The marketing glossary, grounded in scoring.

A landing page audit is a structured evaluation of every element on your page that affects whether a visitor converts — headline clarity, value proposition, CTA effectiveness, social proof credibility, post-click deliver…

A value proposition is the specific outcome a buyer gets from choosing your product, named in the words they would use. It is not a slogan (a slogan is for the brand; the value prop is for the visitor). The strongest val…

Social proof is third-party evidence that other people use, trust, or recommend your product. It works because buyers borrow confidence from people who have already taken the risk. Specific named proof (named customers w…

CTA strength measures how clearly your call-to-action names the action a visitor takes, the outcome they get, and the risk they accept. The strongest CTAs combine all three: action + outcome + risk reducer. "Get started"…

Above-the-fold is the portion of a landing page visible before the visitor scrolls. Everything a visitor needs to decide whether to keep reading lives here: headline (what is this?), sub-headline (who is it for, what cha…

Conversion rate is the percentage of visitors who take the page's primary action — sign up, start a trial, book a demo, buy. It compresses every step of the funnel into a single number. Median B2B SaaS landing pages conv…

Awareness fit matches the page's framing to the visitor's awareness stage: unaware (they don't know they have the problem), problem-aware (they know the problem but not the solution), solution-aware (they know the soluti…

Category language is the recycled vocabulary every brand in a market uses — words like "revolutionary," "enterprise-grade," "powerful," "intuitive," "streamlined," "next-generation." These words appear on every competito…

Form friction is the perceived cost of filling out your form. Every field beyond the necessary minimum reduces conversion — each added field on B2B SaaS pages takes a measurable cut out of completion rate. The lowest-fri…

Mobile layout is how your landing page renders on a phone — typically 390 pixels wide on iPhone, 360 on most Android. The mobile fold compresses to about 600 vertical pixels. Pages designed desktop-first usually lose the…

Page performance is how quickly your page renders and becomes interactive. Google's Core Web Vitals — LCP (largest contentful paint), CLS (cumulative layout shift), FID/INP (interaction-to-next-paint) — are the canonical…

Content scoring is the practice of rating marketing content — landing pages, ads, social posts, email — on calibrated conversion signals before it ships. It catches weak copy at the draft stage instead of after wasted ad…

Conversion rate optimization (CRO) is the discipline of systematically improving the percentage of visitors who take a page's intended action — signing up, booking a demo, making a purchase. Practitioners run experiments…

A/B testing splits live traffic between two versions of a page (or page element) to measure which one converts better. Each visitor sees one variant; conversions are tracked separately. Statistical significance — the con…

Bounce rate is the percentage of single-page sessions — visitors who arrive on a page and leave without navigating to a second page or triggering an engagement event. Industry benchmarks for landing pages range from 70-9…

Click-through rate (CTR) is the percentage of viewers who clicked a specific element — an ad, a CTA button, a search result, a link — after seeing it. CTR is the leading indicator of message-to-audience match: if CTR is…

A heatmap is a visual overlay that shows where visitors clicked, scrolled, hovered, or focused attention on a page. Three common types: click maps (where clicks landed), scroll maps (how far visitors scrolled before leav…

Session replay captures and replays the visitor's interaction with a page — every click, scroll, hover, form interaction — so analysts can watch the session after the fact. The replay is rendered from captured DOM events…

Funnel analysis measures visitor progression through a multi-step conversion path — usually awareness, consideration, decision, action. Each step has a conversion rate to the next; the overall funnel rate is the product.…

Customer acquisition cost (CAC) is the total sales and marketing spend to acquire one paying customer, calculated over a defined period. Formula: total acquisition spend in period / new customers acquired in period. CAC…

Lifetime value (LTV) is the total revenue a customer generates over their relationship with a business, net of cost to serve. Simple formula: average revenue per customer / churn rate. LTV pairs with CAC to determine bus…

Churn rate is the percentage of customers (logo churn) or revenue (revenue churn) that leaves over a defined period — usually monthly or annually. B2B SaaS benchmarks: < 5% annual revenue churn is exceptional, 5-7% is he…

A north star metric (NSM) is the single number that best captures the value a product delivers to its customers. The right NSM is leading (changes before revenue does), customer-centric (measures the customer's outcome,…

Product-market fit (PMF) is the state in which a product satisfies an unmet need in a market that wants it — strongly enough that customers pull the product into use rather than the team having to push. Marc Andreessen's…

An ideal customer profile (ICP) is a specific description of the type of customer most likely to succeed with your product — by company size, industry, technology stack, team composition, growth stage, and problem severi…

Monthly recurring revenue (MRR) is the normalized monthly subscription revenue a SaaS business expects to receive each month. MRR is the sum of new MRR (this month's new customers) + expansion MRR (upgrades from existing…

