Nobody Sells an Outcome — four units, three tags with prices, one blank FRIDAY THOUGHT EXPERIMENT · No. 11 The room voted for the one unit nobody can sell yet. Impressions — the only unit with definition, measurement, settlement and underwriting all in place. A century of plumbing. Demoted in the essay to the receipt layer, not killed. Impressions 27% all four clauses built CPM $—.— Audiences — a claim about who, priced as an input rather than a guarantee. No refund when the segment is wrong; the market already repriced it from promise to ingredient. Audiences 8% priced as a data fee input fee Attention — measurable and unwarrantable: the seller controls the opportunity for attention, never the attention. A diagnostic wearing a price tag. Attention 6% a proxy, not a currency input fee Outcomes — what 57% voted to buy and nobody can yet sell across a company boundary: clause four, underwriting, has no institution behind it in the open market. The tag is blank because no one has priced the failure case. Outcomes 57% who pays for the miss? ? THE MISSING CLAUSE · OUTCOME UNDERWRITING A guarantee without reserves behind it is a slogan. Watch for the premium, not the press release.
Agentic Advertising

Nobody Sells an Outcome

The gist

Season 2's third Friday poll closed with the clearest majority of the run: 73 operators, Outcomes 57%, Impressions 27%, Audiences 8%, Attention 6%. The essay names what the vote quietly depends on — Outcome Underwriting: an outcome becomes a unit of trade only when four clauses hold (definition, measurement, settlement, and someone who pays for the miss), and the fourth has no institution behind it in the open market. Outcome optimization already exists inside the walled gardens' own auctions; outcome insurance does not, there or anywhere — owned loops reprice faster and sometimes carry action-level variance, but no scaled platform guarantees the advertiser's business result (corrected August 22, 2026; see the follow-up essay). The 27% who voted Impressions named the only unit with a working settlement stack — demoted to the receipt layer, not killed. Checkable close: watch for an underwriting premium as a contract line item, not a press release.

In English, please

A recurring reader poll asked what AI buying programs ("agents") will ultimately pay for when they take over ad buying. Four options: the ad view itself (Impressions), the group of people reached (Audiences), proof someone actually looked (Attention), or the business result the ad was meant to cause — a sale, a signed customer (Outcomes). Of 73 voters, 57% picked Outcomes, the clearest majority this season. The essay agrees with the destination and then explains why you can't actually buy one today.

The catch is in the word "buy." Anything you buy, somebody has to sell — and selling means promising to deliver. A publisher can promise an ad will run. Nobody in advertising can promise a sale will happen, because too much sits between the ad and the result: the product, the price, the website, the competitor. Promising something you don't control is what insurers do, and they charge for it and keep money in reserve for when it goes wrong. Advertising has no version of that. The essay names the missing piece Outcome Underwriting: an agreed definition of the result, an agreed way of counting it, an agreed moment the count is final, and someone who pays when the result doesn't arrive. The first three are being worked on. The fourth doesn't exist.

The twist: optimizing toward outcomes already happens — inside Google and Meta. Tell their systems the cost per sale you'll accept and the machinery adjusts prices toward it, because a platform running billions of ads a day can see results fast enough to correct course. But nobody is insuring the result: their own terms promise no guaranteed target, and the advertiser still carries the risk. It's a feature of their walled gardens, not a market. The open question is whether two independent companies — a buyer's agent and a seller's agent — can sign an outcome deal with a neutral referee and someone pricing the risk. Nothing like that exists yet.

The author voted Outcomes anyway, as a bet on where the market ends up rather than what's for sale now. And he defends the 27% who voted Impressions: they picked the only unit two companies can currently argue about and settle, which is why the impression doesn't disappear in this future — it stops being the thing you buy and becomes the receipt you settle with. His test for progress: watch for anyone visibly charging a premium to guarantee a result they don't control. The day that line item appears, the missing piece is being built.

On this page
11 FRIDAY THOUGHT EXPERIMENT No. 11 What will autonomousbuying agentsultimately buy? HOW 73 OPERATORS VOTED Outcomes57% Impressions27% Audiences8% Attention6% The room voted for theone unit nobodycan sell yet. nofluffadvisory.com Evgeny Popov · Friday Thought Experiment

The cold open

Here’s the question as it ran: what will autonomous buying agents ultimately buy? Options: Impressions. Audiences. Attention. Outcomes. Core thesis at launch: the unit of trade may move from media delivery toward defined commercial risk and results.

The hidden word in the question is “buy.” A unit of trade needs a seller, and a seller needs to be able to deliver what the invoice says. An impression can be delivered. An audience can be claimed. Attention can be measured, more or less. An outcome — a sale, a signed contract, a customer who stays — can only be warranted, because the seller doesn’t fully control whether it happens. Warranting something you don’t control has a name in every other industry: underwriting. So the poll was secretly asking whether media will grow an underwriting function, and 57% of the room said yes without anyone using the word.

