Definitions

The Agentic Marketing Glossary

The vocabulary of the Agentic Marketing Operating System, defined precisely. Each entry is written to stand on its own, so an answer engine can quote it and a human can act on it. Where a term is something you operate, not just understand, it links to the play or domain that runs it.

New to the system? Start by naming your one binding constraint: run the two-minute diagnostic.

95-5 rule: The 95-5 rule, from the Ehrenberg-Bass Institute, holds that at any moment only about 5 percent of business buyers are in-market, while the other 95 percent will buy at some point in the future. It is the case for brand-building: most of your audience cannot buy today, so the job is to be remembered when they can, which is why starving brand for short-term ROI funds your competitors' future pipeline.; See alsoBrand play
AARRR (Pirate Metrics): AARRR is a funnel framework that tracks Acquisition, Activation, Retention, Referral, and Revenue as the five stages of a customer's lifecycle. It gives growth teams a shared scorecard for finding the leakiest stage, but on its own it describes a funnel, so the real work is laying it over a loop to see what actually compounds.; See alsoGrowth & Loops play
AEO (Answer Engine Optimization): AEO is the practice of structuring content so that answer engines like ChatGPT, Perplexity, and Google's AI Overviews quote it directly. Where SEO competes for a ranked link, AEO competes to be the sourced answer, which rewards clear definitions, extractable facts, and structured data over keyword density.; See alsoAI Search & Answer Visibility·Content play
Agent archetype: An agent archetype is a reusable role an AI agent plays in the marketing system, such as researcher, writer, editor, or governor, each with a defined job, inputs, and quality bar. Designing around archetypes keeps a fleet legible: you compose known roles instead of one opaque do-everything bot.; See alsoAgent archetypes
AgentOps: AgentOps is the operating layer that runs a fleet of marketing agents reliably: orchestration, evaluation, guardrails, human review, and the spec each agent reads. It is the difference between a clever demo and a system you can trust to produce work, because it decides what gets shipped and what gets deleted before it ever reaches a customer.; See alsoAgentOps
Binding constraint: A binding constraint is the single bottleneck currently limiting growth, the one thing whose improvement actually moves the result. Most marketing failures are misdiagnosed: fixing a downstream symptom while the real constraint holds just funds your competitors faster, so the discipline is to name the binding constraint and fix it in the right order.; See alsoRun the diagnostic
Brand Governance Agent: A Brand Governance Agent is an automated reviewer that checks every output against the brand's positioning, messaging house, and distinctive assets before it ships. It enforces consistency at machine scale, so a fleet producing thousands of assets still sounds like one company with one point of view.; See alsoAgentOps·Positioning play
CAC payback: CAC payback is the number of months it takes for a customer's gross margin to repay the cost of acquiring them. It is a cash-flow read on growth efficiency, and a payback period that creeps upward is an early warning that a channel is saturating or the motion is mispriced.; See alsoGrowth & Loops play·Measurement & Attribution play
Category design: Category design is the practice of defining and naming the market problem you solve, then deciding whether to enter an existing category or create a new one. Because the category leader captures most of the economics, the default is to enter and reframe, and creating a category is a funded exception backed by a point of view, not a vanity claim.; See alsoCategory Design play
Category entry point (CEP): A category entry point is a specific situation, need, or trigger that sends a buyer into the market, such as 'when our team outgrows spreadsheets.' Mapping the CEPs you want to own, then attaching distinctive assets to each, is how brand-building converts into mental availability that shows up as pipeline later.; See alsoBrand play
Citation rate: Citation rate is the share of relevant AI answers in which your brand is mentioned or sourced, measured by prompting answer engines across the questions your buyers ask. It is becoming the core visibility KPI for AEO and GEO, the answer-first equivalent of share of voice or keyword rankings.; See alsoAI Search & Answer Visibility
Dark funnel: The dark funnel is the sum of buyer activity that happens off your owned channels and outside your analytics, from peer recommendations and community threads to podcast mentions and review sites. Most modern B2B buying happens here before a prospect ever raises a hand, so the leaders who win it instrument self-reported attribution instead of pretending it does not exist.; See alsoMeasurement & Attribution play·Distribution & Channel Operations
Dark social: Dark social is the influence that happens in places analytics cannot see, such as DMs, group chats, podcasts, and private communities, then surfaces later as direct or organic traffic. It is usually the largest and most underrated driver of B2B demand, which is exactly why last-click attribution misreads it and starves the channels that actually work.; See alsoMeasurement & Attribution play·Measurement & Attribution
