Search Result Optimization. Stand out to surprise customers.Search

Intent exists before words. A child points, a person types, and both want to be understood.

Communicative intent is the goal a person pursues with a signal: a gesture, a look, a word or a query. Search systems classify it from text, and most of what carries it never reaches the text.

Contents 48

Every signal has a goal behind it. A query is the smallest and latest of those signals.

Communicative intent is studied in two worlds that rarely meet: the development of communication in children and people with language impairments, and the automatic detection of intent in search and dialogue systems. This page states what is settled in both, what the usual treatment leaves out, and what follows for a page that wants to understand the goal behind a query.

Every heading is a question. The answer stands directly under it, in plain words.

What is communicative intent?

Communicative intent is the goal-directed use of verbal and non-verbal signals to convey something to someone. In web search, it is the goal behind a query. It is older than language and larger than any single signal.

How to act on communicative intent with free means
WhoWhat to doFree meansWhat it shows
SearcherWrite the goal behind your query in one sentence before searchingA notes appThe intent the query has to carry
SEOWrite the goal behind each main query of the page and check the page serves itSearch Console queries and Google SheetsGoals the page leaves unserved
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:"how to" OR intitle:"where to"Pages built around a goal
Who benefits from communicative intent, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamWrites for the goal behind the queryPages that end the search
ManagementSees goals, beyond keywordsContent investment aimed at outcomes
ReadersGet their goal servedOne visit is enough

What is intentional communicative intent?

Intentional communication is deliberate: a person uses a gesture, a look or a word to affect someone else. The signal is directed at a listener and adjusted when it fails. A query retyped until it works is intentional in this sense.

How to act on intentional communication with free means
WhoWhat to doFree meansWhat it shows
SearcherRetype a query deliberately when results miss, changing one thingGoogle searchWhat your intent needed
SEOFind queries retyped several times for the same pageSearch Console queries tab, filtered by pageIntents the first wording failed to carry
Your siteCheck your own domain; replace example.com with itsite:example.com "your topic" "alternative wording"Pages carrying the retyped wording
Who benefits from intentional communication, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
SEOFinds queries people retypePages that match the wording that finally worked
Content teamAdds the successful wordingFound on the first try
ReadersReach the page without retypingLess effort

What is non-intentional communication online?

Non-intentional communication consists of signals produced without a deliberate aim, such as an infant crying or fussing. Others read meaning into them. Much of what people reveal online, from hesitation to abandoned searches, is of this kind.

How to act on non-intentional signals with free means
WhoWhat to doFree meansWhat it shows
SearcherNotice what your hesitation or abandoned searches say about your needBrowser historyNeeds you did not state
SEORead hesitation signals such as long hovering, quick backs and abandoned formsMicrosoft Clarity recordings and heatmapsIntent people show without saying
Your siteCheck your own domain; replace example.com with itsite:example.com inurl:checkout OR inurl:formPages where hesitation shows
Who benefits from non-intentional signals, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Product teamReads hesitation and abandonmentFixes where visitors silently give up
Content teamClarifies passages where people hesitateMore completed visits
ReadersGet help where they hesitatedLess frustration

What role do gestures play in communicative intent?

Gestures are movements that express needs and intentions, before and alongside speech. Children point before they speak. The pointing finger is the first query.

How to act on gestures and pointing with free means
WhoWhat to doFree meansWhat it shows
SearcherUse image search or point your camera when words failGoogle Lens, Google image searchResults for what you cannot name
SEOCheck which pages receive traffic from image and Lens searchesSearch Console, search type ImageIntent expressed by pointing
Your siteCheck your own domain; replace example.com with itsite:example.com filetype:jpg OR filetype:pngImages that can answer visual queries
Who benefits from gestures and pointing, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
SEOTracks image and Lens trafficVisibility for visual searches
Content teamProvides images that answer visual queriesTraffic from people who cannot name the thing
ReadersFind things they cannot describeAnswers without words

If the intent to communicate began with words, these gestures would have to wait for language. All four appear before the first birthday.

