explain source signals and planning assumptions before a planner accepts or overrides the recommendation.
Traceable assumptions
Deterioration model, lifecycle cost, risk score, funding constraint, and scenario inputs remain visible for review.
Scenario acceptance
Optimized scenarios can be compared against baseline and budget-constrained alternatives before approval.
Audit and SAMP evidence
Reports, approvals, diffs, history, and SAMP workflow artifacts preserve the capital decision record.
Outcomes
Operational value
Teams get the context, controls, and execution path needed to move from noisy industrial data to approved operational action.
Asset managers
Move from manually assembled renewal spreadsheets to AI-drafted plans grounded in condition, risk, lifecycle cost, and service context.
Finance and CIP teams
Compare funding paths, budget curves, bond reports, grant drafts, and multi-year capex/opex scenarios before committing.
Leadership
Show why each investment matters with traceable source signals, optimized alternatives, compliance exposure, and SAMP-ready evidence.
Connected platform
Capital planning uses the same asset truth as the operating layer
The capital plan is not separate from operations. It is generated from the same TwinEdge asset lifecycle context used by DataOps, AssetOps, Field, GIS, digital twins, recommendations, and governed reports.
AssetOps EAM supplies asset hierarchy, condition, work history, PMs, reliability context, parts, O&M/EOM evidence, and lifecycle status.
DataOps and digital twins connect telemetry, historian signals, GIS, criticality, costs, and operating context to each capital asset.
Capital Advisor explains recommended renewal candidates with source signals, confidence, and planning assumptions.
Scenario modeler, what-if analysis, MILP optimization, and value-based decision models compare budget, risk, deferral, and service impacts.
Funding sources, capital projects, construction tracker, BOM generator, compliance calendars, and SAMP workflows turn accepted scenarios into execution.
Executive reports and audit trails preserve the decision path from asset evidence to approved capital program.
Evaluate TwinEdge
Plan your first TwinEdge workflow.
Review the operating model with our team, or download TwinEdge to evaluate the platform in your own environment.