How We Think About Commerce

A map of the ideas behind Vadar Alpha, and the links between them that many businesses miss. Each idea said plainly.

Written by
Stephen Pounds
Published
November 9, 2026
Reading time
9 min read

A cheese maker choosing between cheese and powder, a grain merchant deciding whether to store or ship, a resin buyer timing an order and a freight network pricing a lane look like four different problems. They are one problem: choosing a route through a web of conversions, at prices the market sets. Get the structure right once, and each new problem is a variation.

This page is the map of that structure. Each dot is one idea. Select one to read it, or regroup the map to see the same ideas from another side. Later posts take them one at a time.

Group by
What goes in comes outYour bill of materials is a map of choicesThe separator ignores org chartsThe costliest spreadsheet errorWaste that has a priceWhy a recipe is not a flowchartSix questions about any resourceThe market sets the priceWhy an honest price is a rangeScenario weights are beliefsThe curve already priced itA floor from your options, a ceiling from the worldWhen the floor is above the ceilingHeavy tailsOne curve for every teamThe arbitrage gridStore or sellThe empty truck homeCheese or powderTwo prices that move together, until they do notThe same bushel, two pricesQuality you are not paid forThe crush marginType 1 and Type 2 arbitrageLock an operating margin with futuresReplicating the option to switchThe trader's arbitrageEvery loop must closeHedge the level, manage the gapA hedge swaps one risk for anotherWhen a gap is a betA hedge is a conversionThe price is the best choiceA forecast is not a decisionA hedge that shrinks, not improvesReturn on riskThe collar that sells your best caseDo not insure the unseenTwelve trades, not oneWhen you trade with the crowdEvery switch is an optionBuying over a seasonVolatility pays the flexibleFrom raw input to finished goodSell now or make more?Every rung on the value ladderWhere you sell mattersA contract is a bundle of promisesPricing a good from its recipeThe offramp worth pricingPrivate label, food service, retailAn Erlangen programme for commerceFive clocks, one marketSeparately, then togetherMargin is what is left overCover is not protectionOperations and the trading desk speak one languageTwo numbers for the boardWhen did prices follow costs?How much of the list price you keepA good hedge can run out of cashPrices move cash firstWhere you sit in the chainSet the rules, set the resultThe menu is the priceMeasured trades, new contractsSuppliers have options tooPrice and the chance of winningIncentives inside the firmHow competitors answerPhysical trade is a search marketWhy merchants own the bottleneckWho takes the other side?Hedging is not gamblingA control chart for earningsDMAIC for market operationsSpecification limits are risk limitsVariation you did not chooseMarkets in a manufacturer's P&LMarkets in a food company's P&LMarkets in a trucking P&LMarkets in a grain merchant's P&LRead a commodity market in five minutesWhy grain moves at harvestFour tools and no linkWhat merchants knowWhat trading houses knowEvery number should trace to its sourceHow to judge a savings claimAgree the yardstick firstHow to write a risk committee paperTHE PHYSICALWORLDMARKETS ANDPRICEARBITRAGE ANDREPLICATIONDECISIONS UNDERUNCERTAINTYSELLING FINISHEDGOODSTHE CONNECTEDFIRMTHE ECOSYSTEM ANDITS RULESSIX SIGMA OUTSIDETHE WALLSFIELD NOTES FROMTHE INDUSTRIESPROOF ANDMETHODEvery businessis a web ofconversions.
The connected firm
An Erlangen programme for commerce
Klein sorted geometries by what stays the same. We sort commerce by what a conversion keeps: mass, components, value.
Concept
The Erlangen view. Buying, making, selling and hedging look different but follow the same rules. Learn the rules once.
Origin
Our viewBuilds on geometry (Klein, 1872).
Module
The connected firm
Value
Hours
Thinkers
Klein
Figure 1
The idea map
The ideas behind commercial intelligence, arranged around one: every business is a web of conversions. Regroup them by theme, module, novelty or value channel, focus a group, and select an idea to read it.

A list of topics is not insight. The insight is in the links between groups that sit far apart on the map, where two teams in one company solve the same problem without knowing it. These are the six links we will test first.

FromToThe link
Proof and methodMarkets and pricePurchase price variance is the profit and loss of a position taken by default.
Selling finished goodsDecisions under uncertaintyA fixed price quote is an option, and it can be priced.
The physical worldArbitrage and replicationAn empty truck and liquid whey are the same thing: something a business makes anyway, worth little until someone finds its route.
Decisions under uncertaintySix Sigma outside the wallsFlexibility is long volatility, and control limits decide how much of it to keep.
The connected firmMarkets and priceOne clock for every team lifts profit and cuts risk at the same time.
The ecosystem and its rulesSelling finished goodsWhoever writes the rules of a tender decides much of the price before the bids arrive.

Four claims

Each claim below changes a number on the profit and loss, and each comes with a diagram that shows why, drawn the way mathematicians draw them: things as words, changes as arrows.

1. Price and decision are one number. An input is worth the value of the best thing you can do with it. That is standard in the mathematics of decisions and in option pricing. It is rare in operations, where an input costs what was paid for it.

Figure 2
Two readings of one calculation
One calculation, the Bellman equation, gives two answers. Its value is the price of what you hold. The route that reaches that value is the decision.

2. A hedge is a conversion. It moves price risk to someone who wants it, and leaves the local gap and the cash with you. Trading houses run their books this way. Many manufacturers treat a hedge as a separate financial act, judged by how much of the book it covers.

Figure 3
Who holds which risk
Before the hedge you carry both risks. Selling futures passes the price risk, through the exchange, to the buyer of your futures. After it, you keep only the local gap, called basis.

