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Use case Fuel inventory managementFuel jobber, 120 sites

How a fuel jobber learned to buy on the market, not the gauge.

Loads were ordered whenever a tank reached its reorder level, whatever the market was doing. Cortex now times every order against New York Harbor: buy ahead while prices rise, wait a day when they fall.

Before

Ordered off the gauge. A load went out whenever a tank hit its reorder level.

With Cortex

Ordered on the market. Every order timed against New York Harbor and the tank.

At a glance

What changed, stage by stage.

StageBefore CortexWith Cortex
When an order is placedAt the reorder levelWhen the market and the tank both say so
What sets the timingThe tank gaugeNew York Harbor, the rack and the tank
Rising marketOrdered after the rack movedOrdered ahead, while there’s room in the tank
Falling marketOrdered anywayWaits a day where cover allows
Safety stockProtectedStill protected, every time
Average cost per gallon−0.6¢from timing alone
Saved$840Ka year on 140M gallons
Safety stockAlways keptno tank goes below it

01 · The challenge

Orders followed the gauge, not the market.

Dispatch placed a load whenever a site reached its reorder level. It was safe and simple, and it ignored the number that moves cost the most: where wholesale prices are heading tomorrow.

Rack prices follow the New York Harbor spot market, usually about a day behind. Ordering the day before a rise, or the day after a fall, was luck rather than a plan.

Before Cortex

What the team saw first

  • Tank levelsEvery site above safety stock
  • New York Harbor gasolineUp 4.2¢ overnight
  • Order timingSet by reorder levels
  • InstinctOrder when the gauge says so

The difference

Same question. Different results.

The question“Which sites should we order for today, and which can wait a day?”

Claude / GPT / Public LLMs

Uploaded file

1 sourceThe file you uploadedtank_levels.csv

Answer

38 sites are at or near their reorder level. Place orders for all of them today.

Just an answer.

Cortex AI

Connected intelligence

Cortex AI
  • New York Harbor spot
  • Rack by terminal
  • Rack-to-spot lag
  • Sales forecast
  • Tank capacity
  • Weather
  • Road traffic
  • Local events
  • Delivery windows
  • Safety stock
  • NY Harbor gasoline +4.2¢
  • Diesel −2.8¢ overnight
  • 21 tanks with 2+ days of cover

Answer

Order gasoline today for the 38 sites with room in the tank: the rack follows New York Harbor’s rise within a day. Hold the 21 diesel orders until tomorrow. Every tank stays above safety stock.

A decision.

02 · The finding

The cheapest gallon depends on the day you buy it.

Cortex compares each site’s tank level, sales forecast and tank capacity with live New York Harbor spot prices, rack prices at each terminal, and how quickly each rack has followed the spot market.

When the market is rising, it pulls orders forward for every site with room in the tank. When it is falling, it holds orders for sites with enough cover to wait a day, and it never lets a tank drop below safety stock.

What Cortex found

This morning’s order plan

New York Harbor gasoline+4.2¢overnight · rack usually follows within a day
New York Harbor diesel−2.8¢overnight · rack usually follows within a day
SitesMarketTank coverCortex plan
38 sitesRegular and premiumRisingRoom for a full loadOrder today
21 sitesDieselFalling2+ days of coverWait one day
4 sitesAny productEither wayNear safety stockOrder now

Safety stock always comes first. Timing only decides the orders that can safely move a day.

The decision

Buy on the market, within the limits of the tank.

  • Order ahead for sites with room in the tank when New York Harbor is rising.
  • Hold orders one day for sites with enough cover when it is falling.
  • Never let a tank fall below safety stock, whatever the market does.

03 · The impact

What changed.

MeasureBeforeAfter
Average cost per gallon vs. reorder-level ordering—−0.6¢
Annual saving on 140M gallons—$840K
Orders placed after the rack had already risenMostRare
Tanks below safety stockNoneNone
Time spent on the daily order plan~2 hours~15 minutes
Leadership takeaway

When you buy matters as much as how much.

We ordered off the gauge for twenty years. The market was telling us when to buy the whole time.

A tank gauge tells you whether you can wait. The market tells you whether you should. Cortex reads both, every morning.

Would you have ordered today, or waited?Book a demoSee all use cases
Next use caseHow a Midwest wholesaler closed most of a 1.2 million gallon gap before month-end
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Bring your hardest question.
Leave with a decision.

Target implementation2–4 weeks
EnvironmentPrivate enterprise
Timeline depends on data readiness and integrations.

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