Content Holds Attention for a Moment. The Funnel Query Pathway Holds the Cohort Through the Market.
Status: Original concept, first publication Jason Barnard, jasonbarnard.com, June 2026
This article stakes the practitioner claim. The formal paper defines the model.
Most content strategy is throwing spaghetti at the wall and hoping it sticks. Cooked spaghetti with sauce does stick, briefly, but the sauce is slippy, and it slides straight down. Everyone keeps adding more sauce, better sauce, and wondering why nothing holds.
Replace the sauce with super glue. Place each strand exactly where it needs to go. Now it sticks. Now it stays. Now you’ve got something on the wall that looks like what you intended.
That’s the Funnel Query Pathway: not more spaghetti, not better sauce, just super glue and a plan.
Content holds attention for a moment. The Funnel Query Pathway holds the cohort through the market.
The machine builds up while the human moves down
Before explaining the pathway, you need to understand the problem it solves, because the problem is more fundamental than most brands realise.
When a human buyer enters a market, they move from the top of the funnel downward: awareness, consideration, comparison, decision. They start broad and narrow as they learn.
When an AI engine processes that buyer’s journey, it builds in the opposite direction. It starts by understanding the entity: who is this brand, what do they do, who do they serve. Then it assesses credibility: is this brand trustworthy, expert, recognised by others in the field. Then it assesses deliverability: can it match this brand to the specific queries this buyer is making across the funnel. This is the Understandability, Credibility, Deliverability (UCD) model at work, first articulated in 2019.
The machine builds up from understanding to trust to delivery. The human moves down from awareness to decision. The Funnel Query Pathway is the structure that makes both directions meet at every stage simultaneously.
Without that structure, the machine is guessing. It has content on one side and a buyer on the other, and it’s constructing the route between them from whatever signals it can find. AI recommendations are inconsistent not because the machines are stupid, but because most brands haven’t given them a coherent map to follow. Rand Fishkin has been documenting the inconsistency of AI recommendations for two years. He is right about the symptom. The Funnel Query Pathway addresses one structural cause.
The Funnel Query Pathway is that map.
Start at the bottom, not the top
Every content strategy I’ve seen starts at the top of the funnel. Awareness keywords. Broad topics. High search volume. Cast the widest net.
The Funnel Query Pathway inverts that entirely. You start at the bottom.
Identify the single query your most valuable cohort would ask at the exact moment they’re ready to buy. Not the query they actually type, because most buyers don’t articulate their intent precisely at the conversion moment. The query they would type if they could perfectly express what they need. That’s your anchor point, and it’s the most important sentence in your entire content strategy.
For a running shoe brand targeting first-time marathon runners with flat feet and a limited budget, the bottom-of-funnel query isn’t “running shoes.” It’s something like: “best running shoe for a first-time marathon runner with flat feet under $150 that also works for occasional basketball.” Every component constrains the candidate set. Every component points toward a specific buyer. Every component is something your content needs to answer before anything else.
That’s your cohort-intent combination: a defined buyer cohort paired with the specific intent your brand is positioned to satisfy. Everything else builds upward from there.
Now you branch upward. What query would that person plausibly have asked immediately before the buying query? Probably “how do I choose running shoes for flat feet.” Before that: “what should a marathon beginner look for in a running shoe.” Before that: “I’ve just signed up for my first marathon and I have no idea where to start.”
That last query contains no purchase intent at all. It’s a life event, not a shopping trip. But the person asking it is your ideal client, three steps away from needing exactly what you sell. If your content answers that question better than anyone else in your category, the AI will reach for you when it encounters that query, and it will begin routing that cohort toward your entity.
The pathway holds the cohort
Here is the failure condition I have not seen named properly yet.
People leave funnels. They always have and they always will, partly because people are distractible, and partly because most funnels are badly constructed. A buyer enters your category at the top of the funnel, and every stage gives them a chance to disappear. A competitor answers the next question more clearly. An AI engine routes them toward a better-structured comparison page. The page they land on answers the topic but not the question they have at that moment. They leave.
