Coverage
Crawled, indexed, excluded and canonicalised pages, plus freshness of decisive content.
REFERENCE / DISCOVERY
A practical map of the interfaces that discover, rank, synthesise and cite information — and the disciplines needed to build a credible presence across them.
00 / FIELD MAP
The same question may start in conventional search, continue in an AI assistant, trigger a comparison and end on an evidence page. Strategy must treat indexing, experience, entities, sources and measurement as one chain.
PLATFORMS / 01
These interfaces do not answer in the same way. Some favour conversation, others sourced research, reasoning, code or work-environment integration. Good practice is to observe several surfaces instead of optimising for a single brand.
General-purpose assistant
Assisted research, writing, analysis, code and multimodal work in a conversational interface.
Reasoning & production
Document analysis, reasoning, structured writing and software development with extended context.
Multimodal assistant
Google assistant for research and production across text, images and its service ecosystem.
Assistant & search
Conversational interface connected to Bing search and, depending on the plan, Microsoft work environments.
Answer engine
Conversational web research with synthetic answers, visible citations and source exploration.
European assistant
Mistral AI multilingual assistant for research, writing, analysis and professional use.
Reasoning & code
Assistant focused on reasoning, programming and technical problem-solving through a web interface.
Consumer assistant
Assistant integrated into the Meta ecosystem for questions, creation and multimodal interactions.
INDEX / 02
Search engines differ by index, providers, privacy policies, markets and answer formats. Robust visibility covers structural engines without ignoring alternatives relevant to the audience.
General web index
General search engine with web, local, image, video and enriched answer surfaces across many markets.
Index & Microsoft services
Microsoft web search, also important through its data, webmaster tools and AI integrations.
Privacy-focused search
Search designed to limit profiling, with instant answers and optional AI features.
Independent index
Private search based on its own index, also offering synthetic answers with supporting sources.
European search engine
French privacy-oriented search engine with web search and AI-assisted answers.
Impact-led search
European search engine using revenue for climate action and combining several result providers.
Private search
Search intermediary designed to provide results without building a personal user profile.
Portal & search
Long-standing search engine integrated with a content, news, finance and services portal.
METHODS / 03
These acronyms are not silos. They describe stages of one journey: be discovered, understood, provide the right answer, earn citation and deliver a useful experience.
Make pages crawlable, indexable, understandable and useful enough to earn durable organic visibility.
Technical · content · authorityExplore the methodSXOConnect the promise shown in search results to a fast, readable, reassuring page that supports the right action.
Intent · experience · conversionExplore the methodAEOFormulate clear answers to real questions while retaining the context and evidence needed for verification.
Questions · answers · snippetsExplore the methodGEOStructure information so generative engines can identify the entity, synthesise without distortion and cite the right sources.
Entities · sources · citationsExplore the methodLLMOStrengthen the public coherence of an entity, its relationships and corpus to improve retrieval, representation and attribution.
Corpus · graphs · coherenceExplore the methodMESURETrack rankings, clicks, journeys, citations, reused sources, answer accuracy and share of presence across a stable panel.
SERP · analytics · AI answersExplore the methodCHAIN / 04
A durable presence follows a logical order. Each stage depends on the previous one and has its own controls.
Robots and retrieval systems must reach pages, follow links and identify canonical versions.
Important content must be technically eligible, distinctive, fast and associated with the correct index status.
Headings, structure, data, authors, dates, entities and relationships create a coherent representation.
A useful, original and evidenced answer is more likely to be retained as a source or recommendation.
The page must fulfil its promise, guide the user and create observable signals without manipulating the journey.
OBSERVATORY / 05
No single metric proves visibility. A useful dashboard connects exposure, understanding, experience and outcome.
Crawled, indexed, excluded and canonicalised pages, plus freshness of decisive content.
Queries, questions, intents, seasonality and changes in audience language.
Rankings, impressions, clicks, click-through rate and visibility share by intent group.
Speed, accessibility, comprehension, reading depth, navigation and task success.
Observed answers, mentioned brands, cited sources, accuracy and stability across models.
Qualified contacts, supported decisions, trust, conversion and reduced representation errors.
SOURCES / 06
Interfaces and rules change. Technical decisions should return to engine documentation, webmaster tools and open standards.
Crawling, indexing, structured data and Google Search best practices.
URL inspection, performance, coverage and technical site signals.
Search reports, inspection, backlinks and Bing indexing tools.
Protocol notifying participating engines of added, changed or deleted URLs.
Shared vocabulary for describing entities, content, organisations and relationships.
References for performance, accessibility, quality and web experience.
07 / FAQ
Essential distinctions to avoid shortcuts and false promises.
No. A shared base — original content, clear entities, strong sources, technical accessibility and coherent reputation — serves several systems. Differences are then measured by platform.
No. Assistants and generative engines still rely on discoverable, retrievable and credible content. GEO extends SEO towards synthesis, attribution and citation.
No. No markup or file guarantees citation. Quality, clarity, provenance and authority can only improve the available evidence.
Cover the surfaces used by target audiences. Google and Bing often structure much of the field, while private, European or specialised engines may matter by market.
No. They only identify platforms in this independent directory. No partnership or commercial recommendation is implied.
Use a stable question panel, dated observations, mentions, citations, errors, variations and comparison with organic and behavioural data.
08 / CONTACT
An audit connects the platforms that matter, priority intents, technical state, evidence corpus and measurement protocol.