Answer Engine Optimisation
AEOStructure answers so answer engines can understand and reuse them directly.
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LEXICON / 225 TERMS
Operational definitions for clear discussion of AI, OSINT, search, visibility, evidence and sovereignty.
Combine a topic with one or more words. Topics overlap: a definition can belong to several groups.
Search covers the name, its equivalent and the definition. Every word must match. Try a short acronym or a specific word before a full sentence.
Read more opens the associated guide. Then check scope, conditions and limits: a definition alone validates neither a document nor a result.
Reset clears both topic and search. Direct links to definitions still work; if a target was hidden, filters are cleared to reveal it.
Structure answers so answer engines can understand and reuse them directly.
Read moreA system pursuing a bounded mission, using tools and following an action policy.
Read moreTrust granted to a source based on evidence, consistency and citation.
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Structured verification of visible footprint, assets, relationships and risks.
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A person, organisation, place, product or concept identified through attributes and relationships.
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Editorial and technical practices aimed at visibility in generative answers; no method guarantees a citation.
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A structured network of entities, properties and verifiable relationships. Attach a source and date to each relationship; proximity in a graph does not establish a real-world connection.
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Human validation inside an automated chain before sensitive action.
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A model trained on large corpora to process and generate language.
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Work on clear entity descriptions, sources and content accessible to language systems; it does not directly modify their model.
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Intelligence produced from legally accessible and methodically qualified sources.
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The chain linking a claim to its source, date and transformations. For a summary, retain the passage used and the transformations applied so another reader can retrace the reasoning.
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Ability to leave a tool or supplier without losing data, continuity or freedom of choice.
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Optimisation of content discovery and understanding by search engines.
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An incomplete indicator whose trajectory may announce significant change.
Read moreAbility to understand dependencies and preserve technical and decision options.
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Joint optimisation of visibility, understanding, journey and conversion.
Read moreGeneration enriched by retrieving passages from a bounded corpus.
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Information expressed through an explicit vocabulary for machine interpretation. Document field types, units and meaning. A machine-readable file can still contain inconsistent or unverifiable values.
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The themes, attributes and associations publicly connected to an entity.
Read moreShare of answers in a defined panel where an entity appears under a fixed criterion. Retain numerator, denominator and conditions; assess mention accuracy separately. This is not a universal metric.
Read moreA hostile or untrusted instruction attempting to divert an AI system.
Read moreRecord of options, arguments, decisions, owners and review conditions.
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Planned minimum operation when the normal system is unavailable.
Read moreA generative summary shown in some search results using information drawn from multiple web sources.
Read moreAn interface that directly formulates an answer and, where available, presents the sources used.
Read moreThe reference address indicated to search engines when the same content has several accessible variants. Align internal links, redirects and the sitemap with the preferred variant. A search engine may select another address when signals conflict.
Read moreA page or document explicitly presented as support for an answer, synthesis or claim.
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Supporting a generated answer with information retrieved from identifiable sources.
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A protocol for promptly notifying participating engines when a URL is added, changed or removed.
Read moreA panel that gathers structured information about an entity from sources considered relevant.
Read moreSearch combining several input or result formats such as text, image, voice and video.
Read moreThe step of selecting from an index or corpus the items relevant to a query.
Read moreUse of HTML elements that clearly express the role and hierarchy of content. Headings, lists and buttons have different roles. Choose elements by purpose, then check reading order and keyboard use.
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A numerical representation of content used to compare semantic similarity.
Read moreThe volume and pace of URLs a search engine may choose to crawl on a site over a given period.
Read moreThe ability of an authorised crawler to reach a URL and follow required resources.
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A page’s technical eligibility for an index, without a guarantee that it will be included.
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An annotation connecting equivalent language versions of a page. Each set should identify equivalent versions, including the page itself. Translating a menu alone does not make two pages equivalent.
Read moreA set of URL variants a search engine may consolidate around one reference URL.
Read moreThe original document or actor directly responsible for information, considered in context.
Read moreA record linking a claim to its source, date, status and next verification.