Gestures that carry intent before the first year ends: median age of emergence
Infant behaviourMedian age of emergence
Showing an object to someone9 months
Whole-hand pointing9 months
Following another person's point10 months
Index-finger pointing11 months

Rüther, J. and Liszkowski, U., Ontogeny of index-finger pointing, Journal of Child Language, 2024. 31 infants assessed monthly from 8 to 13 months.

What does eye gaze communicate before words?

Eye gaze signals where attention is directed and can make a request, as when a child looks from an object to a parent. It is one of the earliest communicative signals. It shows intent without a single word.

How to act on eye gaze with free means
WhoWhat to doFree meansWhat it shows
SearcherNotice where your eyes go first on a result pageThe result page itselfWhat attracts your attention
SEOUse attention and click maps as a free proxy for gazeMicrosoft Clarity heatmapsWhere visitors look first
Your siteCheck your own domain; replace example.com with itsite:example.comThe first lines Google shows for your pages
Who benefits from eye gaze, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Product teamUses attention maps to place key contentContent seen at once
Content teamPuts the answer where eyes landFaster understanding
ReadersSee what they need firstLess searching

What do facial expressions contribute to communicative intent?

Facial expressions carry emotion and attitude that accompany or replace words. They tell the listener how a message is meant. Text strips them away.

How to act on tone signals with free means
WhoWhat to doFree meansWhat it shows
SearcherAdd tone words like urgent or worried when text alone loses your meaningGoogle searchResults that fit your state
SEOReplace missing tone in text with clear signals: headings, emphasis, reassuranceThe page itselfTone readers can see
Your siteCheck your own domain; replace example.com with itsite:example.com "urgent" OR "don't panic"Pages that signal tone
Who benefits from tone signals, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamMakes tone visible in textReaders who understand how a message is meant
Customer supportUses clear tone in written repliesFewer misread messages
ReadersUnderstand the tone as well as the wordsFewer misunderstandings

What are verbalisations as a channel of intent?

Verbalisations are spoken words and vocal sounds used to deliver a message. They make intent explicit. They are also only one channel among several.

How to act on spoken wording with free means
WhoWhat to doFree meansWhat it shows
SearcherSay your question aloud to a voice assistant when typing feels stiffA voice assistantA fuller wording
SEOCompare spoken-style long queries with typed short onesSearch Console, queries sorted by lengthThe words people use when speaking
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:"how do I" OR intitle:"what should I"Pages for spoken wording
Who benefits from spoken wording, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
SEOCompares spoken-style and typed queriesVisibility for conversational queries
Content teamUses natural spoken phrasing in headingsPages matched to voice queries
ReadersFind pages in their own spoken wordsEasier search

How does autism spectrum disorder relate to communicative intent?

Many autistic children communicate intent differently, using gestures, eye gaze and spoken words in ways that others may not recognise. The intent is there, and its expression takes other forms. Recognising it requires attention to more than words.

How to act on autism and communication with free means
WhoWhat to doFree meansWhat it shows
SearcherAsk a speech-language pathologist or autism association for guidanceNational autism associations, ASHA information pagesQualified help
SEOMake pages usable without reading tone: literal headings, clear steps, no idiomsPlain language guidelines, WAVE accessibility checkerPages that work for literal readers
Your siteCheck your own domain; replace example.com with itsite:example.com "easy read" OR "plain language"Pages written literally
Who benefits from autism and communication, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamWrites literal headings and clear stepsPages usable by more readers
Legal and complianceImproves accessibilityCompliance with accessibility duties
ReadersUse pages without decoding toneIndependence

What does a speech-language pathologist do with communicative intent?

A speech-language pathologist assesses and supports people who have difficulty expressing or understanding communicative intent. The work starts from how a person communicates now. It treats every signal as potentially meaningful.

How to act on professional review of communication content with free means
WhoWhat to doFree meansWhat it shows
SearcherLook up a certified speech-language pathologist near youASHA ProFind, national professional registersA qualified contact
SEOHave content on communication topics reviewed by a qualified professionalA reviewer note on the pageContent with professional oversight
Your siteCheck your own domain; replace example.com with itsite:example.com "speech therapy" OR "language therapy"Pages that need expert review
Who benefits from professional review of communication content, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamHas communication topics reviewedTrustworthy content
Legal and complianceKeeps health-related content supportedLower risk
ReadersRead content checked by a professionalSafer guidance

What is the Communication Matrix for assessing intent?

