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AGICY Research · Companion Note 2026-04b

What the gate admits, and who loses

Expected ad inventory under Claim #1, the Google plays that stop working, and what that costs the people currently buying them.

Inventory · incumbent impactSeptember 2026Internal analysis · for comment
Expected ad inventory under Claim #1 and incumbent impact
Internal analysis · for comment. Figures are illustrative; budget shares vary by sector. Companion to Working Paper 2026-04. Correspondence: research@agicy.ai. Implementation note: the live pilot uses deterministic hard-stop phrases and /llms.txt summary matching, not a trained semantic intent classifier or automated truth verification of linked pages.

Summary

Three mechanics in the Claim #1 design — relevance as a gate rather than a multiplier, a flat public amount rather than cost per click, and placement at render rather than inside the answer — are each individually modest. Together they delete three entire common advertising patterns that are legal, lucrative and normal on Google today: buying a competitor's brand name, inserting a lead-reseller between a customer and a supplier, and placing a high-margin offer next to a query about a vulnerability. None of these are guaranteed to disappear without continued policy and abuse monitoring; the mechanism materially reduces their available surface.

The corollary is that our expected inventory is small, technical, and unglamorous, and that the advertisers who lose most are not the ones we would have chosen to lose. Agencies lose their entire optimisation surface. We should say so before they discover it.

1 · The diagnosis: what the current auction actually sells

A search auction of the conventional kind does not sell relevance. It sells proximity to intent, and it prices relevance as a discount rather than a condition. Because the quality estimate multiplies the bid instead of gating it, a sufficiently large bid always clears a mediocre relevance score. Every pathology below follows from that one arithmetic choice.

The second choice compounds it. Per-click pricing aligns the platform's revenue with the click, not with the resolution of the question. A user who is confident does not click. A user who is uncertain clicks several times. Under CPC, uncertainty is inventory — and the platform has no mechanism, and therefore no incentive, to end the session early with a correct answer.

The three pathologies are not abuses of the model. They are the model working correctly: brand conquesting monetises someone else's demand, lead arbitrage monetises a customer's inability to find the supplier directly, and harm-adjacent placement monetises a bad moment. All three are rational purchases of proximity.

2 · Inventory we expect to admit

The gate admits a bidder only where their own published claim answers the classified question. That makes the viable inventory narrow and predictable: questions with a factual, checkable answer where a named product is a legitimate part of it.

Intent classExample questionWhy it passesValue
Category comparisonbest EU cloud for 40TB egressA named vendor is part of a truthful answer; several qualify and are ordered by amount.Highest
Migration / switchingmoving from AWS to an EU providerThe bidder is the destination. Their own claim genuinely answers it.Highest
Specification checkdoes it support Article 28 DPA termsNarrow, factual, verifiable against the advertiser's live page.High
Vendor discoverywho offers bare-metal RISC-V in the EUThe reader is explicitly asking to be shown suppliers.High
Alternatives-toalternatives to OpenRouterComparison intent, not navigational — see §4.High
Cost / pricing basiswhat does EU inference actually costPasses only if the advertiser publishes real pricing, which most will not.Medium
Developer toolinglibrary for streaming SSE in RustHigh volume, low amounts, long tail. Our cheapest boards.Medium
Local along a routecoffee on the way to SounioMaps surface; detour time is the checkable claim.Medium
Regulatory orientationwhat the AI Act requires of GPAIAdmissible only for tooling, never for advice. Adjacent to a hard block — watch it.Caution

Table 1. Expected admissible inventory. Note that every high-value class is a question the reader could not answer from the answer text alone — a specific vendor is part of the resolution, not a substitute for it.

3 · Inventory we expect to be offered, and refuse

We should expect every category below to arrive within the first quarter, several of them with large budgets and competent representation. The mechanism refuses most of them without a decision being taken; two require an explicit rule.

