Agrani · evidence pendingDemand Forecasting Agent
Demand Forecasting Agent Forecasts demand at SKU and location granularity using internal and external signals. Operates as draft-then-approve on the Wayam Agent Platform, not as unsupervised send.
Workflow
Where it sits on the operating loop
Every Wayam solution is composed across four responsibilities. This agent's primary job is Reason and it touches Govern. Autonomy is draft-then-approve: a named owner signs before anything writes back.
Systems of record
Reads from
- SAP Ariba
- Coupa
- Snowflake
- Dun and Bradstreet API
01
Ingest
Connect the systems above and read the signals the work already produces.02Primary
Reason
Ground context, score options against policy and the goal, draft the next step.- Claude Sonnet
- Prophet
Gate · draft-then-approve
Procurement operations signs
Approves, edits or rejects the draft. Nothing writes back without a name on it.
reject returns to 02
03
Act
Execute the approved step in the system of record and keep the evidence.Systems of record
Writes back to
- SAP Ariba
- Coupa
- Snowflake
- Dun and Bradstreet API
The run above is the shared Wayam pattern drawn with this agent's own systems, models and owner; the workflow specific to your estate is drawn in discovery. Architecture view: L5 · Reasoning, touching L1.
Typical user
Procurement lead
Typical owner
Procurement operations
What it does
- Forecasts demand at SKU and location granularity using internal and external signals.
- Human review sits on the write-back, not on the research.
- Evidence of every draft, approval, and action is kept with the record.
Evidence
What Wayam can show for this entry
Agrani · evidence pendingCurated solution design with an owner and a review date. No performance or production claim.
Allowed claims at this tier: Possible workflow, typical stack, prerequisites.
- Evidence tier
- T4 · Reference pattern
- Integration status
- Typical enterprise system
- Metric status
- Scenario only
- Evidence owner
- Not yet attached
- Validated
- Not yet attached
- Valid until
- —
- Content version
- 2026.09
Agrani slot: Demand signal monitor
Bundle supply-chain-planning. Owner: not yet assigned. Evidence due: not yet scheduled.
Agrani marks the thirty capabilities Wayam is prioritising for a run replay, an evaluation set and a validation date. Until those are attached this entry is still a reference pattern.
Pending evidence attachment
This entry represents an enterprise architectural reference pattern. Customer benchmarks, run replays, and metric verifications are established during technical discovery.
Limitations
- Systems and models listed are a typical stack, not a tested integration.
- ROI bands are directional and carry no customer measurement.
Architecture & controls
How it is governed and what it connects to
Control gates
- Procurement operations approves, edits or rejects before any write-back
- Evidence of every draft, approval and action is kept with the record
- Data residency: public cloud, sovereign cloud
- Role-based access on every connector; the agent reads before it writes
What must be in place first
- A named business owner with the decision right to approve this agent's output
- A system of record the output lands in, with read access and a scoped write path
- A measurable baseline: volume, handling time, error or rework rate
- Sample records or transcripts that can be shared, redacted where required
Typical enterprise systems
Typical enterprise systemTypical stack for solution design; compatibility is validated during discovery.
- SAP Ariba
- Coupa
- Snowflake
- Dun and Bradstreet API
Model options
Models the platform can route to. Listing one does not mean this agent has been tested with it.
- Claude Sonnet
- Prophet
Business case
Model a scenario with your own baseline
Three scenarios from the numbers you enter. Capacity released is time; it becomes a saving only when roles or costs are actually removed or avoided.
Improvement is seeded at the midpoint of this entry's directional band (8–18%). Source status: scenario only. Edit it to your own estimate.
| Scenario | Improvement | Capacity released | Cashable savings | Net annual | Payback |
|---|---|---|---|---|---|
| Conservative | 5% | — | — | — | — |
| Expected | 9% | — | — | — | — |
| Upside | 13% | — | — | — | — |
Enter an annual volume and a baseline cost to see figures.
Illustrative planning scenario, not a guarantee. Results depend on process baseline, adoption, data quality, integration scope, controls, and deployment costs.
Pilot this
From reference pattern to a bounded pilot
Nothing on this page is a commitment. The path is a short discovery to validate the workflow and baseline, then a pilot with acceptance criteria agreed up front.
Step 1 · 3–4 weeks
Discovery Sprint
Validate the workflow, data, controls, baseline and business case before anything is built.
Gate: Blueprint and pilot plan signed by the business owner, technical owner and Wayam.
Step 2 · 6–10 weeks
Bounded Pilot
Prove quality and value on agreed data against agreed acceptance tests.
Gate: Acceptance thresholds met on the evaluation set; go/no-go decision recorded.
What happens next: a Wayam owner connects within 1 business day to schedule a 30-minute review of fit, prerequisites and scope.
Similar patterns
Similar patterns
AGT-0143·Demand Forecasting Agent·T4