Sales history, external factors, the product catalog, prices and procurement constraints.
SUB–08 / SUPPLY · EVERYDAY ASSISTANT · HUMAN CONTROL
Procurement Planner
Connects the demand forecast with the preparation of the procurement plan. The forecast module uses sales history and approved external factors; the buyer turns the forecast into a quantity and a budget for every item. Confidence is always visible; the order to the supplier is confirmed by a human.
An order plan with quantities and budget, a total amount and the forecast confidence status.
- The plan rests on sales history and external factors
- Quantity and budget are calculated for every item
- Low confidence is marked as indicative
- If the data is unavailable, the plan is not built
01Capabilities
What the subagent can do.
Each function operates within defined boundaries and returns a result that can be verified before the next action.
Source data check
Before the calculation it verifies the availability of sales history, the catalog, prices and approved external factors.
Demand forecast
Estimates the expected demand by item and returns a numeric forecast confidence.
Procurement plan
Turns demand into a quantity, a price and a budget for every item, plus the total budget of the period.
Readiness status
Below the confidence threshold the plan gets the "indicative" status and requires additional verification.
A team, cloud, or local deployment environment with access only to the agreed data sources.
Indicative plans are checked by a human, and the order to the supplier is created only after approval.
02Process
Four steps within a familiar workflow.
Context remains traceable: each step shows its input, operation, result, and handoff to a human reviewer.
Get the data
Checks the availability of sales history and approved external factors.
Forecast demand
Estimates the expected demand and shows the confidence level.
Assemble the plan
Turns the forecast into a quantity and a budget for every item.
Hand over for approval
Marks indicative plans and passes the result to the buyer.
Structured resultAn order plan with quantities and budget, a total amount and the forecast confidence status.
The result can be reviewed, adjusted, and passed to the next participant without copying a long conversation.
03Advantages
Both the value and its rationale are visible.
Each proposed outcome includes its verification method, limitations, and completion criteria.
Confidence is visible
A low-confidence forecast is clearly labeled: the status and numeric estimate appear next to the plan.
A contract between stages
The forecast and the procurement calculation are passed on in a structured form with a recorded version.
Refusal instead of invention
If a source is unavailable or the data is insufficient, the reason for not producing a plan is recorded in the log.
Budget before the order
The team sees the cost of every item and the total amount before agreeing with the supplier.
- The plan rests on sales history and external factors
- Quantity and budget are calculated for every item
- Low confidence is marked as indicative
- If the data is unavailable, the plan is not built
04Roles and perimeter
Who benefits and on what terms.
Each role receives a defined output; sources, integrations, and control points are agreed before implementation.
| Role | What they get |
|---|---|
| Procurement manager | Receives a ready item-by-item plan and verifies it instead of calculating by hand. |
| Store manager | Sees the reliability of the plan and makes the stocking decision with the risk in mind. |
| Finance department | Receives the period budget before the order is placed. |
| Head of a seasonal line | Takes weather and seasonal factors into account together with sales history. |
Boundaries and responsibility
A useful team assistant does not become an autonomous decision-maker.
Accuracy depends on the depth of the history and the quality of the external data. The subagent does not place orders, does not replace contract work with suppliers and does not hide low confidence.
- Access rights and approved sources are defined before integration.
- Critical actions require human confirmation.
- Integrations and the deployment environment are selected after reviewing the process.
First step
Choose a ready-made solution or describe your process.
Pick one of the twelve agents and subagents, or fill in the questionnaire for custom development.