Digital twin: In marketing, a digital twin is a data-grounded simulation of a customer, segment, or market you can run experiments against before committing real budget. It lets you pressure-test positioning, pricing, and campaigns in a sandbox, which compresses the learning loop as long as the twin is validated against real-world outcomes.; See alsoCustomer Intelligence & Synthetic Testing
Distinctive assets: Distinctive assets are the brand elements, such as colors, logos, characters, taglines, and sounds, that trigger recognition of your brand without naming it. Scored on Fame (how many people link the asset to you) and Uniqueness (how few competitors could claim it), they are the machinery that builds mental availability, and most so-called brand assets are neither famous nor unique.; See alsoBrand play
GEO (Generative Engine Optimization): GEO is optimizing to be cited and synthesized by generative AI systems rather than ranked in a list of links. In practice it overlaps almost entirely with AEO: the goal is to be the source the model reaches for, so the levers are citation-worthy structure, factual density, and presence across the corpora these models read.; See alsoAI Search & Answer Visibility
Good-better-best: Good-better-best is a three-tier packaging structure that fences features and value so each tier sells the next one up. It works by giving buyers a clear ladder and an obvious recommended option, which raises willingness-to-pay and reduces the paralysis of an unstructured price sheet.; See alsoPricing & Packaging play
Growth loop: A growth loop is a self-reinforcing system where the output of one cycle becomes the input to the next, so growth compounds instead of depleting. Loops, such as content, virality, or paid efficiency, are the alternative to a funnel you must refill with spend every month, and naming the single variable that compounds is the whole game.; See alsoGrowth & Loops play
GTM motion: A go-to-market motion is the primary way a company acquires and closes customers, such as product-led, sales-led, founder-led, or community-led. Choosing the wrong motion is the most expensive GTM error there is, because the motion should dictate pricing, hiring, and the shape of the funnel, and a mismatch makes the whole machine fight itself.; See alsoGTM Motion play·Distribution & Channel Operations
ICP (Ideal Customer Profile): An ICP is a precise description of the accounts and buyers you are built to serve, written across firmographic, behavioral, and situational layers rather than firmographics alone. A strong ICP is paired with an equally explicit negative ICP, because deciding who you are not for is what keeps your funnel and your win rate honest.; See alsoICP & Jobs-to-be-Done play
Incrementality: Incrementality is the lift a marketing activity causes that would not have happened anyway, measured with holdouts, geo-tests, or controlled experiments. It is the only attribution method that proves causation rather than correlation, so it is the referee that settles which channels last-click is over- or under-crediting.; See alsoMeasurement & Attribution play·Measurement & Attribution
Jobs-to-be-Done (JTBD): Jobs-to-be-Done is the theory that customers hire a product to make progress on a specific job in a specific situation, not because of who they are demographically. It reframes the market around the job and its competing alternatives, which is why switching interviews and the Four Forces (push, pull, anxiety, habit) are the practical tools behind it.; See alsoICP & Jobs-to-be-Done play
LLMO (Large Language Model Optimization): LLMO is the discipline of influencing how large language models represent your brand, category, and products in their answers. It treats the model's training and retrieval corpus as the new index, so the work is earning mentions, citations, and structured facts across the sources models trust, then measuring your citation rate.; See alsoAI Search & Answer Visibility
llms.txt: An llms.txt is a plain-text file at the root of a website that gives large language models a curated, machine-readable map of the site's most important content. It is an emerging convention for helping AI systems find and cite the right pages, the answer-engine analogue of robots.txt and sitemaps.; See alsoAI Search & Answer Visibility
Mental availability: Mental availability is the probability that a buyer thinks of your brand in a buying situation, and it is the brand asset that wins the deal before any sales conversation starts. You build it by linking distinctive assets to the specific category entry points buyers face, with broad reach rather than narrow targeting, because memory is built across the whole category.; See alsoBrand play
Messaging house: A messaging house is the single-page structure that holds a positioning statement at the top, supported by a few proof pillars and the evidence beneath each. It is the source of truth the whole company repeats, and in an agentic system it is the spec a Brand Governance Agent enforces so thousands of outputs stay on message.; See alsoPositioning play·Strategy & Positioning