I call this Cohort Pathway Leakage: the failure condition in which members of a defined cohort leave the entity’s intended pathway before decision because attention disperses, confidence weakens, relevance breaks, machine routing shifts, or a competitor provides the clearer next step.
Cohort Pathway Leakage can happen at any node on the pathway, for different reasons at different nodes. The granularity matters: knowing where your cohort leaks tells you exactly where to fix the pathway. Leakage at the comparison node means your comparative content is weaker than a competitor’s. Leakage at the consideration node means the machine isn’t routing your cohort correctly through the middle of the funnel. Each leak has a specific cause and a specific fix.
Cohort Pathway Continuity is the success condition: the defined cohort remains on the entity’s intended query pathway from one funnel node to the next, with each content asset, each query variant, and each machine-readable signal reinforcing the next step toward decision.
A content asset retains attention inside one funnel moment. The Funnel Query Pathway retains the cohort across the whole funnel.
The machine can’t infer a coherent funnel from disconnected assets
This is where the codification argument becomes unavoidable.
Most brands have content. They have blog posts, product pages, comparison guides, FAQ sections, case studies. They have content at various funnel stages, in various formats, addressing various buyer questions. What they don’t have is a codified structure that shows the machine how those assets relate to each other and how they map to a specific cohort’s journey.
The machine cannot infer a coherent funnel from disconnected assets with confidence. It can make guesses. It can find connections. But it has no skin in the game: it has no commercial reason to favour your brand’s interpretation of the buyer journey over your competitor’s, and it has no reason to construct a coherent pathway for you if you haven’t provided one.
If you provide the pathway, the machine has a clearer structure to follow, because it’s the most logical structure it has encountered for that cohort’s journey and it has no better one to construct. If your competitor provides a clearer pathway, the machine is more likely to follow theirs instead. Right now, almost nobody is providing a codified pathway. Which means the field is open.
The Funnel Query Pathway is the codification instrument. It takes the buyer journey you already understand intuitively as a business, and makes it machine-readable: a structured sequence of representative queries, each supported by a basket of variant queries that express the same underlying intent with different vocabulary, and each mapped to content assets that answer the specific question at that funnel stage.
Each node has a representative query and a basket of variants
One practical clarification that changes the implementation significantly.
The Funnel Query Pathway is not a list of every possible query a buyer might ask. It’s a sequence of representative queries, one per funnel node, each surrounded by a basket of variant queries that express the same underlying intent in different ways.
Think of it like a price index. The representative query is the benchmark item in the basket. The variants are comparable expressions of the same intent. The machine must learn that “best running shoe for flat feet marathon training” and “top marathon shoe for overpronators on a budget” and “which shoe is best for a beginner marathon runner with flat arches” all collapse into the same underlying intent node. Your content at that node answers the intent, not just the specific phrasing.
This is important because buyers don’t search in canonical form. They ask the question in whatever words come naturally to them. The pathway works when the machine has learned to route the full basket of variant queries toward your entity at each funnel stage, not just the canonical representative query.
Vertical silos, not horizontal coverage
Koray Tuฤberk Gรผbรผr’s topical authority work is the most rigorous content-level framework I know. At the content layer, he is right: comprehensive, well-structured coverage matters.
My point is not that topical authority is wrong. My point is that it is horizontal. The Funnel Query Pathway is vertical.
Topical authority asks whether an entity has covered the topic space with enough depth, breadth, structure, and semantic coherence for the machine to recognise expertise. The Funnel Query Pathway asks whether an entity has built a complete route for a specific cohort-intent combination from category entry to decision. The two are not enemies. A pathway needs content. But content coverage alone does not define the buyer route. The pathway does.
