Glossary
Marketing Glossary
Short, plain-language definitions of the concepts behind contextual AI, strategy-to-execution, and the way lean B2B marketing teams actually operate.
Contextual AI
Contextual AI
Contextual AI is AI that uses your persistent business inputs — brand guidelines, strategic objectives, messaging, and historical performance — as inputs to every output. Unlike prompt-only generative tools, it produces work that is on-brand and aligned by default, not after manual editing.
Context-aware AI marketing platform
A context-aware AI marketing platform is software that captures a company's brand, strategy, and performance data as persistent context, then uses that context to plan, create, distribute, and measure marketing work — replacing the patchwork of separate planning, content, and analytics tools used by lean teams.
Editing tax
The editing tax is the recurring time and quality cost a marketing team pays to rewrite, re-tone and fact-check generic AI output before it can ship. Lean B2B teams typically lose 30–50% of the apparent productivity gain from AI tools to this tax — which is why context-aware AI, not better prompts, is the real lever.
Strategy & Execution
Marketing operating system
A marketing operating system is the shared layer where a marketing team's strategy, plan, content, distribution, and performance live as connected work — not a single tool, but a coherent operating model that keeps a lean team aligned without weekly status meetings.
Strategy to execution
Strategy to execution is the discipline of turning a marketing or go-to-market strategy into shipped work without losing intent on the way. The most common failure mode is a strategy that lives in a slide deck while execution happens in disconnected tools — producing on-time output that does not advance the strategy.
Campaign brief
A campaign brief is the short, structured document that translates a marketing objective into a specific campaign — audience, message, channels, success metrics, and constraints — so that every contributor produces aligned work without needing to re-derive the strategy.
Sales and marketing alignment
Sales and marketing alignment is the operating state in which both teams share the same definition of the target customer, the same definition of a qualified opportunity, the same message in front of buyers, and the same view of pipeline. Without it, lean B2B teams duplicate effort and lose deals to internal friction.
Ideal Customer Profile (ICP)
An Ideal Customer Profile (ICP) is a structured description of the company and buying role most likely to get value from your product and most likely to renew. For B2B teams it typically combines firmographics (industry, size, geography), technographics, buyer role, primary job-to-be-done and disqualifiers.
Performance & Stack
Single source of truth (marketing)
A single source of truth in marketing is the one system everyone on a team agrees to trust for what the strategy is, what campaigns are in flight, and what performance looks like. Without it, every weekly meeting starts with reconciling versions of the truth instead of deciding what to do next.
Marketing ROI dashboard
A marketing ROI dashboard is the single view a CEO, CMO, or CRO uses to see what marketing spend produced, in terms of pipeline and revenue, over a given period. For lean B2B teams, it is the artefact that ends the recurring debate about whether marketing is working.
AI Engine Optimisation (AEO)
AI Engine Optimisation (AEO) is the practice of making a website's content reliably discoverable, citable, and quotable by AI search engines and chat assistants — ChatGPT, Perplexity, Google AI Overviews, Claude, Gemini. Where SEO optimises for a ranked list of links, AEO optimises for being the source an LLM repeats in a synthesised answer.
Marketing Operations (MOps)
Marketing operations (MOps) is the function that owns the systems, data, processes and measurement framework a marketing team uses to plan, ship and report on work. In lean B2B teams it is rarely a dedicated role — it is a discipline that decides whether the team scales linearly with headcount or super-linearly with leverage.
Share of answers
Share of answers is the percentage of AI-generated responses — from ChatGPT, Perplexity, Claude, Google AI Overviews and similar — that cite your brand for a defined set of category prompts. It is the AEO-era equivalent of share of voice, and the leading indicator most B2B teams now track alongside organic rankings.
Brand & Content
AI governance (for marketing)
AI governance for marketing is the set of guardrails that determine what AI is allowed to produce in a brand's voice, what data it is allowed to use, who reviews its output, and how mistakes are caught and corrected. For lean teams, governance is the difference between AI as a leverage tool and AI as a brand-risk tool.
Brand voice AI
Brand voice AI is AI that has been given an explicit definition of how a brand sounds — vocabulary, tone, sentence rhythm, banned phrases — and applies that definition consistently across every output. It is the difference between AI that writes generically and AI that writes recognisably as you.
Approved claims registry
An approved claims registry is the canonical, version-controlled list of statistics, customer references, capability statements and competitive claims a marketing team is sanctioned to use externally. It is the source AI tools and human writers both pull from, so every asset cites the same facts in the same wording.
Prompt injection defense
Prompt injection defense is the set of controls that prevent untrusted text — pasted from a webpage, a customer email or a third-party document — from overriding the instructions an AI system has been given. For marketing teams running contextual AI, it is the discipline that keeps brand voice, approved claims and data scope intact when the AI ingests outside content.