Net promoter score (NPS) is a measure of customer loyalty calculated from one survey question: "How likely are you to recommend this product to a friend or colleague?" answered on a 0-10 scale. Respondents are bucketed a…

Search engine optimization (SEO) is the practice of improving how often, how high, and for which queries a page appears in organic search results. SEO has three pillars: technical (crawlability, structured data, performa…

Answer engine optimization (AEO) — sometimes generative engine optimization (GEO) — is the practice of structuring content so AI engines (ChatGPT, Claude, Perplexity, Gemini, Google AI Overviews) extract and cite it as t…

Schema markup is structured data — typically JSON-LD — embedded in a page that describes the page's content in a machine-readable vocabulary. Search engines and AI models use schema to understand what a page is about and…

A featured snippet is a direct-answer box Google displays above the organic search results — sometimes called "position zero." Snippet formats include paragraph (40-60 word direct answer), list (numbered or bulleted step…

E-E-A-T is Google's content-quality framework: experience (first-hand experience with the topic), expertise (depth of knowledge), authoritativeness (recognition as a source), trustworthiness (accuracy + transparency). E-…

Core Web Vitals are three user-experience metrics Google measures and rewards in search rankings: Largest Contentful Paint (LCP, target ≤ 2.5s) measures loading performance; Interaction to Next Paint (INP, target ≤ 200ms…

Multivariate testing (MVT) tests multiple page elements simultaneously — headline + CTA + hero image, for example — and measures which combination converts best. Where an A/B test runs two full-page variants, MVT runs th…

Retention measures the percentage of customers who continue to engage with a product over time, usually plotted as a retention curve (the percentage of cohort N still active at day 7, 30, 90, 180). The curve's shape — de…

Activation is the moment a new user experiences the product's core value for the first time — sometimes called the "aha moment" or "first key action." Activation rate is the percentage of new signups who reach that momen…

A lead magnet is a free resource — ebook, template, checklist, calculator, course, webinar — offered to website visitors in exchange for their contact information (typically email). Lead magnets sit at the top of the fun…

Demand generation is the marketing discipline of creating awareness, interest, and consideration among future customers — even those who are not yet ready to buy. Demand gen plays the long game (months to years), in cont…

A qualified lead is a prospect who has signaled buying intent strong enough to warrant follow-up. Three common qualification stages: MQL (marketing-qualified — engaged enough that marketing hands off), SQL (sales-qualifi…

Dark patterns are interface designs that manipulate users into decisions against their interest — confirmshaming, hidden costs, forced continuity, roach motel signup-easy-cancel-hard, misdirection, sneak-into-basket. The…

Brand voice is the consistent personality a brand expresses across all its writing — landing pages, ad copy, social posts, support replies, error messages. A strong brand voice is recognizable in isolation: a paragraph s…

Friction is anything in a conversion path that costs the user time, effort, or cognitive load — extra form fields, unclear CTAs, confusing pricing, slow page loads, anti-patterns. Friction reduces conversion as a rule. T…

Messaging hierarchy is the order in which a page presents its claims, with the most important message first. The hierarchy mirrors the inverted pyramid from journalism: hero (the headline claim), subhead (the qualifying…

Proof density is the ratio of specific, verifiable evidence to unverified claims on a page. High proof density: named customer logos in the ICP segment, named customers with role + company + quantified outcome quotes, na…

Annual recurring revenue (ARR) is the total annualized value of all active subscription contracts, calculated as the sum of contract-value × (12 / contract-length-in-months) across the customer base. ARR is the canonical…

Jobs to be done (JTBD) is a framework that defines products by the underlying job customers "hire" them to do. Customers don't buy a drill, they buy a hole — and they don't even buy a hole, they buy a mounted shelf. JTBD…

Cost per acquisition (CPA) is the cost to acquire one new customer (or one conversion event) through a specific channel or campaign. Calculated as total channel spend / conversions. CPA is channel-level; CAC is blended c…

A landing page builder is a tool that lets marketing teams produce and publish landing pages without engineering involvement — drag-and-drop editors, pre-built templates, hosted publishing, often A/B testing infrastructu…

Cohort analysis groups users by a shared characteristic — usually signup month, but also acquisition channel, plan tier, or feature usage — and tracks how that group's engagement evolves over time. The output is a cohort…

Freemium is a business model in which a free tier of a product is offered alongside paid tiers — same product, gated by feature, usage, or capacity. The free tier is acquisition; the paid tiers are revenue. Freemium work…

Cliché density measures how many tired, overused marketing phrases appear on a page — "industry-leading," "revolutionary," "game-changer," "AI-powered," "best-in-class," "next-generation," "world-class," "scalable," "rob…