Disruption tied to the order it puts at risk
A delay, a shortage or a port closure is reported as the specific customer commitments it endangers and by how much, rather than as an alert about a shipment nobody can place.
See the disruption while there is still time to route around it, hold stock where demand will actually be, read the signal a machine gives before it fails, and send an engineer who arrives with the right part.
Operations is where a wrong answer costs money on a timescale nobody can undo: a container that missed a sailing, a line that stopped for a bearing, stock sitting in the wrong region for a season. The data to see most of it arrives days before the consequence, spread across an ERP, a planning system, a telemetry feed and an email from a supplier. VDF operations agents read those together, say which orders are actually threatened, and leave the buying and dispatching decisions with the planners who own them.
A delay, a shortage or a port closure is reported as the specific customer commitments it endangers and by how much, rather than as an alert about a shipment nobody can place.
Replenishment and rebalancing are proposed from projected demand at location level with the drivers stated, so the planner can argue with the assumption rather than with the number.
Condition data, maintenance history and inspection findings are read together to identify the assets whose behaviour has changed, with the evidence that suggests it.
Open any agent to see how teams use it, what it produces, how it stays compliant, and the questions buyers ask most — plus related tools to go further.
Put stock where demand will be, and show the planner the driver behind the number.
Explore agent Tier 2Project unit demand by item and location, and report how wrong the last one was.
Explore agent Tier 2Find the asset whose behaviour changed, and say what the evidence actually supports.
Explore agent Tier 2Group the defects into the pattern behind them, and route the exception for signature.
Explore agent Tier 2Work out what the job needs before dispatch, so the visit is not a diagnostic trip.
Explore agentThese five agents share a shape: read the operational systems of record, establish what has actually changed, express it as the commitment or asset it affects, and stop at the point where somebody has to commit money or move a person.
Orders, stock positions, asset registers, routes and schedules are read from the systems that run them, because an operations view assembled from a weekly extract is describing last Tuesday.
Current state is compared with plan and with normal behaviour for the season, the route or the machine, so the output is the deviation rather than a restatement of the position.
Each deviation is traced forward to the order, the service level or the asset it affects, which is what turns a list of exceptions into a queue someone can prioritise.
Expedites, transfers, work orders and engineer visits are prepared with their reasoning and cost, and a planner or supervisor decides which ones actually happen.
The failure mode in operations automation is not a wrong recommendation, it is a right-looking one executed at three in the morning against a supplier nobody checked. These agents hold read access to the systems of record and write nothing: every transfer, expedite, purchase and dispatch is raised as a proposal that a named person releases.
They are specialised agents for physical operations: inventory optimization, demand forecasting, predictive maintenance, quality inspection and field service planning — each reading your own operational systems and proposing work for a planner to release.
No. They prepare the proposal with its reasoning, cost and affected orders, and a planner or supervisor commits it. Operational actions spend money and move people, so the release stays a human act.
No. Those remain the systems of record and the place transactions happen. The agents read across them, which is the step no single system performs, and write their output back as proposals.
See these agents applied to your operations — governed, on-premise, and orchestrated together.