Read moreA reasoned assessment of how sources support a conclusion: origin, independence, consistency and limitations. This documentary judgment does not supply a statistical confidence level.
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A dated record of corrected errors, reasons and replaced versions.
Read moreA stable set of questions used to compare AI answers over time.
Read moreDifferences in answers across models, sessions, contexts or observation times.
Read moreThe chain used to recover a content item’s origin, transformations and rights.
Read moreRules for creating, validating, updating, merging and retiring content.
Read moreOpenAI crawler used to surface sites in ChatGPT search results; its access is controlled separately from GPTBot.
Read moreOpenAI crawler for content that may be used to train its foundation models.
Read moreA file telling compliant crawlers which URLs they may request; it does not make content private. A blocked URL can remain known to a search engine. To observe noindex, a crawler must reach the response carrying it.
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A file signalling important URLs to search engines, with optional dates, images and language versions. List useful canonical addresses; lastmod should reflect a significant content change rather than every request for the file.
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Three field experience metrics: main-content loading (LCP), responsiveness (INP) and visual stability (CLS). Interpret each metric with its population and time window. A lab test helps diagnosis without representing every real visit.
Read moreThe time until the largest content element in the initial viewport is displayed. The candidate can be an image or text block. Identify it before attributing the entire delay to image file size.
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A measure of how responsive a page is to interactions throughout a visit. Input delay, event-handler work and the next rendering contribute to latency. One fast click does not describe the entire visit.
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A measure of unexpected movement of visible elements during a page’s lifetime. Reserving media space limits avoidable movement. Distinguish moving content from slow loading: they describe different problems.
Read moreDistinguishing people, organisations or products with similar names using verifiable attributes.
Read moreThe language of a text segment that differs from the page language and should be marked locally in the markup. Identify a passage’s language when the change matters for pronunciation; an isolated proper name does not always need an annotation.
Read moreInformation collected directly by an organisation through its relationship with its audiences, with context and usage rights to establish.
Read moreGrouping cases by impact, likelihood or context to choose proportionate review and controls.
Read moreA documented collection of representative and difficult cases used to test a system against stable criteria.
Read moreAn observable condition set before launch to decide whether a result is reliable enough.
Read moreLimiting a user’s, agent’s or tool’s permissions to the actions required for its task.
Read moreThe explicit limit on data and actions an agent can access through a connected tool.
Read moreA documented process for recovering data, replacing integrations and maintaining service when changing suppliers.
Read moreA controlled trial confirming that a backup can actually return a service and its data to a usable state.
Read moreA format expressing machine-readable entities, properties and relationships in a page without replacing visible content. The context maps JSON keys to a vocabulary. Valid syntax is insufficient: also check the entities and relationships described.
Read moreA shared vocabulary of types and properties used to describe entities and pages in structured data. Choose types and properties matching visible content. The vocabulary describes information; it guarantees neither truth nor a rich result.
Read moreA search presentation that may use a supported structured data type; valid markup does not guarantee display.
Read moreChecking that values declared in markup agree with facts readers can actually see on the page.
Read moreRepeating the same cases after a change to detect a capability or boundary that no longer works.
Read moreA hostile instruction placed in a source read by an agent, such as a page or document, to redirect its actions.
Read moreThe gap that develops over time between a page, its sources, other pages and language versions.
Read moreCombining similar pages into a more useful answer while explicitly handling old URLs and links.
Read moreText used by assistive technology to identify a control or field; it should match its visible purpose. Inspect the computed name in the accessibility tree. An icon or title attribute does not always provide the label users need.
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The sequence in which keyboard focus moves between interactive elements while preserving the journey’s meaning. Include dialogs and error messages in the check. After closing a dialog, verify where focus returns and whether the task can continue.
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WCAG ratio of relative luminances: (L lighter + 0.05) / (L darker + 0.05). The ratio, from 1:1 to 21:1, is checked against the applicable criterion.
Read moreTime from navigation start to the first response byte, including connection, redirects and server response.
Read moreTime until the browser first renders visible content such as text or an image; it does not measure the largest element.
