Case Study · AutoO2

AutoO2 by ProvisionAI

How AutoO2 turned a weight puzzle into a solved problem — and cut freight costs 10%+ across Riviana's entire operation.

"The increase in weight per truck adds up in terms of cost savings."
Zachary Dale — Riviana Foods
Zachary Dale · Supply Chain CI Manager, Riviana Foods
10%+ Freight cost reduction
75% Training time cut
10k+ Annual shipments
Riviana Foods — AutoO2 truckload optimization, mixed-weight load building
10%+ freight savingsPer lane, Memphis ops
90-day ROIDesign to deployment
The challenge

Rice ships in every size. Trucks were weighing out before they were full.

Heavy 20-lb bags loaded first hit legal axle limits before the trailer was physically full — leaving payload capacity unused on every load.
Correct mixed-weight placement required weeks of expertise to learn — knowledge that walked out the door with every turnover.
Small per-truck inefficiency × 10,000+ annual shipments = millions in avoidable freight cost every year.

Trucks weighing out short

Heavy products loaded first hit legal limits before trailers were full — payload capacity left behind on every load.

Expertise-dependent loading

Mixed-weight placement required experienced loaders — knowledge constantly lost to turnover.

Hidden freight cost at scale

Small per-truck gaps compounded across 10,000+ annual shipments into millions in avoidable expense.

Weeks of onboarding per loader

No systematic load guidance meant productivity suffered during every new hire's ramp-up period.

The solution

AutoO2 turned a weight puzzle into a solved problem.

300+ constraints solved simultaneously — axle weight, cube, stacking rules, damage risk, customer requirements.
Visual RF diagram sent to the warehouse floor — any loader executes a perfect load from day one, no experience required.
Expertise embedded in the system — no longer walks out the door with every experienced loader.
ERPWMSPlanningRF Devices
01 — Data ingestion

AutoO2 pulls item master data from ERP and planning

Dimensions, weight, stacking rules, and customer-specific requirements for every SKU in the shipment — ingested before building the load.

ERPItem masterCustomer rules
02 — 300+ parameter optimization

AutoO2 solves the entire load simultaneously

Weight, cube, axle distribution, damage risk, and stacking constraints resolved simultaneously — heavier products beneath lighter ones, every axle legal for every destination state.

Axle weightCube optimizationDamage prevention
03 — Visual load diagram

Step-by-step instructions sent to RF devices

Loaders receive exact placement instructions on RF devices. No expertise required — new operators are productive in days, not weeks.

RF devicesDay-one productivity
04 — Axle-legal, max-weight shipment

Every load exits the dock fully optimized

Maximum legal payload, no axle violations, damage-free. What was planned is exactly what ships — immediately measurable from day one.

Max payloadAxle-legalDamage-free
The results

More weight. Less cost. No expertise required.

10%+ Freight cost reduction Per lane, maximizing legal payload
75% Training time cut New operators productive in days
10k+ Shipments optimized Annual Memphis operations
90 days To ROI From deployment to measurable savings
"The increase in weight per truck adds up in terms of cost savings."
Zachary Dale — Supply Chain CI Manager, Riviana Foods
Zachary Dale
Supply Chain CI Manager · Riviana Foods

Could your operation run this efficiently?

If it worked for Riviana,
it can work for you.

Most clients see ROI within 90 days. Our team will show you exactly where your loads are leaving money on the table — with specific numbers from your operation.

Case Study · AutoO2

AutoO2 by ProvisionAI

How AutoO2 turned a weight puzzle into a solved problem — and cut freight costs 10%+ across Riviana's entire operation.

"The increase in weight per truck adds up in terms of cost savings."
Zachary Dale — Riviana Foods
Zachary Dale · Supply Chain CI Manager, Riviana Foods
10%+ Freight cost reduction
75% Training time cut
10k+ Annual shipments
Riviana Foods — AutoO2 truckload optimization, mixed-weight load building
10%+ freight savingsPer lane, Memphis ops
90-day ROIDesign to deployment
The challenge

Rice ships in every size. Trucks were weighing out before they were full.

Heavy 20-lb bags loaded first hit legal axle limits before the trailer was physically full — leaving payload capacity unused on every load.
Correct mixed-weight placement required weeks of expertise to learn — knowledge that walked out the door with every turnover.
Small per-truck inefficiency × 10,000+ annual shipments = millions in avoidable freight cost every year.

Trucks weighing out short

Heavy products loaded first hit legal limits before trailers were full — payload capacity left behind on every load.

Expertise-dependent loading

Mixed-weight placement required experienced loaders — knowledge constantly lost to turnover.

Hidden freight cost at scale

Small per-truck gaps compounded across 10,000+ annual shipments into millions in avoidable expense.

Weeks of onboarding per loader

No systematic load guidance meant productivity suffered during every new hire's ramp-up period.

The solution

AutoO2 turned a weight puzzle into a solved problem.

300+ constraints solved simultaneously — axle weight, cube, stacking rules, damage risk, customer requirements.
Visual RF diagram sent to the warehouse floor — any loader executes a perfect load from day one, no experience required.
Expertise embedded in the system — no longer walks out the door with every experienced loader.
ERPWMSPlanningRF Devices
01 — Data ingestion

AutoO2 pulls item master data from ERP and planning

Dimensions, weight, stacking rules, and customer-specific requirements for every SKU in the shipment — ingested before building the load.

ERPItem masterCustomer rules
02 — 300+ parameter optimization

AutoO2 solves the entire load simultaneously

Weight, cube, axle distribution, damage risk, and stacking constraints resolved simultaneously — heavier products beneath lighter ones, every axle legal for every destination state.

Axle weightCube optimizationDamage prevention
03 — Visual load diagram

Step-by-step instructions sent to RF devices

Loaders receive exact placement instructions on RF devices. No expertise required — new operators are productive in days, not weeks.

RF devicesDay-one productivity
04 — Axle-legal, max-weight shipment

Every load exits the dock fully optimized

Maximum legal payload, no axle violations, damage-free. What was planned is exactly what ships — immediately measurable from day one.

Max payloadAxle-legalDamage-free
The results

More weight. Less cost. No expertise required.

10%+ Freight cost reduction Per lane, maximizing legal payload
75% Training time cut New operators productive in days
10k+ Shipments optimized Annual Memphis operations
90 days To ROI From deployment to measurable savings
"The increase in weight per truck adds up in terms of cost savings."
Zachary Dale — Supply Chain CI Manager, Riviana Foods
Zachary Dale
Supply Chain CI Manager · Riviana Foods

Could your operation run this efficiently?

If it worked for Riviana,
it can work for you.

Most clients see ROI within 90 days. Our team will show you exactly where your loads are leaving money on the table — with specific numbers from your operation.