Hard constraints
Safety and service eligibility cannot be relaxed
Governed workflow design
Logistics execution
A low headline rate can become an infeasible movement once cut-offs, equipment, service windows, port restrictions and drayage capacity are applied. Teams need comparable, constraint-valid options. Ralixar keeps model assistance behind confidence gates and authorised review.
GOVERNANCE
Confidence-gated intelligence
A recommendation is withheld when essential inputs are missing, no feasible plan exists or top options are too close under configured tolerances.
The problem
A low headline rate can become an infeasible movement once cut-offs, equipment, service windows, port restrictions and drayage capacity are applied. Teams need comparable, constraint-valid options.
Hard constraints
Governed workflow design
Trade-offs
Governed workflow design
Human award
Governed workflow design
The AI under the hood
The model has a bounded job. It does not own the workflow or decide what a person must do.
Constraint optimisation searches feasible combinations and scores trade-offs; it does not relax hard safety, regulatory or service rules.
A recommendation is withheld when essential inputs are missing, no feasible plan exists or top options are too close under configured tolerances.
Rules-based route templates and manual comparison remain available; hard constraints are applied before any option is shown.
A planner chooses the route, carrier and transporter, accepts commercial trade-offs and authorises booking or dispatch.
Evidence and expected outcomes
Each item states its source class and boundary. Ralixar is pre-launch; these figures do not claim customer outcomes.
Route constraints
The World Bank Logistics Performance Index treats infrastructure, shipment arrangements and timeliness as distinct logistics dimensions.
World Bank Logistics Performance IndexIndia network
PM GatiShakti frames multimodal infrastructure planning through integrated data.
DPIIT — PM GatiShaktiDecision support
Optimisation ranks valid alternatives; planners remain accountable for commercial commitments.
Ralixar routing control designModules involved
Each module works on the same evidence, event and decision history.
Related solutions
Reforecast the approved route from live events.
Align equipment selection with physical load constraints.
Prioritise movements at risk of free-time exposure.