MMM (Marketing Mix Modeling): Marketing Mix Modeling is a top-down statistical method that estimates each channel's contribution to outcomes by regressing results against spend and external factors over time. It is privacy-durable because it needs no user-level tracking, which is why it is making a comeback as the macro leg of a modern triangulation stack.; See alsoMeasurement & Attribution play
MTA (Multi-Touch Attribution): Multi-Touch Attribution distributes credit for a conversion across the trackable touchpoints in a journey, using rules like linear, time-decay, or position-based weighting. It improves on last-click but inherits the same blind spot: it can only credit what it can see, so it systematically undervalues dark social and offline influence.; See alsoMeasurement & Attribution play
North Star Metric: A North Star Metric is the single measure that best captures the core value your product delivers to customers and predicts sustainable growth. It aligns teams on one number that grows only when customers genuinely win, which is what keeps a growth program from optimizing vanity metrics at the expense of the business.; See alsoGrowth & Loops play
NRR (Net Revenue Retention): NRR is the percentage of recurring revenue retained from existing customers over a period, including expansion and contraction but excluding new logos. Above 100 percent means your installed base grows on its own, which is why NRR is one of the truest tests of product-market fit and a frequent symptom that your ICP is wrong when it stays weak.; See alsoGrowth & Loops play·ICP & Jobs-to-be-Done play
PLG (Product-Led Growth): Product-Led Growth is a go-to-market motion where the product itself drives acquisition, activation, and expansion, typically through a free tier or trial that delivers value before a sales conversation. It works only when a user can reach a value moment alone, which is why the PLG kill-test matters: most products that 'should' be PLG cannot pass it.; See alsoGTM Motion play
Positioning: Positioning is the deliberate choice of the context in which your product is best understood, starting from the alternatives the buyer would otherwise pick. Done well it makes your strengths the obvious buying criteria, so muddy positioning, not a weak product, is usually what drives long sales cycles and reflexive discounting.; See alsoPositioning play·Strategy & Positioning
PQL (Product Qualified Lead): A PQL is a user who has reached a usage threshold inside your product that signals real buying intent, such as hitting a value moment or inviting their team. In a product-led motion the PQL replaces the marketing-qualified lead as the handoff trigger, because behavior in the product predicts revenue better than a form fill does.; See alsoGTM Motion play·Demand & Conversational Pipeline
Rule of 40: The Rule of 40 is a benchmark for software companies stating that revenue growth rate plus profit margin should sum to at least 40 percent. It is a quick read on whether a business is balancing growth and profitability healthily, and it frames the trade-off marketing budgets are ultimately judged against.; See alsoGrowth & Loops play
Self-reported attribution: Self-reported attribution (SRA) asks buyers directly how they heard about you, usually with a 'How did you hear about us?' field at signup or in the pipeline. It catches the dark-social influence tracking misses, and it is most useful as one leg of a triangulation stack rather than a number you trust on its own.; See alsoMeasurement & Attribution play
Sensing & Intelligence: Sensing & Intelligence is the domain of the OS that continuously watches the market, competitors, customers, and demand signals, then turns that stream into decisions. It is the agentic front end of the system: the sooner you sense a shift in the buyer or the category, the cheaper it is to respond before it shows up in the pipeline.; See alsoSensing & Intelligence
SEO (Search Engine Optimization): SEO is the practice of earning ranked visibility in search engines through relevant content, technical health, and authority signals like links. In an agentic, answer-first world it remains the foundation that feeds AEO and GEO, because the same authoritative, well-structured pages that rank are the ones models cite.; See alsoAI Search & Answer Visibility·Content play
Synthetic persona: A synthetic persona is an AI model of a target buyer, grounded in real research, that you can interview and test messaging against before spending on a live audience. Used honestly it accelerates the cheap early loops of customer research and message testing, but it is a complement to real switching interviews, not a replacement for them.; See alsoCustomer Intelligence & Synthetic Testing
Team of One: Team of One is the operating model at the heart of this OS: a single operator directing a fleet of AI agents, supplying the judgment to delete the eighty percent of agent output that should never ship. It is leverage without headcount, where the human owns strategy, taste, and accountability while the agents own throughput.; See alsoAgentOps·Run the diagnostic
Value metric: A value metric is the unit you charge by, ideally one that tracks the value the customer receives, such as outcomes delivered rather than seats or cost. Choosing the right value metric is the highest-leverage packaging decision you make, because it aligns what the customer pays with what they get and lets revenue grow as they succeed.; See alsoPricing & Packaging play

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