Read moreA lab measure adding up the time long tasks block the main thread between FCP and Time to Interactive.
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Measurements from real visits, interpreted by period, device population and sample size.
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Checking received input on the server even when the browser provides immediate validation. Repeat the check with data sent directly to the server. Form constraints can be bypassed; access permissions require a separate check.
Read moreText conveying an image’s purpose or information in context without needless repetition. For an image acting as a link, describe its destination or action. A complex chart also needs a text equivalent of the useful data.
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A visual with no information needed for the task; its alternative can be empty to avoid noise. Decide by its use on the page. The same photograph may decorate a banner yet inform a record explaining its details.
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Two observations do not depend on the same collection; repeated accounts of one document remain one origin.
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Publications cite or repeat a claim without adding an independent observation.
Read moreSupport for a claim from distinct items whose origin, context and independence have been checked.
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Dated observations separating when an event happened, was published and was discovered.
Read moreTime attached to a trace, whose precision, timezone and source need to be recorded.
Read moreDifferent entities sharing a name; the label alone cannot establish identity.
Read moreComparison of visual clues with spatial references to support a place claim without automatic certainty.
Read moreSearch for indexed versions of an image; it does not guarantee the original or capture date.
Read moreA dated copy available to an archive service; it does not validate the page’s claims.
Read moreAssertions linked to a file and its history; technical validation does not prove a caption is true.
Read moreExplicit scope of tasks, data, tools and decisions an agent may use, including human approvals and exclusions.
Read morePredefined rule that suspends action when result, cost or risk exceeds the accepted scope.
Read moreFixed set of questions, situations or pages used to compare observations across a stable scope.
Read moreAlternative explanation retained until the available evidence can distinguish it from others.
Read moreObservable criterion that moves a signal from routine monitoring to a designated decision or response.
Read moreInitial state measured with a known method and period, used to compare change without assuming its cause.
Read moreMapping of risks to safeguards, operating evidence, review frequency and owners.
Read moreBounded exercise checking whether data and functions can be transferred or restored outside a supplier.
Read moreNine-digit French identifier for a legal unit. It helps reconcile company records without implying that an address or establishment is the same.
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Fourteen-digit French establishment identifier: a SIREN followed by an internal number. An establishment change may alter the SIRET without changing the SIREN.
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Snapshot of publishable Sirene information for a legal unit or establishment; Insee states that it has no legal value.
Read moreFrench business register accessible through the INPI portal. Compare a record at its consultation date with the available filings and documents.
Read moreFrench publication of notices on events in business life. A notice documents a published event, not the whole current situation.
Read moreEuropean infrastructure connecting national business registers; useful for tracing a cross-border company back to the issuing register.
Read moreStructured access protocol for domain or Internet resource registration data. Public fields may be limited and do not by themselves identify a site operator.
Read moreNumber identifying an autonomous system in Internet routing. A network relationship indicates infrastructure, not necessarily ownership of content.
Read morePerson or organisation named in a patent or trademark application. Distinguish it from the inventor, current owner and commercial operator.
Read morePublication of a public purchasing stage. Check whether it announces competition, an award or a change before inferring a contract.
Read moreInformation on a dataset’s source, producer, period, coverage, format, updates and licence that shapes how it can be interpreted.
Read morePeriod represented by observations in a dataset, distinct from its publication and last update dates.
Read moreTerms specifying permitted uses of a dataset or document and obligations such as attribution.
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Time when an archive service or investigator saved a version. It does not alone establish creation or first-publication time.
Read moreTime an image or measurement was collected by a sensor, distinct from product publication and later processing.
Read moreEstimated share of a satellite image covered by clouds; a scene-wide figure does not guarantee visibility of the area under study.
Read moreGroup of patent documents linked through one or more priority claims; membership can vary with the database definition.
Read moreAdministrative product and service categories used in trademark filings; a class alone does not define the exact scope of a filing.
Read moreState shown for an application or registration on a given date. Check register, territory, listed goods and later events.
Read moreRegistry reference for a specific item. Retain it with the URL, version and date to find the same item again.