The Communication Matrix, developed by Charity Rowland, is an assessment tool that maps how a person communicates across seven levels, from pre-intentional behaviour to language. It records every form of communication, including those without words. It shows intent developing step by step.

How to act on the Communication Matrix with free means
WhoWhat to doFree meansWhat it shows
SearcherUse the free online Communication Matrix with a professionalcommunicationmatrix.orgWhere communication stands
SEODescribe audiences by how they communicate, beyond keywordsGoogle Sheets persona notesAudiences with different channels of intent
Your siteCheck your own domain; replace example.com with itsite:example.com "communication" "non-verbal"Pages for non-verbal communication
Who benefits from the Communication Matrix, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamDescribes audiences by how they communicateContent for more ways of communicating
Product teamDesigns for different channels of intentBroader usability
ReadersFind pages that fit their way of communicatingAccess

Also discussed at https://www.communicationmatrix.org/

What role do search queries play in communicative intent?

Search queries are the textual input people give search engines, the written trace of an intent. They are short and stripped of context. Search intent is read from them.

How to act on search queries as traces of intent with free means
WhoWhat to doFree meansWhat it shows
SearcherAdd the context your query leaves outGoogle searchResults for the intent
SEOGroup queries by the intent behind themSearch Console export and Google SheetsIntents behind the written trace
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:"your topic"Pages competing for one intent
Who benefits from search queries as traces of intent, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
SEOGroups queries by intentOne strong page per intent
Content teamKnows the intent each page servesLess overlap
ReadersFind one page for their intentClarity

What is intent detection in dialogue systems?

Intent detection is the automatic classification of a user's input into predefined goal categories. Dialogue systems and search assistants rely on it to decide what to do. It works only with the categories it was given.

How to act on intent detection with free means
WhoWhat to doFree meansWhat it shows
SearcherRephrase for a chatbot using clear goal words: cancel, change, trackThe site's chatbotYour intent recognised
SEOCollect chat inputs the bot misclassifiedChat logs, Google SheetsIntents the categories miss
Your siteCheck your own domain; replace example.com with itsite:example.com inurl:help intitle:cancel OR intitle:trackHelp pages for common intents
Who benefits from intent detection, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Customer supportCollects misclassified chat inputsBetter bot routing
Product teamImproves categoriesMore resolved chats
ReadersAre understood by the botFaster help

What is Broder's intent taxonomy?

Andrei Broder's taxonomy from 2002 sorts web search goals into informational, navigational and transactional. It remains the standard frame for query intent. It describes queries, and the person behind the query is larger than the three classes.

How to act on Broder's taxonomy with free means
WhoWhat to doFree meansWhat it shows
SearcherDecide whether you want to learn, go somewhere or do somethingA notes appThe kind of result to choose
SEOTag each page's main queries as informational, navigational or transactionalSearch Console export and Google SheetsPages built for the wrong class
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:"what is" OR intitle:login OR intitle:buyPages for each class
Who benefits from Broder's taxonomy, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
SEOTags queries by classPages matched to their class
Content teamBuilds information, navigation and action pagesCoverage of all three
ReadersLand on the right kind of pageLess friction

How do speech acts relate to communicative intent?

Speech acts are utterances understood as actions such as asking or requesting. Communicative intent is the goal those acts serve. The act is how the intent becomes visible.

How to act on speech acts and intent with free means
WhoWhat to doFree meansWhat it shows
SearcherName the act you perform with your query: ask, request, complainA notes appThe act your intent needs
SEOMap the acts behind queries to the goals they serveSearch Console and Google SheetsActs that serve the same goal
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:complaint OR intitle:requestPages for acts that reveal intent
Who benefits from speech acts and intent, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamMaps acts to goalsPages that serve the goal behind the act
Customer supportReads complaints as goalsSolutions instead of apologies
ReadersGet their goal met whatever they askedResolution

What are dialogue acts in a conversation?

