Sankalp™
sankalp - resolve, a commitment held under pressure · formerly PlanMaster AI
When freight, tariffs, or material prices move, arrive with options, not alerts.
At a glance
- Category
- Disruption Replanning
- Theme
- Production Planning & Scheduling
- Industries
- Manufacturing, Automotive, Logistics
- Capabilities
- 6 composed
- Pairs with
- Niyojan, Purti
Who it is for
- Multi-factory manufacturers exposed to input cost volatility
- Planning leaders who replan by hand under disruption
- Commercial teams tracking revenue at risk against the order book
Systems it sits on
SAP · Oracle SCM · MES platforms · Freight and logistics feeds
Also used in
Pairs with
Niyojan · Purti

Explainer
Sankalp in two minutes
A narrated walkthrough of the problem, how Sankalp works, and what changes. Captions are available in the player.
Sankalp is the disruption half of the planning portfolio. Niyojan plans the network against capacity and constraints; Sankalp watches the world outside the plan and replans when it moves. It gives planners a live view of the order book, utilization, and revenue at risk while continuously monitoring freight rates, material prices, and geopolitical risk. When disruption hits it does not just alert: it delivers ready-to-commit remediation options with projected impact, plus a conversational assistant for what-if analysis.
The problem
Planners learn about a disruption from the news or from a missed delivery, then rebuild the plan by hand while revenue at risk grows and the window for a cheap response closes.
The outcome
Ready-to-commit remediation options with projected impact, produced while there is still time to choose between them.
How it works
How Sankalp works
- 01
Hold the live plan
Orders, utilization, and revenue at risk are tracked continuously across every factory.
- 02
Watch the outside
Freight, commodity, tariff, and geopolitical signals are monitored against the commitments they threaten.
- 03
Generate options
When a signal matters, remediation options are solved and scored on cost, margin, and delivery.
- 04
Commit with approval
A planner chooses an option and commits it; the decision and its projection are recorded.

Module 01
Live Order Book
Active orders, factory utilization, and revenue at risk in one view across the network.
- 02
External Signal Watch
Freight rates, material prices, tariffs, and geopolitical risk monitored continuously against the plan.
- 03
Remediation Options
Concrete replanning options generated with projected cost, margin, and delivery impact attached.
- 04
Conversational What-If
An assistant for instant scenario questions against the live plan.
- each with projected impact
- Options, not alertseach with projected impact
- replanning across the network
- Multi-factoryreplanning across the network
Integrations
Ideal for
- Multi-factory manufacturers exposed to input cost volatility
- Planning leaders who replan by hand under disruption
- Commercial teams tracking revenue at risk against the order book
- Heavy industry running long, freight-sensitive supply lines
Capabilities
Sankalp composes these capabilities from the shared Agent Platform layer. The same atoms power the rest of the portfolio, so adopting a second accelerator reuses the integration work rather than repeating it.
Composition
Sankalp is assembled from shared platform atoms. Hover a partner to see what you reuse on the next deployment.
- System Connectors
- MCP-connected reads and writes against the ERP, MES, PLM, CRM, and warehouse systems already in place.
- Forecasting
- Demand, degradation, and risk projected forward far enough that the response is a plan rather than a reaction.
- Constraint Solving
- Schedules and allocations solved against real materials, capacity, tooling, and commitment limits.
- Scenario Simulation
- What-if modelling of a response before committing to it, with projected impact attached to every option.
- Alert Routing
- Noise collapsed into the few signals that matter, routed to the person who can act with time to act.
- Human Approval
- Explicit approval boundaries: anything consequential waits for a person, and the wait is recorded.
Ingest
Reason
Reason
Act
Act
Govern
FAQ
How is Sankalp different from Purti?
Purti predicts supply-side disruption upstream. Sankalp changes the production plan in response. Purti sees it coming; Sankalp decides what to do.
And different from Niyojan?
Niyojan solves the steady-state network plan. Sankalp handles the shock. Most customers run Niyojan for the plan and Sankalp for the exceptions.
Does it commit changes automatically?
No. It produces options with projected impact; committing is a human decision, recorded with the projection it was made on.