The room has said it before. Season 1’s Week 7 poll asked what an agent should optimize for, and Business Outcomes took 54% of 51 ballots. That essay argued an outcome can’t be a single number an optimizer chases, because it’s judged after the fact by someone with a P&L. This week asks the harder version: not what the agent aims at, but what the money actually purchases. Same instinct, one layer deeper into the plumbing — and the majority grew a little.

The vote

The poll closed with 73 votes. (Shares are LinkedIn’s rounding, which is why they sum to 98.)

AnswerShare
Outcomes57%
Impressions27%
Audiences8%
Attention6%

Seventy-three ballots is one of the largest turnouts of the run — only the two Season 1 closers drew more — and 57% is the clearest majority Season 2 has produced. The first two weeks of this season went against the launch thesis: Week 1 picked the incumbent asset over the mandate, Week 2 split down the middle at 16 votes. This one endorsed the thesis, at four and a half times the turnout. Whatever else the season shows, it isn’t a room that votes for whatever the question implies.

The number worth staring at is the 27%. A quarter of the room, offered the future, voted for the unit the industry already trades. The easy reading is nostalgia. I think the accurate reading is that they answered a different and better question — not what do buyers want but what can actually be sold — and by the end of this essay I’ll argue both camps are right about their own question. What connects them is the machinery this poll never named.

Outcome Underwriting

Outcome Underwriting: for an outcome to become a unit of trade, four clauses have to hold at once. A definition both sides accept — what counts as the outcome. A measurement both sides trust — who counts it, with what access. A settlement window — when the count is final and disputes close. And underwriting proper — who pays when the outcome doesn’t happen. The first three are measurement work. The fourth is capital.

Media has spent twenty years working on the first three and almost no time on the fourth, because the fourth is the expensive one. The seller of an outcome is exposed to everything between the ad and the result: the product’s price, the landing page, the sales team, the competitor’s launch, the customer’s mood. Underwriting means pricing all of that risk into the unit, the way an insurer prices a policy or a bank prices a loan. Nobody in the media supply chain currently holds reserves against outcomes that fail to arrive, and a guarantee without reserves behind it is a slogan.

There’s a second, quieter problem stacked on top. An agent spending money doesn’t want outcomes; it wants incremental outcomes — results that wouldn’t have happened without the spend. iROAS is a negotiation, not a number, precisely because incrementality is a claim about a counterfactual world, and counterfactuals can’t be invoiced. You can count conversions. You cannot count the conversions that would have happened anyway, only estimate them, and every estimation method is a term to be argued over. A market where the unit itself is the output of a disputed model needs its settlement machinery before it needs its demand — and demand is the only part this poll measured.

The outcome contract — three clauses under construction, the fourth unbuilt THE OUTCOME CONTRACT Four clauses. Three under construction. One missing. Definition — what counts as the outcome. Partially built: conversion schemas, clean-room match keys, agreed event taxonomies. Still bilateral, not standard. 1 · Definitionwhat counts as the outcome UNDER CONSTRUCTION Measurement — who counts it, with what access. Partially built: attribution, holdouts, incrementality methods. Every method is itself a negotiated term. 2 · Measurementwho counts it, and how incrementality is estimated UNDER CONSTRUCTION Settlement — when the count is final and disputes close. Thin: dispute windows exist in direct deals; nothing at programmatic scale treats an outcome as final the way an impression count is final. 3 · Settlementwhen the count is final THIN Underwriting — who pays when the outcome doesn’t happen. Unbuilt everywhere: no reserves, no risk pricing, no institution. The walled gardens optimize toward targets and reprice inside their own auctions; they do not insure them, and nobody offers insurance between companies either. 4 · Underwritingwho pays for the miss UNBUILT Clause 4 is unbuilt everywhere. The walled gardens optimize and reprice inside their own auctions; they do not insure, and nobody sells insurance across a company boundary.
The outcome contract’s four clauses. The room voted for the unit; the market still owes it a clause.

Run the four

Impressions. The only option on the list with all four clauses built. Defined to the pixel and the millisecond, counted by systems both sides audit, settled on a schedule, disputed within known bounds — a century of plumbing, from the gross rating point to the viewable impression, all of it built so that two companies who don’t trust each other can close the books. That’s what the 27% voted for, and it isn’t nostalgia. It’s an accurate description of the only unit that can currently survive an argument between a buyer and a seller who both hired lawyers.

Audiences. A claim about who saw it, priced as a data fee rather than a guarantee — which tells you how much the sellers themselves trust the clause structure underneath it. Verification is thin, decay is fast, and no audience seller refunds you when the segment turns out to be someone else. Eight percent reads about right for a unit the market has already quietly repriced from promise to input.

Attention. Measurable, increasingly well, and unwarrantable, permanently. A seller controls the opportunity for attention — the placement, the format, the sound-on rate — but not the attention itself, and a unit of trade priced on something neither party controls is a proxy wearing a lab coat. The 6% who picked it are measuring something real. They’re just measuring a diagnostic, not a currency.