Dialogue acts classify the function of each utterance within a conversation, such as question, answer or acknowledgement. They are the computational counterpart of speech acts. Systems learn to recognise them from annotated dialogues.

How to act on dialogue acts with free means
WhoWhat to doFree meansWhat it shows
SearcherSay whether you are answering, asking or confirming in a chatThe chat itselfFewer misunderstandings
SEOLabel chat turns as question, answer or acknowledgement and find gapsChat logs, Google SheetsTurns the bot does not handle
Your siteCheck your own domain; replace example.com with itsite:example.com inurl:faqAnswers for common dialogue turns
Who benefits from dialogue acts, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Customer supportLabels chat turnsAnswers for every turn
Product teamFills gaps in bot dialoguesMore completed chats
ReadersHave smooth conversations with botsLess repetition

What is a capsule neural network in intent classification?

A capsule neural network groups neurons into capsules that preserve relationships between features, an architecture proposed by Geoffrey Hinton's group. It has been applied to intent classification in dialogue. It is one of many models that classify text into known goals.

How to act on machine intent classification with free means
WhoWhat to doFree meansWhat it shows
SearcherExpect automated systems to know only the goals they were trained onThe system's help pageThe limits of classification
SEOTest how a free text classifier sorts your visitors' questionsFree tiers of chat assistants, Google SheetsHow well machine classes fit real questions
Your siteCheck your own domain; replace example.com with itsite:example.com inurl:contactWhere free-text questions arrive
Who benefits from machine intent classification, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Product teamTests how classifiers sort real questionsCategories that fit
ManagementUnderstands the limits of automationRealistic expectations
ReadersGet routed correctlyFaster help

How does conversational implicature relate to intent?

Conversational implicature is meaning conveyed beyond the literal words, which the listener infers. Much communicative intent travels this way. A classifier that reads only the words misses the implied goal.

How to act on implied intent with free means
WhoWhat to doFree meansWhat it shows
SearcherSay the goal you only implied when results miss itGoogle searchResults for the implied goal
SEOList what the page's queries imply and answer thatPeople also ask, Search Console queriesImplied goals the page misses
Your siteCheck your own domain; replace example.com with itsite:example.com "if you are wondering"Pages that answer implied goals
Who benefits from implied intent, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamAnswers implied goalsVisitors whose unsaid goal is met
SEOReads implied goals in related questionsCoverage of what queries imply
ReadersGet help for what they impliedComplete answers

Paralinguistic cues are features of speech beyond the words, such as tone, pace and pauses. They change what an utterance means. Voice search carries them, and a text transcript loses them.

How to act on paralinguistic cues with free means
WhoWhat to doFree meansWhat it shows
SearcherRepeat a voice query with a clearer stress on the key wordA voice assistantBetter recognition
SEOWrite answers that make sense when read aloudA read-aloud test, the browser's text-to-speechAnswers that survive voice
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:"near me"Pages likely reached by voice
Who benefits from paralinguistic cues, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamWrites answers that work read aloudAnswers voice assistants can use
SEOOptimises for near me and voice queriesVoice visibility
ReadersGet clear spoken answersHands-free help

Why is sentiment polarity insufficient for reading intent?

Sentiment polarity measures whether a text is positive or negative. It says little about what a person wants. An angry query and a calm one can seek the same thing.

How to act on intent beyond sentiment with free means
WhoWhat to doFree meansWhat it shows
SearcherSeparate your frustration from your goal when writing to supportA notes appA request support can act on
SEORead negative feedback for the goal behind it, beyond the toneGoogle Forms responses, support logsGoals hidden in complaints
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:problem OR intitle:issuePages for frustrated visitors
Who benefits from intent beyond sentiment, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Customer supportReads the goal in negative feedbackProblems solved, beyond calming tone
Product teamPrioritises fixes by goalImprovements that matter
ReadersGet their request handledResolution

What is constructive communication rewriting that keeps the intent?

Constructive communication rewriting transforms a harmful or hostile utterance into a respectful one while keeping its underlying intent. It separates what someone wants from how they said it. The intent survives the rewording.

