The marketing & AI glossary.

A/B testing is comparing two versions of a page, email, or ad by splitting traffic between them and measuring which converts better. It replaces opinion with evidence: the variant wins because visitors chose it, and the result carries statistical confidence rather than taste.

An AI agent is software that uses a model to pursue a goal across multiple steps: it plans, uses tools, reads results, and adjusts, rather than answering one prompt. A marketing AI agent can audit a site, draft the fix, schedule the post, and read the analytics.

AI image generation is creating images from text descriptions with models like Flux, Recraft, and Kling: product shots, social visuals, ad creative, illustrations. Modern models produce production-grade output in seconds, and the craft has shifted to art direction, brand consistency, and prompt control.

AI slop is low-quality, generic AI-generated content: technically fluent, factually shallow, and voiced like nobody in particular. It reads as filler, erodes brand trust, and increasingly gets filtered by both readers and search engines. The fix is grounding generation in real brand voice and real facts.

An ad health score is a single 0–100 grade for how well an ad account is set up and spending: structure, tracking, targeting, creative, and budget efficiency rolled into one number. Savra computes yours from 190+ automated checks against your live Google Ads data.

Answer engine optimization (AEO) is the practice of structuring content so AI assistants and answer engines such as ChatGPT, Perplexity, and Google AI Overviews can extract and cite it when they answer questions. It matters because a growing share of searches now end in an AI answer instead of a click.

Brand Genome is Savra’s model of how your brand actually sounds: a scored profile built by auditing your live website, social, and email in about 90 seconds. It scores voice consistency from 0 to 100 per channel, flags off-brand copy, and becomes the grounding for everything Savra writes.

Brand drift is the slow divergence between how your brand is supposed to sound and what it actually publishes. It creeps in through new writers, rushed campaigns, and unguided AI tools, and it shows up as marketing that feels generic or off-key channel by channel.

Brand guidelines are the documented rules for how your brand looks and sounds: logo use, color, typography, vocabulary, and voice. They exist so anyone creating for the brand, human or AI, produces work that reads as one company.

Brand voice is the consistent personality your brand shows in everything it writes and says: the vocabulary, rhythm, and attitude that make a LinkedIn post, an email, and a landing page all sound like the same company. A strong brand voice makes you recognizable before the reader sees your logo.

CPA (cost per acquisition) is what you pay in advertising for each conversion: total spend divided by conversions. If $1,000 of ads produced 50 trials, CPA is $20. It is the efficiency metric for campaigns whose goal is actions rather than revenue.

Churn is the rate at which customers or subscribers leave: customers lost in a period divided by customers at its start. A 500-customer base losing 15 in a month churns at 3 percent monthly. Churn is the gravity every subscription business fights.

A content pillar is a core theme a brand commits to publishing about repeatedly, chosen where audience interest and brand authority overlap. Three to five pillars give a content program focus: every post, video, or email maps to one, which keeps output coherent instead of random.

Conversion rate is the percentage of visitors who complete a target action: conversions divided by visitors, times 100. If 1,000 people visit and 30 sign up, the page converts at 3 percent. It is the base metric of funnel performance.

Conversion rate optimization (CRO) is the systematic practice of raising the share of visitors who take the action a page exists for: signing up, booking, buying. It runs on research (why people hesitate), hypotheses, and tests, rather than redesign by opinion.

An editorial calendar is the planned schedule of what content ships where and when: posts, emails, videos, and campaigns mapped across weeks with owners and status. It turns a content strategy into an operating rhythm and exposes gaps before they become silent weeks.

Engagement rate is the share of people who interacted with a post (likes, comments, shares, saves, clicks) out of those who saw it or follow you. It measures whether content lands, and it is a fairer gauge than raw follower count because it normalizes for audience size.

First-party data is information you collect directly from your own audience with their consent: analytics from your site, your email list, purchase history, survey answers. It is accurate, privacy-durable, and yours, unlike third-party data bought from brokers or inferred by other companies.

Generative art is imagery produced by a system (code, algorithms, or AI models) rather than drawn by hand: p5.js sketches, procedural patterns, model-generated visuals. Brands use it for distinctive textures, backgrounds, and campaign assets that stock libraries cannot supply.

Generative engine optimization (GEO) is the discipline of earning visibility inside AI-generated results: getting your brand named, quoted, and linked when tools like ChatGPT, Claude, Perplexity, and Google AI Overviews compose an answer. It extends SEO from ranking web pages to influencing model outputs.

