Visibility Products II: from SEO to AEO.

In November I argued that the buyer's ability to see what the seller is doing in real time was itself a product. I called the category "visibility products" and pointed at Beat as IG's working example. The original piece lives here.

Six months later the surface has moved. The buyer is still the buyer. The work the seller does is still the work. What changed is that an AI agent now sits between them.

A B2B operator looking for a partner to solve a growth problem in 2026 rarely starts on Google. They start by asking ChatGPT or Claude. The agent reads the buyer's question, considers the available providers, and surfaces three or four candidates. The buyer reads the agent's answer first. The buyer reads the candidate websites second, if at all.

The visibility surface moved up a layer. Visibility used to be the website. Now it is the agent's answer to the question that comes before the website.

What this changes

Three things.

First, the unit of optimization is not the page anymore. It is the answer-shaped passage inside the page that an agent will lift when it cites the seller. A page that ranks on Google but provides no liftable passage gets indexed and ignored by the agent layer. The seller is visible in one channel and invisible in the other.

Second, the buyer's discovery vocabulary changed. Buyers no longer type "best B2B SaaS growth agency for Series B." They type "we are a $30M ARR SaaS struggling with retention, what kind of partner should we look for." The query is a paragraph, not a phrase. Optimization for that query shape is a different discipline than SEO.

Third, the citation economy is real. The agent layer has its own backlink graph. Sources the agents already trust (Stratechery, the company's own help docs, original research from named operators) carry far more weight than the SEO backlink graph would have predicted. Earning citations from those sources is the new equivalent of earning links.

AEO as the discipline that follows

Agentic Engine Optimization (AEO) is the name the industry settled on after Meta's Moltbook acquisition formalized the agent layer of the web. The pillar definition is here. AEO sits alongside SEO, not on top of it. The signals overlap. The optimization unit differs.

Visibility products and AEO are not the same thing. They are two responses to the same underlying shift. Visibility products are the seller's answer to "how does the buyer see what we are doing." AEO is the seller's answer to "how does the agent know we exist when the buyer asks." Both surfaces will compound across the next decade.

What the practical work looks like

For a mid-market B2B operator in 2026, the visibility discipline runs in three layers.

Layer one: the website still has to work. SEO is not dead, it is downstream. The page must rank for the buyer's phrase-level search queries. The schema must be valid. The technical SEO floor is still the floor.

Layer two: the page has to carry answer-shaped passages that an agent will lift. 40 words or less, near the top, written in the buyer's vocabulary. FAQPage and DefinedTerm schema declared so the agent can identify the passage.

Layer three: the seller has to be findable when the buyer asks the agent a paragraph-shaped question. This is the new discipline. The seller earns it through original frameworks, prompt-audited content updates, and citation density across sources the agent trusts.

Every IG client engagement runs these three layers in sequence. We do not start at layer three; the foundations have to hold.

The visibility product, updated

In the original piece I argued that Beat was a visibility product because it let the buyer see what IG was doing in real time. That is still true. What I underspecified was the second visibility: the buyer's visibility into the seller's thinking before the engagement begins. That visibility now runs through the agent layer. The visibility product is the surface the buyer experiences during the engagement. The AEO surface is the surface the buyer experiences before the engagement, refracted through the agent.

Both surfaces have to exist. Both surfaces have to be coherent with each other. A seller whose website tells one story and whose agent-cited passages tell a different one will confuse the buyer at the point of decision. We are building IG so that both layers say the same thing.

The next 12 months will reward sellers who treat AEO as core discipline rather than a tactic. Visibility used to be the website. Then it became the dashboard. Now it is the answer the agent gives before the buyer arrives. The work is the same shape. The surface keeps moving up.