How to act on constructive rewriting with free means
WhoWhat to doFree meansWhat it shows
SearcherRewrite an angry message to keep the request and drop the insultA notes appA message that gets answered
SEOAnswer hostile comments by restating the underlying requestComment moderation, a reply templateVisitors whose intent is served
Your siteCheck your own domain; replace example.com with itsite:example.com inurl:commentsComment sections to moderate
Who benefits from constructive rewriting, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Customer supportAnswers the request in hostile messagesCalmer threads
ManagementProtects the tone of public spacesA welcoming community
ReadersAre heard even when upsetResolution

What does the usual treatment of communicative intent leave out?

What intent needs beyond classification, and the people whose intent is hardest to read. The usual treatment describes signals and classifiers. It leaves out shared attention, intents that fall outside a system's categories, the details a request contains, mental state attribution, the whole range of language impairments, and the standards that make interfaces accessible. For search, that missing part is the difference between assigning a query to a class and understanding what the person wants.

How to act on what the usual treatment of communicative intent leaves out with free means
WhoWhat to doFree meansWhat it shows
SEOList requests that fall outside every category the site offersSite search terms in Google Analytics 4, support logsIntents without a home
Your siteCheck your own domain; replace example.com with itsite:example.com "other" inurl:contactCatch-all channels
Who benefits from what the usual treatment of communicative intent leaves out, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
ManagementInvests in needs outside categoriesDemand others miss
Customer supportCollects uncategorised requestsNew content ideas
ReadersFind a home for unusual needsHelp anyway

What is joint attention between a person and a search interface?

Joint attention is the shared focus of two people on the same object, each aware that the other attends to it. Infants develop it in the first year, before they speak. Communication is built on it, and a search interface has none.

How to act on joint attention with free means
WhoWhat to doFree meansWhat it shows
SearcherTell a page or assistant what you are looking atThe site's chat, Google LensShared focus
SEOShow visitors what the page is about in the first screen, so both look at the same thingFive-second test with colleaguesShared attention at arrival
Your siteCheck your own domain; replace example.com with itsite:example.com "on this page"Pages that orient visitors
Who benefits from joint attention, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamOrients visitors in the first screenVisitors who stay
Product teamDesigns shared focus into pagesLess confusion
ReadersKnow at once they are on the right pageConfidence

What is out-of-scope intent detection?

Out-of-scope intent detection recognises when an input matches none of the categories a system knows. Without it, a system forces every request into the nearest known class. Many real needs belong to no predefined class.

How to act on out-of-scope detection with free means
WhoWhat to doFree meansWhat it shows
SearcherLook for a human contact when a bot keeps misunderstandingThe site's contact pageHelp for a need outside the bot
SEOAdd a clear route for requests that fit no categoryThe page itself, Google FormsNeeds outside the categories caught
Your siteCheck your own domain; replace example.com with itsite:example.com "something else" OR "other request"Pages with a catch-all route
Who benefits from out-of-scope detection, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Customer supportAdds a route for unmatched requestsFewer lost customers
Product teamDetects when a bot should hand overBetter service
ReadersReach a human when neededNo dead ends

Also discussed at https://arxiv.org/abs/1909.02027

If a classifier that sorts known requests well also recognised requests outside its list, both columns would be high. The second column stays far below the first for every system.

Known intents against unknown ones: accuracy and out-of-scope recall on CLINC150
ClassifierAccuracy on the 150 known intentsOut-of-scope queries recognised (recall)
FastText89.0 %9.7 %
SVM91.0 %14.5 %
DialogFlow91.7 %14.0 %
MLP93.5 %47.4 %
BERT96.9 %40.3 %

Larson, S., Mahendran, A., Peper, J. J. et al., An evaluation dataset for intent classification and out-of-scope prediction, EMNLP-IJCNLP 2019. 23,700 queries, 150 intents in 10 domains; full training set, out-of-scope queries trained as an additional intent.

What is slot filling alongside intent detection?

Slot filling extracts the specific details of a request, such as a date, a place or a product, alongside its intent. Booking a flight to Lisbon on Friday has one intent and several slots. Intent without slots cannot be acted on.