Google Analytics 4 (GA4) is Google’s current web and app analytics platform. It replaced Universal Analytics in 2023, models everything as events rather than sessions, and reports how people find and use your site: traffic sources, conversions, and behavior across devices.

Internal linking is connecting pages within your own site so authority, context, and readers flow between them. Engines use internal links to discover pages, understand relationships, and decide which page should rank; readers use them to go deeper without searching again.

A knowledge base is a structured store of your organization’s information (docs, FAQs, product facts, policies) that people and AI systems can query. In AI marketing, it is the grounding source: chatbots and generators answer from it instead of improvising from the open internet.

Lifecycle email is automated email triggered by where someone is in their journey with you: welcome on signup, activation nudges, win-back after inactivity, renewal reminders. Broadcast campaigns go to everyone at once; lifecycle messages fire per person, at the moment their trigger fires.

Marketing attribution is assigning credit for a conversion to the touchpoints that led to it: the ad clicked, the post seen, the email opened. Attribution models (first-touch, last-touch, data-driven) decide how that credit splits, and the choice changes which channels look worth funding.

A no-code chatbot is a customer-facing bot you build through configuration instead of programming: upload your knowledge, set the voice, deploy to a channel like Telegram. It puts grounded, on-brand automated support within reach of teams without engineers.

Programmatic SEO is publishing many pages from one template and a structured dataset, each targeting a specific long-tail query. Directories, glossaries, comparison pages, and integration pages are the classic examples. Done well it compounds search coverage; done lazily it produces thin content.

RAG (retrieval-augmented generation) is an AI pattern where a model retrieves relevant passages from a trusted source, like your knowledge base, and generates its answer from them. It grounds AI output in your actual facts, cutting hallucinations and keeping answers current without retraining the model.

ROAS (return on ad spend) is revenue attributed to advertising divided by what the advertising cost. A ROAS of 4 means each dollar of spend returned four in revenue. It is the headline efficiency metric for paid campaigns, read best alongside margin and volume.

RevOps (revenue operations) is the function that aligns marketing, sales, and customer success around one revenue engine: shared data, one pipeline, consistent processes and tooling. It exists to kill the handoff gaps where leads stall and reporting forks into competing versions of the truth.

SERP stands for search engine results page: everything a search engine returns for a query, including organic listings, paid ads, and features like AI Overviews, featured snippets, People Also Ask, maps, and shopping carousels. Modern SEO is about winning space on the SERP, whatever shape it takes.

SERP analysis is studying the actual results page for a target query before creating content: who ranks, in what format, with which SERP features. It reveals the intent the engine has inferred and the standard your page must beat, before you spend a word.

Sales enablement is equipping salespeople with the content, tools, and knowledge to sell effectively: battle cards, case studies, one-pagers, demo scripts, competitive intel. Done well, every rep sells with the strongest version of your story instead of a personal remix.

Schema markup is structured data, usually JSON-LD, added to a page so machines can read what the page is about: a product and its price, an FAQ, an article, a defined term. Search engines use it for rich results, and AI engines use it to extract facts with confidence.

Search intent is the goal behind a query: to learn (informational), to find a site (navigational), to compare options (commercial), or to act (transactional). Matching a page’s format and depth to intent decides whether it can rank and whether the visit converts.

Sender reputation is the score inbox providers keep on your sending domain and IP, built from bounce rates, spam complaints, engagement, and authentication. It decides whether your email lands in the inbox, the spam folder, or nowhere. Reputation is earned slowly and burned fast.

Social media scheduling is drafting posts ahead of time and queuing them to publish automatically at set times across channels. It converts social from a daily scramble into a planned pipeline, and it frees you to write in batches while posting at the hours your audience is active.

Tone of voice is how your brand’s fixed personality flexes for each situation and channel. The voice stays constant; tone shifts with context, like a person who speaks differently at a wedding and in a boardroom while remaining recognizably themselves.

A topic cluster is a hub-and-spoke content structure: one pillar page covers a subject broadly, and linked spoke pages cover its subtopics in depth. The internal links between them concentrate authority and tell search engines the site owns the topic, not just one keyword.

UTM parameters are tags appended to a URL (utm_source, utm_medium, utm_campaign, utm_term, utm_content) that tell analytics tools exactly where a visit came from. They turn “traffic went up” into “the March newsletter’s second link drove 214 signups.”