Read morePublication changing an earlier procurement notice, such as deadline, lot or conditions. Keep both versions and dates before comparing tenders.
Read morePublication stating an award decision or procedure result. It does not, by itself, prove delivery or contract performance.
Read morePart of a judgment or authority decision stating what was decided. Read it with the reasoning, procedure and facts.
Read moreAnalysis presented to the Court of Justice of the European Union in some cases. It informs the debate but is not the judgment.
Read moreIdentifier assigned to an archival unit so it can be retrieved. Record it with the institution, fonds and description.
Read moreDocuments created or received by a person or organisation during its activity. Their origin helps interpret an individual item.
Read moreInventory or guide describing holdings and call numbers. It points to documents but its summary does not replace reading an item.
Read moreDigital version of an identifiable edition. Separate the work’s date, the copy’s date and its online publication.
Read moreIntellectual property relating to a product’s appearance in a territory and protection state. Distinguish it from a trade mark or patent.
Read moreAuthority where an intellectual property right is filed or registered. Aggregators may show several offices with different coverage.
Read moreDated indication of a known challenge to a decision. A published decision may still change through the procedure.
Read morePage, view, paragraph or exact passage supporting a claim in a document. It enables a check beyond a general link.
Read morePerson, establishment, transaction or area represented by one observation. Similarly named series may count different units.
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Discontinuity caused by a changed definition, method, coverage or base year. An apparent trend may reflect that break.
Read moreChange to an already published figure after new information or methodological improvement. Keep each extraction date and version.
Read moreIn DCAT, a representation of a dataset, for example CSV or JSON. Access may use an API; the access service and the distribution are distinct objects.
Read moreDigest calculated from a file to identify the exact version processed. A matching checksum does not establish data accuracy.
Read moreExtent to which producer, licence, resources and coverage are documented. It does not directly measure record accuracy.
Read moreThe visual representing a page topic in its HTML content. It should agree with the title and context.
Read moreAn image version suited to screen width or density. It avoids unnecessary transfer while preserving a fallback source.
Read moreVisible text placing an image in context, such as subject, date or source, without overclaiming.
Read moreInformation embedded in some image files, such as description, creator or rights. It guarantees no search ranking.
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Information about image owner, licence or rights-acquisition page; always check the original licence.
Read moreStable URI joining nodes in a JSON-LD graph. Person, article and page should retain separate identities.
Read moreA page meeting supported types, properties and provider rules. Eligibility does not guarantee rich result display.
Read moreReference population or quantity used to calculate a rate. A different denominator may make figures incomparable.
Read moreValue produced statistically when direct observations are incomplete. Retain model, assumptions and uncertainty range.
Read moreVerified update to content, sources, dates, links and language variants; distinguish a minor correction from a substantive change.
Read morePersistent identifier connecting a person with a record of contributions and affiliations. Check who supplied each entry and when; the profile does not prove current employment.
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Persistent Research Organization Registry identifier distinguishing research organisations despite name variations. It does not independently validate an author’s affiliation.
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Identifier of a bibliographic reference in PubMed. The record and abstract do not replace the full text; a PMID differs from a DOI and PMCID.
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Identifier of a document in PubMed Central. Check its version, updates and reuse rights: free access does not remove copyright.
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Version made public before peer review. Identify its repository, date and version, then look for any later publication without treating the two texts as identical.
Read moreIn the RFC 7089 framework, a resource representing a prior state of another resource.
Read moreList of Memento addresses for a resource. Distinguish listed states from readable ones.
Read moreFormat grouping resource records and metadata. Preserving a file does not resolve its interpretation.
Read moreConsulting an archival resource through an interface. Record useful components and destinations actually read.
Read moreProperty whereby repeating an operation has the same intended effect as executing it once. It does not guarantee an identical response or safety of every retry.
Read moreCase with a known expected result used to compare observed behaviour. Describe the control and conditions; it does not replace real cases.
Read more256-bit cryptographic digest of file bytes. Supports integrity comparison; it proves neither authorship, time nor factual truth.