How to act on slot filling with free means
WhoWhat to doFree meansWhat it shows
SearcherInclude the details in your query: date, place, modelGoogle searchResults you can act on
SEOCheck that forms and pages ask for the details a request needsMicrosoft Clarity form analysisMissing slots that stop actions
Your siteCheck your own domain; replace example.com with itsite:example.com inurl:booking OR inurl:reservationPages that collect details
Who benefits from slot filling, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Product teamAsks for the details a request needsMore completed actions
SalesCollects complete requestsQualified leads
ReadersComplete requests in one goLess back and forth

Also discussed at https://cloud.google.com/dialogflow/es/docs/intents-actions-parameters

Described in a Google patent: https://patents.google.com/patent/US11347801B2/en

If naming the intent meant understanding the request, the whole-frame row would match the intent row. It sits 11.4 points lower on ATIS and 21.5 points lower on Snips.

Intent label, slots and whole meaning: slot-gated model on ATIS and Snips
MeasureATIS (flight requests)Snips (7 assistant intents)
Intent accuracy93.6 %97.0 %
Slot filling (F1)94.8 %88.8 %
Whole semantic frame correct82.2 %75.5 %

Goo, C.-W., Gao, G., Hsu, Y.-K., Huo, C.-L., Chen, T.-C., Hsu, K.-W. and Chen, Y.-N., Slot-gated modeling for joint slot filling and intent prediction, NAACL-HLT 2018. Slot-gated model with full attention; test sets of 893 (ATIS) and 700 (Snips) utterances.

What is social communication disorder in the use of language?

Social communication disorder is a diagnosis for persistent difficulties with the social use of language, without the restricted and repetitive behaviours of autism. It was introduced in DSM-5 in 2013. It shows that pragmatic difficulty exists on its own.

How to act on social communication difficulties with free means
WhoWhat to doFree meansWhat it shows
SearcherSeek assessment from a qualified professionalProfessional registers, ASHA information pagesQualified help
SEOWrite instructions that do not rely on social inferencePlain language guidelinesPages usable without reading between lines
Your siteCheck your own domain; replace example.com with itsite:example.com "as you can imagine" OR "obviously"Wording that relies on social inference
Who benefits from social communication difficulties, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamWrites without relying on social inferencePages usable by more readers
Legal and complianceImproves accessibilityInclusion
ReadersUnderstand instructions literallyIndependence

What is augmentative and alternative communication for expressing intent?

Augmentative and alternative communication covers methods and devices that supplement or replace speech, from picture boards to speech-generating devices. They give intent a channel when speech is not available. Every interface is a kind of alternative communication.

How to act on alternative communication with free means
WhoWhat to doFree meansWhat it shows
SearcherAsk a speech-language pathologist about AAC optionsASHA information on AACWays to express intent
SEOTest that the site works with assistive input such as switches and keyboardsKeyboard-only test, WAVE accessibility checkerPages usable with alternative input
Your siteCheck your own domain; replace example.com with itsite:example.com inurl:accessibilityAccessibility statements
Who benefits from alternative communication, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Product teamSupports assistive inputAccess for more users
Legal and complianceMeets accessibility requirementsCompliance
ReadersUse the site with their input methodIndependence

Also discussed at https://www.asha.org/public/speech/disorders/aac/

What is pragmatic competence in understanding intent?

Pragmatic competence is the ability to use and interpret language appropriately in context. It varies between people. Differences in understanding are often differences in this ability, beyond noise in the signal.

How to act on pragmatic competence with free means
WhoWhat to doFree meansWhat it shows
SearcherAsk for clarification when a page's meaning is unclearThe site's contact formThe intended meaning
SEOHave readers from different backgrounds test key pagesA test with three readers, Google FormsPages that work across pragmatic abilities
Your siteCheck your own domain; replace example.com with itsite:example.com "needless to say"Wording that assumes shared pragmatics
Who benefits from pragmatic competence, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamTests pages with diverse readersPages understood by more people
ManagementValues inclusive communicationWider reach
ReadersUnderstand what is meantFewer misunderstandings

What is an illocutionary force indicating device in intent detection?

