Glossary

AI marketing & GEO, defined.

Plain-English definitions of the terms an indie founder running their own growth actually runs into — generative engine optimization, human-in-the-loop, programmatic SEO, and more. Each entry is a quick definition with a pointer to the deeper guide.

GEO

AI citation

An AI citation is when an AI assistant or answer engine (such as ChatGPT, Perplexity, Google AI Overviews, or Gemini) names your p

Answer Engine Optimization (AEO)

Answer Engine Optimization (AEO) is the practice of structuring and formatting content so that answer engines — AI assistants, voi

Entity SEO

Entity SEO is the practice of helping search engines and AI systems unambiguously identify your brand, people, products, and topic

Featured snippet

A featured snippet is the boxed answer Google shows at the very top of search results, above the standard organic links, automatic

Generative Engine Optimization (GEO)

Generative Engine Optimization (GEO) is the practice of structuring your content and brand presence so AI answer engines — ChatGPT

Google AI Overviews

Google AI Overviews are the AI-generated answer boxes that appear at the top of Google search results, where Gemini synthesizes a

llms.txt

llms.txt is a plain-text, Markdown-formatted file placed at a website's root (yoursite.com/llms.txt) that gives large language mod

Retrieval-Augmented Generation (RAG)

Retrieval-Augmented Generation (RAG) is an AI architecture that fetches relevant documents from an external knowledge source at qu

Schema markup

Schema markup is structured data code (usually written in JSON-LD) that you add to a web page to label what its content means — fo

Speakable schema

Speakable schema is a Schema.org structured-data property (using the SpeakableSpecification type) that marks the specific sections

Topical authority

Topical authority is the degree to which a search engine or AI model treats your site as a genuine expert on a whole subject area,

Zero-click search

A zero-click search is a search where the user gets their answer directly on the results page (via an AI Overview, featured snippe

AI agents

Agent autonomy spectrum

The agent autonomy spectrum is the range of how much independent decision-making and action an AI agent is allowed to take, from l

Agent orchestration

Agent orchestration is the coordination layer that decides which AI agent acts, when, on what data, and with what authority so tha

Agent-washing

Agent-washing is the practice of marketing ordinary automation, scripted chatbots, or rule-based workflows as autonomous "AI agent

Agentic workflow

An agentic workflow is a goal-directed AI process where an AI agent decides the sequence of steps at runtime — planning, calling t

AI agent

An AI agent is a software system, usually powered by a large language model, that perceives a situation, reasons about a goal, and

AI copilot

An AI copilot is an AI assistant that works alongside a person inside their workflow, suggesting, drafting, and surfacing insights

AI Growth Officer

An AI Growth Officer is an AI agent that acts as the lead, orchestrating role for a startup's growth function: it takes a goal, br

AI marketing agent

An AI marketing agent is a software agent powered by a large language model that carries out marketing work — researching, draftin

AI teammate

An AI teammate is an AI system that works alongside people as a collaborator you direct and review, rather than a tool you operate

Approval gate

An approval gate is a checkpoint in an automated or AI-driven workflow where a human must review and explicitly approve a proposed

Evidence chain

An evidence chain is the linked trail of sources, data, and reasoning steps that backs a claim or an agent's action, so anyone can

Human-in-the-loop (HITL)

Human-in-the-loop (HITL) is a design pattern where a person reviews, approves, or corrects an AI system's output before it takes e

Marketing

App Store Optimization (ASO)

App Store Optimization (ASO) is the practice of improving an app's visibility and conversion in the App Store and Google Play — tu

Brand Awareness

Brand awareness is the extent to which your target market recognizes your brand and recalls it when they have the problem you solv

Brand Voice

Brand voice is the consistent personality your company's writing carries — the vocabulary it reaches for, the claims it refuses to

Content cluster

A content cluster (or topic cluster) is a group of interlinked pages on one subject: a broad pillar page that gives the overview,

Conversion Rate Optimization (CRO)

Conversion Rate Optimization (CRO) is the practice of increasing the share of visitors who take a desired action (sign up, start a

