Twenty-six defined terms covering GEO, AEO, AISO, LLMO, voice profiles, persona-routed publishing, AI citability, and the rest of the modern content-marketing vocabulary.
Generative Engine Optimisation is the practice of structuring web content so it gets cited by generative AI search engines such as ChatGPT, Perplexity, Gemini, Bing Copilot, and Google AI Overviews. Where traditional SEO competes for ranked links, GEO competes to be the source the AI engine quotes in its answer. It overlaps with — but is not identical to — SEO, AEO, LLMO, and AISO.
Answer Engine Optimisation is the discipline of writing content so search engines and AI assistants pull a definitive answer directly from your page into their answer cards or AI overviews. AEO emphasises direct-answer paragraphs, FAQ schema, and short factual sentences over long-form keyword-stuffed prose. It is sometimes used interchangeably with GEO.
AI Search Optimisation is an umbrella term for the techniques used to make content discoverable and citable across AI-powered search surfaces — ChatGPT, Perplexity, Gemini, Bing Copilot, Google AI Overviews. AISO encompasses GEO, AEO, and LLMO. The shared techniques include TL;DR clarity, semantic hierarchy, factual hooks, and FAQPage schema.
Large Language Model Optimisation is the practice of writing content so it is more likely to be retrieved and cited by LLMs answering user queries. LLMO emphasises clear named-entity attribution, plain-language definitions, and content structures that survive retrieval-augmented generation. It is a subset of the broader AISO discipline.
AI Overviews Optimisation is the specific subset of GEO focused on Google's AI Overviews surface — the AI-generated summary that appears above the standard search results for many queries. AIO techniques include direct-answer headlines, citable bullet structures, and entity-rich content that Google's models prefer to cite as authoritative.
AI citability is a measure of how likely a piece of content is to be cited by generative AI search engines. Vyrable scores every piece on six dimensions — TL;DR clarity, direct answer presence, semantic hierarchy, factual hooks, citability density, and question-form structure. A score of 80+ indicates publish-ready citability across ChatGPT, Perplexity, Gemini, and Google AI Overviews.
FAQPage is a structured data type from Schema.org that tells search engines and AI assistants the page contains a list of questions and authoritative answers. Adding FAQPage JSON-LD to a page increases the likelihood of rich results in Google, AI Overviews citation, and direct-quote pulls by ChatGPT and Perplexity. Each page should contain only one FAQPage block — duplicates fail Google's Rich Results validator.
A voice profile is a structured record of how a person or brand writes — tone, vocabulary, structural patterns, signature phrases, and stylistic preferences. AI content platforms like Vyrable apply the voice profile to every output so the writing sounds consistent across pieces and platforms. Strong voice profiles update continually based on the user's published track record, not just the initial setup.
Voice match score is a 0-100 measure of how closely a draft matches a persona's established published voice. Vyrable's brand voice check compares the draft against the persona's last several published pieces on six dimensions: tone, vocabulary, structure, perspective, energy, and patterns. 80+ is publish-ready, 60-79 needs tightening, below 60 should be rewritten.
Brand voice score is the result of a brand voice check — a multi-dimensional assessment of how a piece of content matches an established voice profile. The score combines tone, vocabulary, structure, perspective, energy, and recurring patterns into a single 0-100 number with sub-scores for each dimension.
A persona in Vyrable is a complete brand identity record — name, role, voice profile, content pillars, target audience, expertise areas, and connected platform accounts. One workspace can host many personas, each publishing as a distinct identity. Agencies use one persona per client; record labels use one per artist; founders typically use one for themselves.
A multi-persona workspace is a single account that hosts multiple distinct brand identities, each with its own voice, audience, and connected platform accounts. Multi-persona is critical for agencies, record labels, holding companies, and any team running content for more than one brand. Vyrable supports unlimited personas across all paid tiers.
Persona-routed publishing is the practice of automatically directing content to the correct platform account based on which persona authored it. In a multi-persona workspace, persona-routed publishing means content for Persona A flows to Persona A's connected accounts even when Persona B is also using LinkedIn — the system never bleeds between brands.
Smart Publish is a one-click feature that takes a master content draft and produces per-channel variants — each adapted for the platform's length, tone, and convention. LinkedIn gets the long-form version; X gets the punchy hook-first version; Instagram gets the carousel script; TikTok gets the vertical-video voiceover. Smart Publish v2 adds per-channel overrides that are saved as canonical for that platform.
Topic Multiplier turns a single content topic into multiple format variants — post, thread, article, carousel, video script, newsletter section — all generated in parallel from the same idea. It is the workflow that lets one Sunday-morning brainstorm produce a week of cross-format content.
Cross-platform rewrite is the automatic adaptation of a single piece of content for the conventions of each target platform. The system handles the differences in length, hashtag density, hook structure, and voice register between LinkedIn, X, Instagram, TikTok, Threads, and other channels.
Content recycling is the practice of automatically republishing evergreen pieces on a schedule — typically every 30, 60, or 90 days. Each recycled instance includes a surgical refresh: dates updated, numbers swapped for current values, and the opening hook lightly tweaked so the post reads as fresh. Aggressive recyclers extract 2-3x the reach from the same body of work as one-and-done publishers.
Faceless video is short-form vertical video produced without on-camera presence — the host's face is never shown. Vyrable's faceless video pipeline auto-generates a script, picks motion b-roll matched per scene, applies a premium voiceover, burns in captions, and adds a hook title — all from a topic input. Designed for TikTok, Instagram Reels, YouTube Shorts.
Mission Control is Vyrable's unified kanban board that runs the entire content operation across every persona, channel, and content type. Cards represent ideas, content pieces, campaigns, ad campaigns, email campaigns, and landing pages. AI assistants can be assigned to any card to perform research, drafting, scoring, or other specialist work.
Auto-research is an autonomous loop that surfaces fresh, trending content angles in a persona's expertise area. It runs in the background and drops candidate topics into the persona's content backlog, ready for one-click drafting. Auto-research means content teams never sit down to a blank slate — there is always a queue of validated, on-niche angles waiting.
A content pillar is a recurring theme that a brand or persona is known for. Strong personal brands typically have three pillars: a technical or domain-expertise pillar, an opinion pillar, and a personal-story pillar. Content pillars give a strategy structure and the audience a clear reason to follow.
An annual content plan is a 52-week skeleton mapping out themes, campaigns, and recurring content moments across the calendar year. Vyrable generates an annual plan per persona based on their expertise areas and pillars — every week has a theme, every month has a focus, and seasonal moments are pre-slotted.
A recurring campaign is a content sequence that runs automatically on a defined schedule — weekly newsletter, monthly retrospective, quarterly thought-leadership piece. Each instance is generated from a template with a fresh topic. Recurring campaigns are the highest-leverage feature for solo creators because they guarantee a baseline of consistent output.
A lead magnet is a piece of content offered in exchange for the visitor's email address — a checklist, template, audit, mini-course, or PDF guide. Vyrable converts long-form articles into branded lead-magnet PDFs with one click, making it trivial to layer email capture onto existing content.
White-label means the platform's customer-facing surfaces — video watermarks, lead-magnet PDFs, public folio pages, custom domain — display the agency's branding instead of the platform's. Vyrable's Agency tier includes full white-label, letting agencies present client deliverables under their own brand without a Vyrable mark visible.
IndexNow is an open protocol jointly developed by Microsoft Bing and Yandex that lets website owners push fresh URLs to participating search engines for instant indexing. Bing, Yandex, and Seznam currently support IndexNow; Google does not. Vyrable can notify IndexNow on every published URL when configured.