See what AI actually automates in distribution, wholesale and 3PL operations.

A searchable index of real case studies with measured results: orders, invoices, inventory and exceptions. Every case links to its source.

27verified cases
6workflows
28tools & vendors

distributionorders

ACR (AmerCareRoyal) automates 2,000 PDF/email POs a month

ACR (AmerCareRoyal) · LLM document extraction, Business-rule orchestration

PO processing cut from ~8 min to <60 sec (87% faster); ~99% straight-through for structured POs; ~267 hrs/month freed

wholesalepurchasing

Lemvigh-Müller uses AI agents to check supplier confirmations against POs

Lemvigh-Müller · SAP AI Core, SAP BTP, NTT DATA

>90% of supplier confirmations processed touchless; ~98% matching accuracy

distributioninvoices

State Electric Supply automates invoice processing

State Electric Supply · Infor Velocity Suite, Infor IDP

~1,500 hours saved per year; AP team went from 5 clerks to 1 exception manager

distributioninventory

State Electric Supply automates inventory rebalancing across 42 branches

State Electric Supply · Infor Velocity Suite

~2,200 labor hours saved per year; rebalancing went from yearly to monthly across all 42 locations

distributionorders

Krystal Produce processes 50+ line orders in 13 seconds

Krystal Produce · Choco AI

Large orders processed in 13 sec (was 10 min); ~15 hrs/week saved; $23K/yr saved on one client

distributioninvoices

Silver Eagle Distributors automates 150,000 invoices a year

Silver Eagle Distributors · Medius AP Automation

90% of invoices processed automatically; 18-hour average approval lead time

wholesaleinvoices

LTP Sports gets AP invoice processing down to 1.19 days

LTP Sports · Esker Accounts Payable, Esker Synergy

Average invoice processing time of 1.19 days

wholesaleinvoices

Baldwin Supply goes nearly paperless in AP

Baldwin Supply Co. · Esker Accounts Payable, ENet Docs

98% of paper eliminated; 75% of non-PO invoices touchless; invoice turnaround cut to 3 days

distributioninvoices

Southern Pipe & Supply sends half of 20,000 monthly invoices straight through

Southern Pipe and Supply · Corcentric Cor360

>50% of invoices straight-through; manual processing cut from 3-4 min to <30 sec each

distributioninvoices

Imperial Dade cuts invoice processing time 90% across 31 subsidiaries

Imperial Dade · Rossum

Invoice processing cut 90% (7-10 days to 1 day); 60% fewer missed early-payment discounts

3PLwarehouse

Global 3PL uses ML slotting and pick-path optimization

Global 3PL (anonymized) · Python, OR-Tools, PostgreSQL

Pick accuracy 97.2% to 99.8%; labor cost -28%; throughput +34%

3PLwarehouse

Mas Logistics replaces email/WhatsApp ops with an AI WMS/OMS

Mas Logistics · Omniful

+30% productivity; -70% order and inventory errors

3PLorders

Mid-market 3PL runs AI agents on its cloud ERP

Mid-market 3PL (anonymized) · Realbotics AI Workforce

Order processing 18 to 2.4 min per shipment; operations cost -45%; $420K in carrier overcharges found

distributioninventory

Indian FMCG distributor automates demand planning

FMCG distributor (anonymized) · StockSense

Stockouts -40%; 18% of working capital freed; forecast accuracy 65% to 92%

wholesaleinventory

Wholesale distributor swaps spreadsheet forecasts for ML

Wholesale distributor (anonymized) · Custom ML forecasting

Stockouts -73%; carrying costs -28%; EUR 450K/yr in savings

distributioninventory

PRO-DOMA centralizes branch replenishment with AI forecasts

PRO-DOMA · Logio Veritico STOCK

+3% product availability; inventory turnover time -15%

distributioninventory

Farmer Bros reaches 82%+ SKU forecast accuracy across its DCs

Farmer Bros. Co. · Streamline, Anamind

82%+ forecast accuracy; 5-8% lower inventory; 95% faster forecast generation

distributioninventory

Digi-Key scales by 70,000 SKUs with automated replenishment

Digi-Key Electronics · Mi9 Retail Demand Forecasting

95%+ in-stock maintained; added 70,000+ SKUs with minimal inventory increase

distributionorders

ADI Global removes manual entry for 1,700 orders a day

ADI Global Distribution · Conexiom

1,700 orders/day automated; 142 hours/day saved

distributionorders

Sonepar automates 200,000 order lines a month

Sonepar · Conexiom

~200,000 lines/month automated; >1,000 hours/month saved

wholesaleorders

Standard Electric speeds up order processing 88%

Standard Electric · Conexiom

Order processing 88% faster; order accuracy 97% to 100%

distributionorders

Gems Setra gets 36% of orders touchless

Gems Setra (Fortive) · Conexiom

36% touchless; 5.5 to 2.9 min per order; 65% faster order processing

distributionorders

North West Meat automates nightly order entry

North West Meat Company · Choco AI

Automates order entry that took up to 3 hours a night

distributionorders

Reach Food Group gets 96% order accuracy in 3 weeks

Reach Food Group · Choco AI

Processing time 40 to 4 hours; 96% order accuracy in 3 weeks

distributionorders

Colony Foods gives reps 2+ hours a day back

Colony Foods · Choco OrderAgent

At least 2 hours saved per day

3PLexceptions

Axle Logistics automates freight audit

Axle Logistics · Navix

Reallocated nearly half the audit team; absorbed ~30% more load volume

3PLinvoices

Steam Logistics auto-matches 97% of carrier invoices

Steam Logistics · Navix

97% of carrier invoices auto-match to loads in the TMS

The weekly OpsAgent brief

New verified cases, tools and numbers for ops leaders. One email a week.

Form not loading? Subscribe on beehiiv