What arrivesHow it is stoppedBy what
Brand conquestingA competitor's claim does not answer "what is X" or "X login". No slot exists on navigational intent for anyone.Mechanism
Lead-gen arbitrageYou must describe yourself in a public llms.txt. "We resell leads to contractors" does not answer "fix my boiler tonight". The automated pilot checks the published summary. It does not verify destination-page truth, so deceptive claims must not be described as automatically excluded.Mechanism Review
"Official site" impersonationCheckout requires the display name to match the llms.txt H1 and constrains the destination to that HTTPS domain. This is not legal-entity verification.Review
Volume / remnant buyingThere is no impression to buy. One slot per answer, and only where a bidder qualifies.Mechanism
Retargeting by prompt historyNo such interface exists, and prompts are never sold on. Named prohibition as well.Mechanism Rule
Urgency and superlative copyCheckout enforces 120 characters, third person, and a deterministic list of superlatives and guarantees. Authorship is not inferred.Review
AI-generated copy farmsModel authorship cannot be detected reliably. The live control is claim format, domain binding, and render-time eligibility rather than authorship detection.Review
SEO / backlink vendorsAdmissible in principle, but the gate reads no link signal, so their core claim is unverifiable here.Mechanism
Health, legal, financial advice, elections, crisisHard stop at any price. Not a confidence threshold.Rule
Gambling, betting, loot boxes, trading signalsImplemented as a hard stop before checkout and render. §5 records the rationale.Rule · Implemented

Table 2. Mechanism = refused by arithmetic, no judgement required. Review = refused by a human checking claims against live pages. Rule = requires an explicit prohibition; only two categories do.

4 · Brand conquesting: the case that matters most

Bidding on a competitor's brand name is the single largest behavioural difference between Google and Claim #1, and it deserves a precise answer rather than a slogan. The gate does not ask "is this a competitor?" — it asks whether the bidder's own claim answers the question that was asked. That distinction splits conquesting cleanly in two.

Query the user typedOn GoogleUnder the gate
Acme CRM loginCompetitors may buy the slot above the brand's own result.No slot. Navigational intent admits nobody, including Acme.
what is Acme CRMConquesting slot sells at a premium.No slot. A rival's claim does not answer a question about Acme.
Acme CRM alternativesConquesting slot; often the highest-margin term in the account.Slot open. Comparison intent — the reader asked to see rivals.
migrating off Acme CRMConquesting slot, aggressive copy.Slot open to destinations that publish a migration claim.

Table 3. Conquesting dies on navigational intent and survives on comparison intent — which is, we would argue, the correct division. A reader asking for alternatives is asking to be shown competitors.

The consequence for incumbents is larger than the consequence for challengers. A mature search programme spends a substantial share of its budget bidding defensively on its own brand, for no reason other than that a competitor would otherwise occupy that slot. Under Claim #1 there is no slot on brand-navigational intent for anyone, including the brand owner — so the defensive line item does not shrink, it ceases to exist. That is the clearest and most quantifiable saving we can offer an enterprise buyer, and it is worth more to them than anything they can buy from us.

Figure 1 · Illustrative

0%10%20%30%40%share of a mature B2B search budget■ current spend■ under Claim #1Brand defence→ $0 · no slot exists25%Conquesting→ $0 on navigational intent20%Generic / category→ ~60% retained, gated40%24%Agency & tooling→ ~5% · nothing to optimise10%0.5%Comparison intent→ 4× · the only growth line5%20%

Reallocation of a mature B2B search budget. The point is not the totals, which vary enormously by sector — it is that two of the five lines go to zero for structural reasons and one quadruples. Red = current spend share; green = same money under Claim #1.

5 · Gambling, and the one place our list is wrong

The original paper's prohibited list covered health, legal and financial advice, elections and crisis. The live pilot now also blocks gambling, betting, loot boxes and trading signals. The argument is not moral; it is a limitation of safe intent separation.

The current pilot applies deterministic hard-stop phrases and then matches question terms against the advertiser's published summary. It does not claim that a trained classifier separates every harmful and commercial intent safely. Gambling illustrates why the hard stop remains necessary. "Best odds on tonight's match", "how do free bet offers work" and "how do I stop gambling" occupy adjacent regions of the same intent space, share vocabulary, and are asked by overlapping populations, sometimes by the same person within one session. A classifier that admits the first will, at some rate we cannot drive to zero, admit the third.