Read moreNotice withdrawing a publication from reliable scientific literature. Read its scope and reasons, which do not automatically establish misconduct.
Read moreNotice of uncertainty about a publication during checks. Distinguish it from correction and retraction; preserve the notice with the text.
Read moreDividing results into pages or cursors. A successful response may return only part of a collection; check pages, unique identifiers and stopping rules.
Read moreFrench national association register; its identifier replaces neither SIREN nor SIRET and coverage excludes the Alsace-Moselle local regime.
Read moreEuropean system querying national VAT databases. Distinguish its dated response from an availability error.
Read moreStable registry reference for a trial. Secondary identifiers connect registrations of one trial without making them independent studies.
Read moreDescription of dataset fields: meaning, type, format, unit, codes, missing values, keys and schema version.
Read moreAbsence of a measurement or information whose cause needs documentation. Zero, empty string and not applicable are not automatically equivalent.
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Fields jointly identifying a row, such as entity and period. Removing a component can create multiple matches.
Read moreTranslation prepared for analysis or reading, distinct from a publisher-issued version. It links to the original and explains ambiguous terms.
Read moreCompetent authority permission for a defined scope. It validates neither every product nor a contact copying an authorised entity’s name.
Read moreObject and level represented by one row. Grain determines keys and valid aggregation: company, establishment and transaction differ.
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Number of matching rows between tables: one-to-one, many-to-one or many-to-many. Row multiplication can change totals.
Read moreTime reference for expressing an instant. UTC conversion needs a known offset; it does not certify the source clock.
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A calendar day without an implied time or offset. Converting it to midnight UTC adds unsupported precision.
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Difference between local time and UTC at an instant. A fixed offset does not describe every rule of an IANA zone.
Read moreUN Statistics Division classification of countries or areas and statistical groupings. Its codes contain no geometry.
Read moreAmounts adjusted for price changes to compare volume changes on a reference basis. Use a suitable method and index; currency conversion alone is insufficient.
Insee · Prix courants et constants
Read moreWithholding a value to protect statistical information. A suppressed cell is not zero; retain its status and respect the protection.
Read moreStandard for statistical data and metadata exchange. Producer structures define dimensions, codes and attributes; a shared standard does not guarantee identical methods.
Read moreData Structure Definition: SDMX structure describing dimensions, measures and attributes. Dimension order helps interpret series keys.
Read moreW3C vocabulary describing catalogues, datasets, distributions and data services. It makes relationships explicit without certifying quality or availability.
Read moreDescription of a resource’s registration in a catalogue. Its modification date may differ from that of the described dataset or file.
Read moreJSON format for geographic geometries and features. RFC 7946 uses WGS 84 in degrees, ordered longitude then latitude.
Read moreSystem giving meaning to coordinates, axes and units. Identify reference systems and transformations before comparing numeric pairs.
Read moreCharacter or digits calculated from an identifier to detect some copying errors. A coherent check proves neither assignment nor identity.
Read moreThirteen-digit publication identifier starting with 978 or 979, with weighted modulus-10 check. Verify edition and format; arithmetic does not verify allocated ranges.
Read moreEight-character identifier of a continuing resource, ending with a check digit or X. ISSN assignment does not guarantee content quality.
Read moreA page returned with a success status, usually 200, whose content signals absence or an error. Status alone therefore does not prove that the expected resource was served.
Read moreThe list or mechanism used to select units from a population. Record what it covers and omits: random selection from an incomplete list does not correct its coverage error.
Read moreA response indicating that a request was accepted for processing, without confirming completion or eventual success. Keep the offered monitoring mechanism rather than concluding from this code alone.
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A table’s delimiter, quoting, encoding and header conventions. Establish them before counting cells or interpreting values.
Read moreA record whose values all match another record. It differs from a repeated key; deletion requires knowing the intended grain.
Read moreA column or combination with no missing or repeated values in the studied file. This observation does not guarantee uniqueness in future versions.
Read moreWhitespace before or after a value. It may explain failed exact matches; remove it only under a documented rule suitable for the data.
Read moreIncompatible claims after aligning object, time and scope. Retain both documents and state the check that could resolve the conflict.