Outcomes. What buyers actually want, and the only option nobody can currently sell at scale, because clause four has no institution behind it. Fifty-seven percent is a demand signal, not a market description. Demand signals matter — markets get built toward them — but the distance between this vote and a tradable unit is the distance between wanting insurance and founding Lloyd’s.

The private outcome markets

Here’s the wrinkle that makes the 57% less speculative than it looks: outcome buying already exists. It just doesn’t exist between companies.

Inside Google’s and Meta’s auctions, a buyer can bid a target cost per acquisition or a target return on ad spend, and the platform’s machinery reprices toward it. That is outcome optimization with the first three clauses present, definition, measurement and settlement, operated by the same company that sells the media, and with a loop dense enough to adjust price before the next cycle. (Revised August 22, 2026 — this paragraph originally described the platforms as “self-insuring” the fourth clause “across billions of daily events.” That was wrong, and the follow-up essay corrects it: their own filings say no fixed price per action and no guaranteed target. Owned loops optimize and reprice; they do not insure the outcome. Nobody does.) The affiliate channel figured out a cruder version decades ago: pay only on the conversion, and the publisher eats the delivery risk. Both work. Neither is a market. One is a product feature inside a walled garden; the other is a niche that never scaled past the bottom of the funnel, partly because its own settlement clause — the last-click — was never really agreed either, just tolerated.

So the real question under this poll isn’t whether outcomes can be bought. They’re bought every day. It’s whether outcome contracts can exist across a company boundary, between a buyer’s agent and a seller’s agent who don’t share an owner — with a definition neither controls, a measurement both can audit, and someone underwriting the gap. That is exactly the layer the Season 1 finale found missing when it stacked eight weeks of polls into one diagram and marked the ninth layer — Issuance, the institution that mints, prices, and revokes the guarantee — as the one that exists nowhere. Fifty-seven percent of this room just voted to need it.

What would build clause four

Three mechanisms, in rising order of ambition.

Holdouts as contract terms. The counterfactual problem shrinks the moment an agreed holdout design is written into the deal rather than argued after it — a percentage withheld, a duration, a pre-registered readout both sides accept before a dollar moves. The methods exist; what’s missing is their promotion from analytics practice to contract clause. Measurement for agentic commerce is largely the story of that promotion.

Verification with standing. Somebody neutral has to hold the count. Not a dashboard the seller renders, and not a model the buyer tunes — a third party whose read is final within the settlement window, the way a clearinghouse’s read is final. The agentic protocols are already circling this: when buyer and seller agents negotiate a deal, the question of whose measurement settles it is the hardest clause on the table, which is precisely why it’s this season’s Week 4 question.

Capital that prices the miss. The genuinely unbuilt part. Someone — an insurer, a guarantee fund, a platform willing to put capital behind a target rather than merely price toward it, a seller large enough to warehouse its own risk — has to hold reserves against outcomes that don’t arrive, and charge for it. The day a media contract carries an underwriting premium as a line item is the day “buy the outcome” stops being a slogan. Watch for the premium, not the press release.

My vote

I voted Outcomes, and the honest version of that vote is: I voted for where the market ends, not for what’s tradable this quarter.

The uncomfortable reading of the 57% — my own ballot included — is that an operator voting “outcomes” is voting to hand risk to a counterparty who hasn’t agreed to take it and currently has no way to price it. That’s what buying an outcome is: risk transfer. The reason it feels like a purchasing preference rather than an insurance demand is that the walled gardens have spent a decade making outcome bidding feel ordinary while keeping every clause of the contract in-house. The feeling is real. The institution behind the feeling doesn’t exist outside their walls.

And the impression doesn’t die in this future — it gets demoted. When outcome contracts do get written, the miss still has to be reconstructed from something, and the something is delivery: what ran, where, when, seen by whom. The unit stops being what you buy and becomes what you settle with, the way a shipping manifest stopped being the product and stayed the paperwork. The 27% weren’t defending the past. They were describing the receipt layer of the future, accurately.

What the next weeks test

This result handed its own hardest clause to next week, and next week answered. Week 4 closed asking what buyer and seller agents negotiate hardest, and the room picked success criteria over price by two points — clause one of the outcome contract, named as the fight. Success criteria and liability are clauses one and four of this contract by other names, and the follow-up essay reads the near-split between semantics and economics. Week 5 then asks which intermediary function survives when agents transact directly, and two of its four options — verifying results, assuming risk — are the settlement and underwriting layers wearing job titles.

The reading in this essay is checkable the ordinary way. If, by 2028, outcome-priced deals between independent companies remain a rounding error while impression-settled contracts carry on — no underwriting premium anywhere as a line item — then the 27% were right about the decade and the 57% only about the destination. If a premium shows up — if anyone starts charging, visibly, to warrant a result they don’t control — clause four is under construction and this room called it early. Both are public facts on a normal disclosure schedule. The poll’s question was what agents will ultimately buy. The market’s question is who sells it, and that one is still open.

Ad · served by our AdCP stack