A working dictionary for AI marketing.
Plain definitions of the terms that come up when founders try to sound like themselves at scale — voice fingerprints, content clusters, voice drift, kinetic typography. Linkable, citable, updated as the vocabulary evolves.
A/B testing content is publishing two or more variants of a post — different hooks, formats, or visuals — to compare which performs better.
An AI carousel generator is a tool that produces multi-slide social posts using AI — generating both the per-slide copy and (in better imple…
AI content generation is the use of large language models, often combined with image and video models, to produce marketing content at scale…
AI disclosure is the practice of labelling content as AI-generated or AI-assisted — sometimes required by platform policy (Meta, TikTok, Lin…
AI evaluation is the systematic measurement of LLM output quality across criteria such as voice match, factual accuracy, format compliance,…
An AI Instagram caption generator is a tool that writes Instagram captions automatically — generating hook-first copy in a chosen tone, ofte…
An AI judge is a large language model used to evaluate other AI outputs — typically scoring a draft against criteria like voice match, factu…
AI marketing is the application of artificial intelligence to marketing tasks — content generation, targeting, segmentation, analytics, and…
An AI revision loop is the iterative editing cycle between a human reviewer and an AI writer — drafting, revising, redrafting — until the pi…
An AI strategist is an agent that plans content strategy — themes, briefs, calendar entries, recommendations — rather than only executing on…
An anti-duplication check is an AI-generator safeguard that compares a new draft (or its planned angle) against the brand’s existing library…
An attribution window is the time period during which a conversion (signup, purchase, follow) can be credited to the piece of content that i…
A brand archetype is one of twelve personality categories — Sage, Jester, Hero, Outlaw, Caregiver, and so on — used to give a brand a cohere…
Brand strategy is the high-level plan for what a brand stands for, who it serves, how it differentiates from competitors, and how it positio…
Brand voice AI is an artificial intelligence system trained on a brand’s existing content to generate new writing that matches that brand’s…
Brand voice guidelines are written rules — usually a document — describing how a brand should sound: tone, vocabulary, words to avoid, examp…
Brief generation is the AI-assisted creation of content briefs — short documents that specify a piece’s hook, key message, format, channel,…
Campaign planning is the structuring of a time-bounded content push — a product launch, a seasonal push, a thematic series — across multiple…
The cover slide is the first slide of a carousel — the only one that appears in the feed before a viewer decides to swipe. It is functionall…
Claude Sonnet is Anthropic’s mid-tier large language model, sitting between the smaller Haiku and the larger Opus in their model family, and…
Click-through rate (CTR) measures the percentage of impressions (or reach, depending on platform) that resulted in a click on a link — centr…
Comment interception is the practice of monitoring competitor or category-relevant posts for engagement signals (questions, complaints, purc…
A content approval workflow is the structured multi-step process content moves through — draft, review, edit, approve, schedule, publish — b…
Content atomization is the practice of splitting one long-form piece — a podcast episode, a webinar, a long blog post — into many shorter on…
A content audit is a systematic review of a brand’s published content, classifying each piece by topic, format, performance, and on-brand fi…
A content brief is a short structured document specifying everything needed to produce a single piece of content: hook, key message, format,…
A content calendar is a scheduled plan of upcoming posts across channels, organised by date with format, topic, and ownership specified — th…
A content cluster is a group of interlinked pages — typically a pillar page plus several supporting articles — built around one topic, used…
A content experiment is a structured test of one or more content variables — hook style, format, posting time, channel choice — designed to…
Content gap analysis is the practice of surfacing the topics, formats, or audience segments a brand’s strategy claims but its published libr…
A content mix is the proportional balance of content types in a brand’s output: how much educational versus entertaining versus promotional…
A content performance score is a composite metric blending multiple signals — engagement rate, save rate, share rate, profile-visit rate, re…
Content personality is the perceived human-ness of marketing content — the sense that a specific, identifiable person, rather than a generic…
A content pillar is a recurring topic theme a brand owns across its content — a high-level subject that every post can be tagged against. Mo…
Content repurposing is the practice of taking one source piece of content — a blog post, podcast, talk, or video — and reformatting it into…
Content ROI measures the financial or business return generated by content production — leads, signups, sales, retention impact — relative t…
Content strategy is the plan governing what content a brand creates, why, for whom, and when — the layer above the editorial calendar that d…
A context window is the maximum number of tokens a large language model can process in a single call — including both the input prompt and t…
Cross-posting is the practice of publishing the same content across multiple social platforms with little or no adaptation per platform.