An illocutionary force indicating device is a linguistic marker of what an utterance does, such as mood, word order or a question mark. It signals intent in the structure of the words. Detection that relies only on vocabulary ignores it.

How to act on force markers in intent detection with free means
WhoWhat to doFree meansWhat it shows
SearcherKeep the question mark and question word in your queryGoogle searchResults that treat it as a question
SEOCheck whether chat and site search keep punctuation and question wordsSite search tests, chat logsIntent signals lost in processing
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:how OR intitle:why OR intitle:whatTitles phrased as questions
Who benefits from force markers in intent detection, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Product teamKeeps question words and punctuation in processingBetter site search and chat results
SEOUses question titlesVisibility for question queries
ReadersAre understood as askingAnswers, not listings

What is zero-shot intent classification?

Zero-shot intent classification assigns intents that a model has not seen in training, using descriptions of the categories. It extends detection to new domains without labelled data. It depends on how well the categories are named.

How to act on zero-shot classification with free means
WhoWhat to doFree meansWhat it shows
SearcherDescribe your goal plainly so a system can match it to a categoryThe site's chatbotA correct match
SEOName help categories so clearly that a model could sort requests by name aloneFree tiers of chat assistants, Google SheetsCategory names that classify well
Your siteCheck your own domain; replace example.com with itsite:example.com inurl:helpHelp categories to rename
Who benefits from zero-shot classification, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Customer supportNames help categories clearlyRequests routed correctly
Product teamTests category names with modelsReliable automated routing
ReadersReach the right helpFaster solutions

Also discussed at https://huggingface.co/tasks/zero-shot-classification

What is a task-oriented dialogue system that tracks intent?

A task-oriented dialogue system helps a user complete a goal, such as booking or troubleshooting, across several turns. It tracks intent, slots and progress. A single classified query is only its first step.

How to act on task-oriented dialogue with free means
WhoWhat to doFree meansWhat it shows
SearcherComplete a chat task in one session and keep the confirmationThe site's chatA finished task
SEOFind where chat tasks break off and fix the stepChat logs, Google Analytics 4 eventsSteps where intent is lost
Your siteCheck your own domain; replace example.com with itsite:example.com inurl:chat OR inurl:assistantDialogue features on the site
Who benefits from task-oriented dialogue, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Product teamFixes steps where chat tasks break offMore completed tasks
Customer supportSees fewer failed chatsLess escalation
ReadersFinish tasks in chatTime saved

What is developmental language disorder when intent is intact?

Developmental language disorder is a persistent difficulty with learning language that is not explained by another condition. It affects a notable share of children. Their communicative intent is intact and its expression is harder.

How to act on language difficulties with free means
WhoWhat to doFree meansWhat it shows
SearcherSeek assessment from a qualified professionalProfessional registers, national health servicesQualified help
SEOUse short sentences, common words and visual support on key pagesHemingway Editor web version, WAVE accessibility checkerPages readable with language difficulties
Your siteCheck your own domain; replace example.com with itsite:example.com "easy read"Easy-read versions
Who benefits from language difficulties, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamUses short sentences and visual supportPages usable by more readers
Legal and complianceImproves accessibilityInclusion
ReadersRead with less difficultyAccess

Also discussed at https://www.nidcd.nih.gov/health/developmental-language-disorder

What are prosodic features of spoken intent?

Prosodic features are measurable properties of speech such as pitch contour, stress and rhythm. They mark questions, emphasis and emotion. Spoken intent is carried as much by prosody as by words.

How to act on prosody with free means
WhoWhat to doFree meansWhat it shows
SearcherStress the key word when a voice assistant misunderstandsA voice assistantBetter recognition
SEOAdd question-form headings that match spoken questionsSearch Console queries with question wordsPages matching spoken intent
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:"how" OR intitle:"why"Question headings
Who benefits from prosody, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
SEOAdds question-form headings for spoken queriesVoice search visibility
Content teamWrites natural spoken questionsBetter matches
ReadersFind answers to spoken questionsEase

What role does theory of mind play in reading intent?

Theory of mind is the ability to attribute beliefs, desires and intentions to others. Understanding communicative intent depends on it. Many misunderstandings are failures of mental state inference, beyond failures of encoding.