Read moreResponses and addresses between a requested URL and its final destination. A successful final status does not prove the cited document was preserved.
Read moreService-provided value for continuing through results. Keep it with filters and version; it need not be a number or an indefinitely reusable address.
Read moreQuantity describing a position at a reference date. Summed monthly stocks are not automatically an annual stock; define the measure before aggregation.
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Quantity covering events over a period. Before adding flows, check compatible definitions and non-overlapping intervals.
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Value summing flows from a defined starting point. Retain origin, resets and revisions; changes need not represent new events.
Read moreDifference unit for percentages: 20% to 25% is +5 points. This differs from the +25% relative change on the initial base.
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Final minus initial value divided by the initial value. Multiply by 100 for a percentage; it is undefined on a zero base.
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Search with no matching result under documented query, filters, service and date. It is not by itself general evidence that the fact is absent.
Read moreTime between explicitly selected events, such as request sent and accepted output. Name boundaries: first displayed content is not journey completion.
Read moreTest condition without relevant data in the cache under study. State which cache; a fresh browser does not guarantee an empty server cache.
Read moreTest condition allowing reuse of relevant data or components. Describe preparation and separate it from first calls in comparisons.
Read moreMethod comparing observations for the same territorial units. It separates changes in the phenomenon from changes created by adding or removing a territory.
Read moreMean accounting for each observation’s weight. To combine comparable rates, use their relevant denominators; an unweighted mean gives equal weight to different population sizes.
Read moreState of a series available at a date or in a particular release, including revisions then known. Keeping that vintage allows results to be reproduced after updates.
Read moreProportion calculated within a defined subset, such as accessible answers. Report its selection condition and excluded counts without treating it as a rate for all attempts.
Read moreResponse delivering part of the requested representation. Read the received range and request context; an accessible portion does not establish that the whole document was examined.
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Method assigning an estimated value to a missing observation under explicit assumptions. Keep the imputation marker and original missing state; the result remains an estimate even when published by the producer.
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Part after # in a URL, often identifying a section. Its presence in a link does not establish that the page still has the corresponding target after migration.
Read moreCache dedicated to one user, for example in their browser. Its state can differ from a shared cache; a new-session test does not represent every previously stored resource.
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Cache able to reuse responses for multiple users, for example at an HTTP intermediary. Check its version and rules separately from the browser; renewing a session does not ensure its update.
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Five-part identifier for a judicial decision: prefix, country or system, court, year and identifying number. Distinct from a CELEX number.
Read morePatent applications grouped by the same priorities. Declare this definition before counting families.
Read morePatent applications linked through priorities, directly or indirectly. Its scope can exceed that of a simple family.
Read moreA DOI that resolves identifies a document; it does not establish its editorial status. Before reusing a scientific conclusion, look for linked corrections, retractions and other updates. No update link is not evidence that no correction exists: coverage depends on deposits and publisher participation. A preprint and published article may have separate identifiers.
Read moreAn annual release and a correction to the same file serve different purposes. DCAT 3 describes resource versions and datasets belonging to a series explicitly; these links do not replace reading the methodology. Reading example: releases covering 2024 and 2025 form a temporal sequence; a corrected 2024 file still covers 2024. Check the observation period, publication date, revision and distribution format separately.
Read moreA check at write time that the version previously read is still current. A failed strong If-Match comparison normally prevents the change and yields 412. Read again and resolve differences; retrying after removing the condition would remove the protection.
Read moreUnder the procedure’s assumptions, target share of intervals covering the parameter across repeated samples, for example 95%. It is not a posterior probability for this fixed parameter.
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No term matches this search.
These ideas overlap, but they answer different questions. Compare them before setting a goal or metric.
Fictional examples: situations and numbers explain the reasoning; they do not describe measured results.
SEO concerns how search engines discover and understand a page. GEO examines its presence and citation in a generated answer. A strong search position does not guarantee accurate attribution in that answer.
A page ranks first for a query, but the generated answer cites another document. Record observed rank, answer presence and attribution separately: one rank does not measure all three.