Build one complete pathway for your highest-value cohort-intent combination. Fill it completely: representative query at each node, full basket of variants, content assets that answer each node’s question, machine-readable structure linking the nodes into a coherent route. That’s one vertical silo, fully codified, end to end.
Then build the next. Ten complete pathways, twenty, fifty. Each one makes money independently. Each one generates Cohort Pathway Continuity for a specific cohort. Each one routes a defined set of buyers to your door.
At some point, if you’ve built enough pathways across enough cohorts, topical authority is what you end up with, not what you started from. The difference is financial: every pathway is designed to pay from day one. The first pathway makes money while you’re building the second.
Most buyers skip the top of the funnel entirely
Here is the commercial argument that makes the middle of the diamond the only place that matters.
Professor John Dawes at the Ehrenberg-Bass Institute established that at any given moment, only 5% of your addressable market is actively in-market. The other 95% will become buyers, but not today. Traditional marketing built “mental availability” for that 95%: spend enough, repeat enough, and when they eventually enter the market, they remember you.
What Dawes’s research also shows, and what most content strategists miss, is that when that 95% does finally enter the market, most of them don’t start at the top of the funnel. I’ve been making this argument since November 2025: the gatekeeper to the 95% is no longer fragile human memory, it’s durable algorithmic memory. They skip it. They already have enough category awareness to know they have a problem. They land straight in consideration, in the middle of the diamond, already comparing options, already almost ready to buy.
Which means the top of the funnel is not where buyers are made. It’s where they pass through briefly, if at all. The middle of the funnel is where the 95% arrive when they’re ready, and where the 5% who are already in-market live. If you’re not winning the middle, you’re not winning.
The top point of the diamond matters for category presence, not for conversion. One query. Be there. Move on. The bottom point is where you close. The middle is where the entire commercial game is played.
The Funnel Query Pathway is built around that reality. One query at the top for category presence. One query at the bottom for closing. Everything in between, as many nodes and variant baskets as the cohort’s consideration journey requires, is where your content investment earns its keep.
Temporal precedence, hierarchical authority, narrative centrality
Building the pathway is not just a content act. It’s a claim. And like every claim in AI-mediated markets, it has to be staked, corroborated, and defended at the entity level.
Three properties determine whether your entity owns a funnel silo or merely occupies it.
Temporal precedence means you said it first. The entity that staked the cohort-intent combination early, that published the pathway structure before anyone else in the category, holds a chronologically verifiable claim that no later entrant can undo.
Hierarchical authority means others defer to you. Not self-declared. Conferred. When independent sources, peers, and practitioners treat your entity as the benchmark, the standard against which others measure themselves, that deference is the signal the machine reads as authority in this specific silo.
Narrative centrality means others refer to you. They cite you, build on you, mirror your structure, mention your entity in the conversation even when you’re not in the room. Where deference is active acknowledgement of standing, reference is the ambient signal that your entity is at the centre of the discourse.
Temporal: I was first. Hierarchical: I am deferred to. Narrative: I am referred to.
All three are entity properties, not content properties. You can rewrite your content, but you cannot quickly rewrite who you are in the machine’s model of the category.
The machine builds up from your entity. The human moves down toward a decision.
The Funnel Query Pathway is the structure that lets those two movements meet at every node.
The machine builds up from understanding to credibility to delivery. The human moves down from awareness to decision. When the pathway is well built, the human gets the right answer at each stage, and the machine has a clear route to follow. The cohort stays on the pathway. Leakage falls. The buyer arrives.
Content holds attention for a moment. The Funnel Query Pathway holds the cohort through the market.
Build the pathway.
Jason Barnard is the founder and CEO of Kalicubeยฎ, originator of The Kalicube Processโข and the AI Engine Pipeline. He has been working in search since 1998, coined the term Brand SERP in 2012 and Answer Engine Optimisation in 2017. The formal paper accompanying this article is The Funnel Query Pathway: A Bottom-Up Protocol for Entity-Anchored Cohort Pathway Continuity in AI-Mediated Markets.