3. Hedging is quality control. The discipline operations already use for quality, limits, charts and root causes, applies just as well to the prices that cross their walls. The table further down pairs each tool with its twin.

4. The recipe should drive the hedge. When one machine makes two products, they are one exposure, not two. A recipe and a hedge portfolio are the same arithmetic in different words, so operations and the risk desk should read one model.

Figure 4
The recipe sets the hedge
Size the futures with your own yields, and their gain or loss offsets that of operations. Together they fix the margin at today's futures prices. What remains is basis: the gap between local prices and the exchange.

The concepts, and how they connect

The first map lists ideas. This one shows the dozen things every idea is about, and how each leads to the next. Start at the word closest to your job, and follow the arrows.

Figure 5
The concept map
The kinds of thing every idea above is about, and how one leads to another. Blue arrows are our own claims. The dashed pair is the central one.

What we borrow, what is new, where we disagree

KindExampleWhere it is standard
BorrowedForward curves, basis, value at riskTrading houses and banks
BorrowedControl charts, root cause analysisQuality teams in operations
BorrowedSelling at the split off pointCost accounting
Our viewSix questions about every resource; price as the value of the best routeOur synthesis
A different viewJudge a hedge by the risk left, not the share coveredDiffers from common practice in manufacturing
A different viewVolatility pays the flexibleDiffers from the view that price swings only do harm

Definitions

WordIn plain wordsWhat to do
ConversionSomething goes in, something else comes out.List what goes in and out of every site, truck and warehouse.
Value streamEvery route from a raw input to cash.Compare the margin of each route.
OfframpA chance to sell now instead of making more.At each step, compare selling now with the next step.
Forward curveToday's price for each future month.Give every team the same curve, every day.
BasisWhy the same thing costs different amounts in two places.Track it by location.
Price rangeWhen no one trades your exact product, the honest price is a range.Quote a floor, a target and a ceiling.
HedgeHands the price risk to someone who wants it. You keep the local gap.Record which risk left and which stayed.
Return on riskWhat you expect to earn for each dollar you could lose.Judge every hedge by it.
Real optionA second recipe, route or supplier you can switch to.Put a price on every switch.
ArbitrageBuy low, change it, sell high, after costs.Rank the gaps after freight, storage and processing.
Earnings at riskHow much profit a bad month could take.Set a limit and check it daily.
Agreed baselineThe yardstick agreed before work starts.Count only gains measured against it.

Quality control, outside the walls

Inside operationsIn the markets
Specification limitsRisk limits
A defectA decision made on an old price
Control chartDaily risk against its limit
Root causeWhat moved the profit, and why
YieldMargin per unit of raw input

Where the ideas come from

Each idea we borrow, and what it changes for an operator.

Things and conversions

  • Antoine Lavoisier, conservation of mass: nothing is lost, nothing is created. Cream and skim leave the separator together; price them apart and one of the two numbers is wrong.
  • Felix Klein, the Erlangen programme: you understand a field by what survives its moves. Buying, making, selling and hedging preserve the same things, so they are one subject, not four departments.
  • Coecke, Fritz and Spekkens, a theory of resources: a price must respect what a thing can become. Milk can become cheese, so milk is never worth less than cheese minus the cost of making it.
  • Brendan Fong and David Spivak, hypergraph categories: boxes with many inputs and many outputs still connect, and the totals add up. A whole operation, intake to delivery, fits on one page and adds up.

Decisions and prices

  • Richard Bellman (the Bellman equation) and Warren Powell (sequential decisions): what you hold is worth the best thing you can still do with it, decided step by step as news arrives. Price and decision come out of the same sum.
  • Black, Scholes and Merton, option pricing: an option is worth what it costs to copy. An operation that can switch, cheese to powder or one lane to another, owns one, and it has a price and a hedge.
  • Harrison, Kreps and Pliska, the fundamental theorem of asset pricing: when no trade makes money from nothing, prices hang together. In thin markets they hang together only within a range: quote a floor, a target and a ceiling.
  • E. T. Jaynes, maximum entropy: probability is logic with missing facts, so claim no more than you know. A scenario weight is a stated belief, open to challenge, not a setting buried in a model.
  • Bouchaud and Potters, heavy tails: real markets jump more often than a bell curve allows. Set limits for the month the textbook calls impossible.

Markets and firms

  • Craig Pirrong, the economics of commodity trading firms: trading houses earn from moving goods through space, time and form, not from betting on price. They hedge the level and keep the gap, and any operation can do the same.
  • Ronald Coase and Oliver Williamson, transaction costs: firms own the steps where depending on others costs too much. That is why storage and terminals, the bottlenecks, are where margin collects.
  • Hurwicz, Maskin and Myerson, mechanism design: design the rules, and the players' own interests deliver the result. Whoever writes a tender sets much of the price before the first bid.
  • Hal Varian, computer mediated transactions: once every transaction is measured, contracts that were impossible become routine: price formulas, cost pass-through, menus of terms.
  • Michael I. Jordan: prediction is half of intelligence; the other half is deciding while customers and rivals decide too. A forecast that ignores how they respond is wrong the day you act on it.

Quality

  • Walter Shewhart and W. Edwards Deming, control charts: separate noise from signal before you act. A daily risk chart with limits does for profit what a control chart does for fill weight.
  • Six Sigma, from Motorola, DMAIC: define, measure, analyse, improve, control. The loop operations already trust runs just as well on market exposure.

What we do, and what we do not

We help operators decide, and we help them hedge inside their own limits. We do not trade, and we never hold market risk of our own.

The argument behind the map is in Commercial Intelligence: An Erlangen Programme for Commerce.