GEO concerns how an entity or content is represented in generated answers. LLMO more broadly develops the sources, formats and signals that help models retrieve, interpret and cite that information.
An organisation aligns its name and documents its sources. This supports several uses; check observed answers rather than promising an effect attributable solely to the label LLMO.
A cited source is a reference shown as support for an answer. Grounding means building the answer from identifiable sources. A displayed citation alone does not prove that every sentence follows from it.
An answer cites a list of three suppliers and calls one the market leader. The list contains no ranking: remove the conclusion or seek suitable evidence.
Crawlability concerns crawler access; indexability concerns technical eligibility for the index. An accessible page can remain excluded or unselected.
The page returns 200 and carries noindex. Check access and the directive separately: a successful HTTP check alone does not establish indexability.
Robots.txt governs requests by compliant crawlers; a sitemap signals URLs. Neither guarantees indexing or confidentiality.
A URL is in the sitemap but disallowed in robots.txt. Listing it does not lift the restriction; review the rules together and actually protect private areas.
An LLM is the model producing text; RAG is an architecture that supplies retrieved passages from a corpus. Adding RAG does not automatically make sources accurate, current or correctly cited.
A retrieved passage contains an old price. The model paraphrases it accurately: RAG supplied context, but the price is still outdated. Check the version before drawing a conclusion.
Reversibility is tested when leaving a supplier or tool. Digital sovereignty is the broader ability to understand dependencies and retain choices. A theoretical export is insufficient if no one can reuse it.
The data has been recovered, but the replacement application cannot read it. The exit test is incomplete; identify the format, dependency and person responsible for restoring operation.
HITL inserts human approval into an automated flow before selected actions. A decision log retains reasons, owners and review conditions for decisions. Approval without a record makes a system harder to explain and improve.
Someone approves a message, then the recipient changes. Retain the initial decision and submit the new scope for approval: the previous agreement does not automatically cover the change.
Provenance traces where a claim came from and how it changed. Authority expresses how much confidence a source deserves for a particular question. An identifiable origin helps assessment but does not itself make a source reliable.
A signed press release identifies the author of a sales figure. Its origin is known; its calculation method still needs examination before treating the figure as established.
OSINT is a method for collecting and analysing open sources. Digital due diligence can use it to examine an organisation, asset or risk before a decision. Due diligence needs a defined scope and explicit criteria for a conclusion.
An open-source search finds a sale announcement. For due diligence, still define which assets, dates and contradictions must be examined before the decision.
Independence concerns the origin of observations. Corroboration concerns their support for a specific claim; also check that they concern the same fact.
Two newspapers repeat the same press release. They do not provide two independent collections; trace that origin, then seek a distinct item addressing the same claim.
A licence states reuse conditions; EXIF carries embedded capture or file information. Technical metadata does not replace permission.
The photograph has a name in its EXIF but no identified licence. Hold publication until rights are checked; that name alone does not establish permission.
The statistical unit is the object observed; grain specifies what a row represents and its dimensions. Several rows can describe one unit.
The file has one row per establishment per month. Counting rows does not count distinct establishments; fix the period and key before aggregating.
A missing value lacks a usable observation; imputation assigns an estimate using a method. That estimate must remain identifiable.
An empty cell is replaced by 12 using neighbouring periods. Retain the original missing state, method and imputation flag; do not present 12 as an observed measurement.
A stock describes a position at a date; a flow describes events over a period. Adding successive stocks does not produce the period’s flow.
The register has 100 open cases at January-end and 110 at February-end. The net difference of 10 is not the number opened: closures may have occurred between the dates.
A percentage-point change subtracts two rates; relative change divides the difference by the initial rate. State the base and the result’s unit.
From 4% to 6%, the gap is 2 percentage points and the relative increase is 50%. Writing just “+2%” states something different and hides the base used.
A civil date names a calendar day; a UTC timestamp identifies an instant. Converting a date without a time or zone would invent absent precision.
A record gives only 2026-03-04. Retain it as a civil date; do not assign midnight UTC to place it artificially before a timestamped event.
