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Use case · FMCG & Energy · Agentic AI

When the deal closes, the stock should already be on its way

Celthrac's agentic AI reads your sales pipeline as a demand signal, predicts the stockout before it happens, and drafts the purchase order while there's still lead time to act.

CRM · HubSpot EnterpriseERP · Microsoft Dynamics 365 Business CentralRuntime · n8nPattern · Agentic + human-in-the-loop
FMCG & Energy · agentic
The challenge — FMCG & Energy Infrastructure

When the deal closes, the stock should already be on its way

Celthrac's agentic AI reads your sales pipeline as a demand signal, predicts the stockout before it happens, and drafts the purchase order while there's still lead time to act.

01 · The challenge

What it costs today

Sudden pipeline velocity — a cluster of late-stage enterprise deals — is a powerful demand signal trapped inside the CRM. Procurement teams work off ERP warehouse levels and historical averages, blind to what sales is about to close. The mismatch produces stockouts on exactly the products that are selling fastest.

02 · Where legacy breaks

Why rule-based fails

Rule-based pipelines sync records; they don't reason about what those records imply. They can copy a closed-won deal into the ERP, but they can't forecast forward consumption, weigh it against lead times, and decide that a purchase order needs to go out now.

03 · The AI-First response

What the agent does

Our agent feeds live HubSpot pipeline-velocity metrics into a forward-consumption model. When it predicts a deficit against current Dynamics 365 Business Central warehouse levels, it queries active supplier lead times, checks contracted pricing matrices, and generates ready-to-issue purchase orders. It can even open the procurement conversation — sending initial vendor outreach and follow-ups autonomously by email, behind your approval gate for anything above threshold.

Why agentic AI wins

Reasoning, memory and action — not another rule.

Agentic edge

Sales signals become supply action.Pipeline velocity drives procurement, not just reporting.

Agentic edge

Lead-time aware.The agent acts within the window where action still matters.

Agentic edge

Closes the loop.From prediction to drafted PO to vendor outreach — one autonomous flow.

The business case

What this pattern returns.

You cut stockouts on your highest-velocity SKUs, protect the revenue those closed deals represent, and reduce both the emergency-freight premiums and the excess safety stock that teams carry to compensate for blindness. Working capital improves on both ends.

We build this on n8n — the flexible, developer-centric runtime suited to HubSpot and open-API stacks — with custom forecasting logic tuned to your demand patterns. AI-First means your procurement function inherits foresight, not just another sync job.

Runtime · n8nGovernance · human-in-the-loopEU data residency · GDPR-nativeAudit trail · ISO 27001-aligned
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