Domain Rating (DR)

Domain Rating (DR) is an Ahrefs metric, scored 0 to 100, that measures the relative strength of a website's backlink profile based

Ideal Customer Profile (ICP)

An Ideal Customer Profile (ICP) is a description of the exact type of company or person who gets the most value from your product

Internal linking

Internal linking is the practice of connecting pages within your own website using hyperlinks, so that related content references

Positioning

Positioning is the deliberate choice of how you want your market to understand what your product is, who it is for, and why it is

Programmatic SEO (pSEO)

Programmatic SEO (pSEO) is the practice of generating hundreds or thousands of search-optimized pages automatically by combining a

Search intent

Search intent (also called user intent) is the underlying goal behind a search query: what the person actually wants to accomplish

Social Proof

Social proof is the effect where people look to the actions and opinions of others to decide what to do — in marketing, it is the

Growth

Affiliate Marketing

Affiliate marketing is a performance-based channel where a third party — a publisher, creator, review site or other business — ear

Aha Moment

The aha moment is the point when a new user first experiences the core value of your product — the instant the thing they signed u

AI-native startup

An AI-native startup is a company built from the ground up with AI as a core part of the product, the team, and the day-to-day ope

Build in public

Build in public is the practice of openly sharing the journey of building a product or company — shipping updates, metrics, wins,

Bullseye Framework

The Bullseye Framework is a method for choosing marketing channels, introduced in the 2015 book Traction by Gabriel Weinberg and J

Cold email

Cold email is a personalized, unsolicited outreach message sent to a prospect you have no prior relationship with, usually in B2B

Community-Led Growth

Community-led growth is a go-to-market motion in which a group of users — rather than a sales team or an advertising budget — is t

Content Velocity

Content velocity is the rate at which you publish new content over time — for example, eight blog posts or twenty landing pages pe

Digital PR

Digital PR is the practice of earning coverage, mentions, and backlinks from online publications, blogs, podcasts, and newsletters

Founder-Led Sales

Founder-led sales is the early-stage practice of the founder personally running the sales process — sourcing conversations, giving

Fractional CMO

A fractional CMO is a senior marketing executive who leads a company's marketing strategy on a part-time, contract basis, giving s

Freemium

Freemium is a pricing model that gives a usable core version of a product away for free, indefinitely, and charges for advanced fe

Go-to-Market (GTM) Strategy

A go-to-market (GTM) strategy is the plan for how a company reaches its target customers and turns them into users or buyers — who

Growth loop

A growth loop is a self-reinforcing system where the output of one cycle of users or activity feeds back in as the input for the n

Influencer Marketing (Creator Marketing)

Influencer marketing — now more often called creator marketing — is the practice of partnering with people who have earned an audi

Lifecycle email

Lifecycle email is a sequence of automated, behavior-triggered emails that move a user through each stage of their relationship wi

Minimum Viable Product (MVP)

A minimum viable product (MVP) is the smallest version of a product that still delivers real value to a real user and produces a d

One-person company

A one-person company is a business founded, owned, and run by a single person who stays the sole strategic operator while leaning

Pirate Metrics (AARRR)

Pirate metrics, or AARRR, is a five-stage model of a startup's funnel: acquisition, activation, retention, referral and revenue. I

Product Hunt launch

A Product Hunt launch is the act of listing a new product on Product Hunt, a community site where makers post products and users u

Product-Led Growth (PLG)

Product-led growth (PLG) is a go-to-market strategy where the product itself is the primary driver of acquisition, conversion, and

Product-Market Fit (PMF)

Product-market fit (PMF) is the point at which a product satisfies strong, sustained demand in a good market — customers buy it, k

Product-Qualified Lead (PQL)

A product-qualified lead (PQL) is a user who has already experienced real value in your product — usually on a free trial or free

Referral program

A referral program is a structured growth channel that rewards your existing customers for recommending your product to new people

Share of Voice (SOV)

Share of voice (SOV) is the percentage of total visibility in your market that your brand owns compared to competitors, measured w