Two secondary observations reinforce it. First, the economics of gambling acquisition depend on per-click volume, cross-session retargeting and urgency language — all three of which our mechanism already removes, so the category has little to gain here even if permitted. Second, publishing the amount is uniquely hostile to affiliate arbitrage: an affiliate whose margin is the difference between a public claim price and a private revenue share has that margin rendered legible to the operator they resell. The category will not want us. We should nonetheless say no in writing first, because the alternative is saying no later, under revenue pressure, having already accepted a payment.

Recommendation

Keep gambling, betting, loot-box and trading-signal in the implemented hard-block list. Publish and test the reasoning, not just the prohibition, before any future semantic classifier is allowed to change that boundary.

6 · Who wins, who loses

PartyWhat changes for themNet
Small technical specialistsEligibility is a file they can write in an afternoon. No link equity, no domain age, no agency required.Major win
Regulated / compliance vendorsVerified identity and checkable claims are an advantage rather than a cost. Legal approval in one cycle.Win
Enterprise incumbentsDefensive brand spend goes to zero because no one can buy their name. Offsets a much smaller media buy.Net win
Challenger brandsKeep conquesting on comparison and migration intent; lose it on navigational. A real reduction in reach.Mixed
Volume performance buyersUnder 1% of board answers, no pacing, no scale levers. The channel is simply too small for them.Loss
Search agenciesNo bid management, no negative keywords, no quality score, no creative testing, one 120-character line. The retainer has no surface to justify it.Major loss
Affiliate networksPublic amounts make the arbitrage margin legible to the merchant being resold.Major loss
Lead resellersCannot describe themselves accurately and still qualify. Structurally excluded.Excluded

Table 4. The uncomfortable row is the agency one. We remove bid management, negative keywords, quality-score work and creative testing in a single stroke, and we should expect the channel that sells those services to advise against us.

7 · The honest cost to the advertiser

A Google buyer moving to Claim #1 experiences a collapse in volume and a very large rise in unit price. On the 30-day worked example, a bidder appears on 26 of 41,200 board answers — about 0.06% — and the derived effective cost per click is $307. The annualised equivalent is 312 of 494,400 answers at $9,000. Against enterprise-software keywords that already clear $50–$100 per click this is a three-to-six-fold increase, not the hundred-fold it appears against consumer averages, but it is an increase and we should quote it that way.

26 / 41,200 · 30 days
Qualified answers in the period-matched worked example

Derived effective cost per click: ~$307 ($28.85 ÷ 9.4% click rate). We are not paid per click; the figure exists for comparison only.

Three offsets are real and one is not. The real ones: the budget becomes a fixed, prepaid, forecastable cost rather than a variable one, which is materially easier to defend to a finance function; the eliminated defensive brand spend is pure recovered margin; and click quality rises because the reader arrives having already read a correct answer rather than in search of one. The offset that is not real is reach. We should never imply that a gated slot reaches more people. It reaches far fewer, and that is the design.

8 · Conclusions

The problem was never disclosure. It was that relevance was priced as a discount instead of enforced as a condition, and that the platform was paid for the click rather than for the resolution. Every objectionable format in search advertising is a rational response to those two facts.

The change is arithmetic, not editorial. A gate that does not take the amount as an input cannot be bought past. A flat price paid before any click removes our interest in the click, and therefore our interest in the reader's uncertainty. Placement after the seal removes the answer from the market altogether. We did not prohibit conquesting or arbitrage; we built a mechanism in which they have nothing to purchase.

The inventory is small and should stay small. Sixty-nine per cent of answers carry no slot at all. The temptation, once revenue is real, will be to widen the gate by a few points of confidence and recover that inventory. That single change would undo everything above, and it is the one number an external auditor should be watching.

Our most valuable product is a thing we refuse to sell. Brand-navigational intent carries no slot for anybody. That is simultaneously the largest revenue line we are declining and the strongest argument an enterprise buyer will ever hear from us, and the two facts are the same fact.

Companion to Working Paper 2026-04

The five-stage taxonomy, render-stage architecture, and Claim #1 pilot instrumentation.

Working Paper 2026-04How the program worksAGICY Research

Companion to Working Paper 2026-04, Advertising without entering the answer. Figures are illustrative; budget shares vary by sector. Correspondence: research@agicy.ai · agicy.ai/research · September 2026

§ FIN — Close of Document

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