DM automation is the use of templated, rule-based, or AI-generated replies to direct messages — typically deployed for common requests (pric…
An editorial calendar is the higher-level planning document that sits above the day-by-day content calendar — what topics get covered, by wh…
An embedding is a high-dimensional vector — typically 768 to 3,072 numbers — that represents the semantic meaning of a piece of text, produc…
Engagement rate is the percentage of a post’s audience that takes a measurable action on it — like, comment, share, save — usually computed…
Evergreen content is content that stays valuable to readers months or years after publication — not tied to a news cycle, a launch, a season…
Few-shot prompting includes 2–10 example outputs inside the prompt itself so the large language model can pattern-match its output against t…
Fine-tuning is the process of continuing the training of an existing large language model on a custom dataset, updating the model’s weights…
Follower growth rate is the percentage increase in an account’s follower count over a period — typically calculated weekly or monthly — cont…
A forbidden cliche is a phrase a brand explicitly bans from its content — typically a generic AI tell ("excited to announce", "level up", "t…
Founder-led marketing is the practice of building distribution through the founder’s own voice, presence, and personal credibility — typical…
Ghostwriting is the practice of producing content credited to someone else — historically a human writer hired to write in a founder’s, exec…
Hallucination is the failure mode where a large language model produces output that is factually incorrect, fabricated, or unsupported — but…
Hashtag strategy is the deliberate selection of hashtags per post — niche versus broad, branded versus generic — to maximise reach and disco…
A hook line is the first line of a social post — the line a reader sees before deciding whether to expand, swipe, or scroll past. It is the…
Impressions count the total number of times a piece of content was displayed on screen, including multiple views by the same person — distin…
An Instagram Business account is the account type required to access Meta’s Graph API for Instagram — analytics, scheduling, direct publishi…
The Instagram Graph API is Meta’s official programmatic interface for Instagram Business and Creator accounts — enabling third-party tools t…
An Instagram Reel is a short-form vertical video on Instagram — typically 7 to 90 seconds long — and the format Instagram’s algorithm curren…
Instagram Stories are 24-hour vertical posts that appear at the top of the Instagram app — primarily a tool for engaging existing followers…
Kinetic typography is animated text — usually synchronized to spoken audio, beats, or a script — used in short-form social video (reels, Tik…
A large language model (LLM) is a deep-learning system trained on enormous text corpora to predict the next word in a sequence, and the unde…
Lexical diversity is the ratio of unique words to total words in a piece of writing. Higher diversity signals a wider vocabulary and more id…
A LinkedIn document post — also called a LinkedIn carousel — is a multi-slide PDF uploaded as a post that readers swipe through, and one of…
A LinkedIn newsletter is a subscribable, in-platform publication — long-form posts delivered to subscribers’ LinkedIn inboxes and notificati…
A multi-brand workspace is software architecture that keeps multiple distinct brand identities — each with its own voice, calendar, assets,…
On-brand content is content that reads as authentically belonging to a brand: in the brand’s voice, aligned with its values, and recognisabl…
An opener pattern is the recurring way a writer starts pieces — a one-sentence claim, a rhetorical question, a direct address, an unconventi…
Organic reach is the number of people who see a piece of content without paid promotion — distinct from paid reach, which is the result of a…
Post decay is the rate at which a post’s engagement falls off after publishing — typically capturing 80% or more of its lifetime engagement…
Posting cadence is the rate at which a brand publishes content on a given channel — daily, weekly, or somewhere between — chosen for algorit…
Profile visits count when someone who saw a post taps through to the brand’s profile — a stronger curiosity signal than a like and a leading…
Prompt engineering is the practice of structuring the input to a large language model — the prompt — to produce output that is more accurate…
A publishing calendar is the dated schedule of what content gets published on which channel at which time — the operational layer below the…
Reach counts the number of unique users who saw a piece of content, regardless of how many times each person saw it — distinct from impressi…
Retrieval-augmented generation (RAG) is a technique that fetches brand-specific context — past posts, brand guidelines, performance data — a…
Saves and shares are the engagement signals platforms typically weight most heavily — they require more effort than a like and signal that t…
Scroll-stop rate is the percentage of viewers who pause on a piece of content long enough to register it, rather than scrolling past — typic…
Semantic search uses vector embeddings to find content by meaning rather than by exact keyword — the retrieval technique behind modern brand…
Sentence rhythm is the pacing pattern of a writer’s prose: how short and long sentences alternate, whether short blunt lines follow long win…
Share of voice on social is the portion of total mentions, impressions, or engagement in a defined category or conversation that belongs to…
Show-your-work provenance is the practice of surfacing, on every AI-generated draft, the inputs that produced it — which voice fingerprint w…
A signature phrase is a recurring expression — a line, a turn of phrase, a metaphor — that a brand uses often enough that its audience start…
Social engagement counts the meaningful interactions a piece of content receives: likes, comments, saves, shares, and (on some platforms) cl…
Social listening is the practice of monitoring social media for mentions of a brand, its competitors, its category keywords, and adjacent co…
A social media scheduler is software that queues social posts and publishes them automatically at chosen times across one or more social net…
A strategy plan is a structured document — themes, tactics, posting cadence, success metrics — that captures the next month or quarter of co…
A system prompt is the instruction passed to a large language model before any user input, used to define the model’s role, the rules it sho…
Threads is Meta’s text-first social platform, launched in 2023 as a Twitter/X alternative, integrated with Instagram identity, and increasin…
The TikTok Content API is TikTok’s official programmatic interface for publishing videos and pulling analytics from business accounts, acces…
A token is the unit a large language model processes and is billed by — typically about 4 characters of English text or roughly 0.75 of a wo…
A tone axis is a single, adjustable dimension of brand voice — formality, warmth, humor, or urgency — represented as a slider so an AI write…
Tone of voice is the consistent emotional register a brand uses across all communication — separate from what is said (the message) and how…
A topic cluster is a group of pieces — typically one in-depth "pillar" piece plus several shorter "sub-pieces" — that together cover the ang…
A unified social inbox aggregates DMs, comments, and mentions from every connected platform — Instagram, TikTok, LinkedIn, X, Threads — into…
Voice cloning is the use of AI to reproduce a specific voice. The term is ambiguous and means two distinct things: cloning a speaker’s spoke…
Voice drift is the gradual divergence between a brand’s actual voice and the AI-written content it ships, usually caused by undertrained voi…
A voice fingerprint is a compact representation of a brand’s writing voice — extracted from past content and used by AI tools to keep new ou…
A voice similarity score is a 0–100 metric comparing a single piece of writing against a brand’s voice fingerprint, used to flag voice drift…
A weekly content review is a structured retrospective covering the previous week’s posts: what was published, what performed, what didn’t, a…
An X thread is a sequence of connected posts on X (formerly Twitter) — typically 4 to 20 posts — used to develop an argument, share a story,…
Zero-shot prompting is the practice of asking a large language model to perform a task using only an instruction, without including any exam…