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Case Study 04Institutional DistributionMiddle East

Thousands of Products.Hundreds of Orders.Margins That Matter.

Transforming the back-office operations of a Middle Eastern institutional stationery distributor through AI agents that coordinate procurement, order fulfilment, logistics and collections.

Deployed & Operational
Thousands
of Products
(From multiple vendors)
Banks & Schools
Across the Middle East
(Primary customers)
High-Volume
Low-Margin Business
(Efficiency is critical)
End-to-End
Order-to-Cash
(Procurement to Collections)
Thousands
of Products
(From multiple vendors)
Banks & Schools
Across the Middle East
(Primary customers)
High-Volume
Low-Margin Business
(Efficiency is critical)
End-to-End
Order-to-Cash
(Procurement to Collections)
Overview

A critical supply chain,keeping institutions running.

A leading distributor in the Middle East supplies stationery, office consumables and institutional supplies to banks, schools and other organizations across the region.

Its operations involve sourcing thousands of products from multiple vendors, managing inventory, fulfilling large, mixed-SKU orders and reconciling invoices and payments.

The Lab Upstairs partnered with the team to build an AI-powered operating layer that connects procurement, fulfilment, logistics and collections, reducing manual effort and protecting margins.

Industry
Institutional Distribution (Stationery & Office Supplies)
Market
Middle East
Customers
Banks, Schools & Institutions
Channels
Direct Sales & Contract Orders
Engagement
Operational Transformation
Status
Deployed & Live
The challenge

When the cost of processingan order becomes the problem.

Every acquired supplier, new customer and additional product category added complexity to an already high-volume, low-margin business.

Multiple systems, spreadsheets and manual coordination made it difficult to manage procurement, fulfilment and collections efficiently.

Fragmented Procurement

Thousands of SKUs from multiple suppliers, with frequent price and availability changes.

Complex Institutional Orders

Large, mixed-SKU orders requiring validation, availability checks and fulfilment coordination.

Expensive Fulfilment Coordination

Multiple suppliers, warehouses and delivery schedules created significant manual work.

Reconciliation & Collections

Invoices, deliveries, outstanding balances and payment reminders required continuous follow-up.

The solution

Six specialized AI agentsworking across the business.

We built a unified data foundation and deployed AI agents that automate key operational workflows, from supplier management to collections.

Agent 01

Supplier & Catalogue Intelligence Agent

Consolidates supplier catalogues, normalizes SKUs, tracks pricing and availability, and identifies equivalent products.

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Agent 02

Institutional Order Processing Agent

Reads customer orders, matches products, checks contract pricing and prepares validated orders.

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Agent 03

Procurement & Vendor Coordination Agent

Identifies shortages, consolidates purchase requirements, prepares supplier orders and follows up on confirmations and delays.

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Agent 04

Fulfilment & Logistics Agent

Coordinates order allocation, picking requirements, dispatch readiness, delivery updates and proof-of-delivery exceptions.

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Agent 05

Invoice Reconciliation & Collections Agent

Matches orders, deliveries, invoices and receipts, identifies discrepancies and prepares payment reminders and escalations.

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Agent 06

Margin & Account Intelligence Agent

Analyzes profitability by customer, order and SKU; identifies leakage, buying patterns and cross-selling opportunities.

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How it works

From an institutional orderto payment collection.

AI agents turn everyday operational data into coordinated actions, with humans in control of key approvals.

01

Institutional order received

A school or bank submits a mixed-SKU order.

02

Order agent validates

Matches products, checks pricing and identifies missing information.

03

Procurement agent coordinates

Checks stock, prepares vendor purchases and follows up on shortages.

04

Human approval

Authorized staff review purchasing commitments and exceptions.

05

Logistics agent coordinates delivery

Prepares fulfilment instructions and tracks delivery status.

06

Reconciliation agent verifies

Matches ordered, delivered and invoiced quantities.

07

Collections agent follows up

Tracks payment due dates and sends approved reminders or escalations.

Business impact

A more efficient, scalableand profitable operation.

The transformation is delivering measurable value across key operational areas.

Lower Cost per Order

Reduce manual effort in order entry, procurement and reconciliation.

Faster Cash Collection

Improve invoice tracking, payment reminders and receivables visibility.

Better Gross Margins

Identify supplier price differences, fulfilment costs and margin leakage.

Greater Account Value

Identify recurring demand and proactive replenishment opportunities.

The bigger picture

Operational efficiency that protectsmargins and enables growth.

By connecting fragmented systems and automating operational workflows, the business can continue to grow without its back-office workload increasing at the same pace.

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