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Case Study

Inventory Operations Automation for a
Multi-Channel Distributor

How a Canadian distribution company cut weekly order processing from ~13 hours of manual work to under 2 hours, freeing up leadership to run the business instead of the orders.

CompanyMulti-Channel Distribution
SponsorCEO
Deployed6 Weeks
−86%
Total Weekly Order
Processing Time Reduction
−96%
Direct Fulfillment
Processing Time
−95%
Order Error
Rate Reduction
6 Weeks
Time to
Production
Company
Multi-Channel Distribution
Sponsor
CEO
Systems Integrated
4
Workflows Automated
3
The Situation 01 / 03

A Canadian distributor constrained by manual infrastructure.

A Canadian distributor with nearly 40 years of experience delivering consumer products across all market channels. The company manages end-to-end vendor relationships, warehousing, inventory, and order fulfillment across marketplace, direct-to-consumer, and wholesale channels. The leadership team faced a structural problem: operational execution had become the ceiling on growth. Over 50% of every working week was consumed by order processing (CSV parsing, carton mapping, tax calculation, carrier shipment, and vendor-portal invoicing) across disconnected systems. The business had capacity to take orders. It had no capacity to grow them.
Pre-Deployment: Weekly Operational Load (reported by operator)
60%
CEO
~100 hrs/month on ops
Only ~16 hrs/month on growth
40%
Ops Lead
~70 hrs/month on channel management
More than all else combined
Pre-Deployment
The operator spent ~13 hours per week on manual order processing (CSV parsing, carton mapping, tax calculation, carrier shipment, and vendor-portal invoicing) across four disconnected systems.
Every order required 8+ manual touchpoints spread across 12–15 workflow steps. Carton mapping was the single most time-consuming step: looked up, packed, and validated by hand for every multi-SKU order.
Order processing was the operational ceiling on growth. Leadership capacity to prospect new accounts, develop the dealer channel, or run the business was structurally limited.
Manual calculation created persistent classes of error (tax miscoding, carton miscounts, invoice mismatches), requiring rework and exposing the business to platform chargebacks.
Post-Deployment
Total order processing reduced to ~1.8 hours per week across all channels, with DF and DTC fully automated at ~20 minutes combined. Operator engages only at decision points.
The single most time-consuming step, carton mapping, was fully automated across every channel. Operator-confirmed as the most valuable improvement in the wholesale workflow.
Operator's role shifted from execution to exception management. The system handles the work; the human handles the decisions.
Deterministic carton matching and tax calculation eliminated manual-math error classes. Error rate reduced from ~2% to <0.1% in production.
The Cost: Beyond the Hours
Errors
~2% of orders: chargebacks, rework, platform penalties
Load
8+ manual touchpoints per order, across 12–15 workflow steps
Ceiling
Growth blocked: no bandwidth for new accounts, dealer work, or channel expansion
What We Built 02 / 03

Deployment: Inventory Operations Automation

Weeks 1–2
Discovery
Workflow mapping · baseline assessment
Weeks 3–4
Build
System architecture · integration · testing
Weeks 5–6
Production
Go-live · monitoring · handover
Order Processing Workflow: Before vs. After Automation
Before: 4+ Manual Steps Per Order
01Receive order → manually parse and enter CSV data
02Calculate carton mapping by hand (most time-consuming step)
03Manually calculate applicable taxes per province
04Prepare and submit shipment confirmation
05Generate invoice and submit to vendor portal
~13 hrs/week
manual order processing
8+ manual touchpoints
per order
After: System Handles Execution End-to-End
✓Order ingested and parsed automatically across all channels
✓Deterministic carton matching, mathematically exact, zero errors
✓Tax calculated deterministically from province + SKU class
✓Shipment confirmation prepared and submitted automatically
✓Invoice generated and submitted without human touch
~1.8 hrs/week
measured processing
All batches completed
end-to-end
01 / AUTOMATED

Order Processing

Ingests orders, performs deterministic carton matching (operator-confirmed most time-consuming manual step), calculates tax, creates carrier shipments, and generates vendor-portal invoices, end-to-end across all three channels.

All three channels
02 / ORCHESTRATED

Multi-Channel Queue

Normalizes flow across marketplace, DTC, and wholesale channels into a single intelligent queue with channel-specific logic. Per-order handling reduced from 12–15 manual steps to exception-only review.

All channels connected
03 / BY DESIGN

Human-in-the-Loop

Decision points retained by design: inventory allocation, rebox dimensions, pick list approval, carrier selection, and invoice confirmation. Operator focus shifts from executing tasks to approving decisions.

Operator approves, system executes
Results 03 / 03

Proven Operational Results

Metric
Before
After
Direct Fulfillment processing time
~7 hrs/week
~8 min/week−96%
DTC processing time
~2 hrs/week
~12 min/week−90%
Wholesale channel: carton mapping (most time-consuming manual step)
Manual, by hand
Fully automatedBiggest win
Operator-confirmed as the most valuable improvement in the wholesale workflow.
Total weekly order processing time
~13 hrs/week
~1.8 hrs/week−86%
Measured from production data.
Order processing error rate
~2%
<0.1%−95%
Additional headcount to sustain throughput
Hire considered
No longer neededDeferred
Role considered but couldn't be justified once the system absorbed the workload. Capacity came from automation, not headcount.
Wholesale channel: overall processing time
~4 hrs/week
~1.5 hrs/week−63%
Wholesale retains operator decision checkpoints by design. Full automation in progress.
Operator role
Execution-focused
Exception-focusedStructural
Batch completion rate since go-live
N/A
100%End-to-end
Runtime measured from production logs. Scope: order processing only.
Paragon Orchestra builds and delivers every system in-house, all code is client-owned.
"It's a god-send when there are multiple orders, because the system processes them all at once."
Operations Lead · Post-deployment
Runtime measured from production logs. Wholesale channel retains operator decision checkpoints by design and is in-process for full automation.

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