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Agentic Commerce: Procurement Automation for Industrial Distribution
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Automation
Manufacturing & Supply Chain

Agentic Commerce: Procurement Automation for Industrial Distribution

Multi-agent workflows that support procurement, with clear guardrails and human approval for high-risk decisions.

Representative scenario based on the kinds of projects AWZ handles. Client names and proof are private. Targets are agreed and measured per project — published figures are not audited outcomes.

Representative client profile

Manufacturing client

The Challenge

Understanding the Problem

A distributor's procurement team spent significant time on routine reorders across many suppliers. Data arrived in PDFs and emailed spreadsheets, and approval decisions carried financial risk.

Our Solution

How We Solved It

We built workflow automation that ingested supplier data, normalized it, and triggered structured procurement steps within defined guardrails. A human approved orders above a threshold and any exception to standard terms. All agents operated within explicitly authorized boundaries.

Evaluation Framework

What We Measure

These are the measures we would define and validate with the client. They are not published client results.

Measured in delivery

Cycle time

Depends on supplier responsiveness and internal approval workflows; measured at the client, not a fixed reduction.

Evaluation required

Annual savings

Validated from the client's own spend data and volume; no point figure promised upfront.

Measured in delivery

Manual tasks

Routine steps were automated; human oversight remains for approvals and exceptions.

Project target

Stockout reduction

Depends on demand forecast accuracy and supplier lead times; not a guaranteed outcome.

Tech Stack

Technologies Used

n8n
LLM integration
Workflow orchestration
OCR/add-ons
Guardrails

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