Evidence confidence assesses support from sources; statistical confidence describes an interval procedure. Repeated or copied answers do not become independent because an interval is calculated.
Two fictional panels each yield 25% positive answers: 5 of 20 and 250 of 1,000. Under a suitable binomial model, their 95% Wilson intervals differ in width. This checks neither cited sources nor the accuracy of each answer.
Fictional examples. Two-sided 95% Wilson intervals under a suitable binomial model: independent trials with a common probability. They correct neither selection bias nor classification errors and do not measure source quality.
| Fictional panel | Positives / sample size | Observed rate | 95% Wilson interval |
|---|---|---|---|
| 1 | 5 / 20 | 25.00 % | 11.19–46.87 % |
| 2 | 250 / 1000 | 25.00 % | 22.42–27.78 % |
Limits displayed to two decimals; z = 1.959963984540054. Wilson coverage is approximate, not guaranteed at every sample size.
An entity is something identifiable through attributes and links. A knowledge graph connects multiple entities and makes their relationships explicit. Verify the type, source and date of a relationship before adding it.
Two companies share an address. They are two entities with a common attribute; a control relationship requires other evidence. Do not add ownership to the graph on this clue alone.
SIREN identifies a legal unit; SIRET identifies an establishment and includes its SIREN. One legal unit can therefore be linked to several establishments.
Two records have the same SIREN and different SIRETs. Match them at legal-unit level while retaining separate establishments and their status dates.
A PMID identifies a citation record in PubMed; a PMCID identifies a full-text article in PMC. The identifiers are not interchangeable.
A reference has a PMID but no recorded PMCID. Find the record and seek full text separately; do not construct a PMC link from the PMID number.
ORCID identifies research contributors; ROR identifies research organisations. An affiliation links these objects without making them the same object.
An author and her laboratory have similar names in a record. Retain the person’s ORCID and the organisation’s ROR; check the affiliation and its period separately.
Structured data describes facts explicitly using a vocabulary. Semantic HTML describes the roles of visible page elements. Both should match what readers actually see.
A page shows one workshop while its markup declares three. Correct HTML headings do not repair inconsistent facts; correct the structured data too.
LCP describes loading of the main visible content; INP describes responsiveness to interactions. Improving one does not demonstrate improvement in the other.
The main image appears quickly, but a filter responds late after a click. Inspect the interaction and its tasks rather than recompressing the image without a relevant measurement.
Field data describes real visits; TBT measures blocking in a lab test. Populations and conditions are not interchangeable.
TBT falls in a desktop test, but mobile visits have not been measured yet. Retain the lab improvement without announcing a demonstrated field improvement.
Alternative text conveys useful information or function. A decorative image adds nothing necessary in its context and can have an empty alternative.
A magnifying-glass icon accompanies “Search” in the same button. Do not repeat that name in its alternative; check the accessible name of the complete button instead.
An accessible name identifies a control; focus order organises keyboard progression. A correct label does not guarantee a logical journey.
The “Confirm” button is correctly named but receives focus before required fields. Check sequence and structure, not just the button text.
202 means processing was accepted but not completed; 206 means a response supplies requested partial content. Neither replaces checking the expected outcome.
The API returns 202 after an update request. Use its documented status route before announcing the change; a 206 elsewhere would describe a content range, not this progress.
A private cache serves one user; a shared cache can serve several users. Purging or bypassing them involves different operations.
A new session still shows the old page supplied by an intermediary. Check headers and the served version; clearing the browser does not prove the shared cache is current.
Technical rules, registers and procedures change. Check their current scope in official documentation.
DEEPER READING / PRACTICE
Close words are used as synonyms while they describe different operations. Glossary helps to stabilize the vocabulary before comparing methods or results.
Updated on .
Relate the term to a concrete example and to neighboring concepts. Check the definition retained in the source document when the word has multiple uses.
A general definition may not correspond to the meaning of a specific indicator or register. The context of the document remains necessary.
A vocabulary sheet retains term, work definition, distinction and example. It helps the speakers to use the same words for the same transactions.