How to act on theory of mind with free means
WhoWhat to doFree meansWhat it shows
SearcherTell a page what you already believe about the topicThe page's question or feedback formAnswers that fit your view
SEOWrite down what visitors likely believe and want before writingGoogle Forms, support questionsPages that anticipate the reader's mind
Your siteCheck your own domain; replace example.com with itsite:example.com "you might think"Pages that address beliefs
Who benefits from theory of mind, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamAnticipates what readers believePages that feel understanding
SalesAddresses what prospects thinkBetter conversations
ReadersFeel understoodTrust

A deictic gesture points to something in the shared environment, such as pointing at an object. It resolves what this or there refers to. Multimodal systems need it to link words to the world.

How to act on multimodal pointing with free means
WhoWhat to doFree meansWhat it shows
SearcherPoint your camera at the thing and add a questionGoogle Lens with textAnswers about this thing
SEOProvide clear images with descriptive alt text and captionsSearch Console image search type, WAVE for alt textImages that answer pointing searches
Your siteCheck your own domain; replace example.com with itsite:example.com inurl:images OR inurl:galleryImage content
Who benefits from multimodal pointing, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
SEOOptimises images with alt text and captionsVisibility in Lens and image search
Content teamProvides clear images of key itemsAnswers to pointing searches
ReadersFind information about what they point atDirect answers

What is a transactional query in Broder's taxonomy?

A transactional query aims to perform an action, such as buying, downloading or booking. It is one of Broder's three classes. Treating it like a request for information sends the person away empty-handed.

How to act on transactional queries with free means
WhoWhat to doFree meansWhat it shows
SearcherUse action words like buy, book or downloadGoogle searchPages where you can act
SEOCheck that transactional queries land on pages with a working actionSearch Console queries, Microsoft ClarityAction queries sent to information pages
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:buy OR intitle:orderAction pages
Who benefits from transactional queries, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
SalesLands action queries on action pagesMore conversions
Product teamKeeps the action workingFewer drop-offs
ReadersComplete the action they searched forSatisfaction

What is a navigational query in Broder's taxonomy?

A navigational query aims to reach a particular website or destination. The person knows where they want to go. The fastest correct answer is the destination itself.

How to act on navigational queries with free means
WhoWhat to doFree meansWhat it shows
SearcherType the site name or use a bookmarkBrowser bookmarksThe destination directly
SEOCheck that brand and page-name queries reach the right destinationSearch Console queries with the brandNavigational queries that land wrong
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:login OR intitle:accountDestination pages
Who benefits from navigational queries, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
SEOEnsures brand queries reach the destinationNo lost visitors
Customer supportKeeps key destinations findableFewer where-is calls
ReadersGet where they meant to goSpeed

What is pre-intentional communication in child development?

Pre-intentional communication consists of behaviours that others interpret as meaningful before the person uses them deliberately, the first stage in many developmental models. Intent grows out of being understood. Communication starts with the listener's reading.

How to act on pre-intentional signals with free means
WhoWhat to doFree meansWhat it shows
SearcherRead reliable sources on early communication milestonesNational health services, ASHA milestone pagesTrustworthy guidance
SEOTreat every visitor behaviour as a possible signal before deciding it is noiseMicrosoft Clarity recordingsSignals worth reading
Your siteCheck your own domain; replace example.com with itsite:example.com "milestones"Pages on development
Who benefits from pre-intentional signals, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Product teamTreats behaviour as a possible signalEarlier detection of problems
Content teamWrites about development with care and sourcesTrusted parenting content
ReadersGet reliable guidanceReassurance

What is semantic role labelling of a request?

Semantic role labelling identifies who did what to whom, when and where in a sentence. It extracts the structure of an event. It captures what a request is about, beyond its emotional tone.

How to act on semantic roles with free means
WhoWhat to doFree meansWhat it shows
SearcherState who needs what, where and when in your queryGoogle searchPrecise results
SEOCheck that key pages state who, what, where and when clearlyThe page itselfContent systems can parse
Your siteCheck your own domain; replace example.com with itsite:example.com "who can" OR "when to"Pages with clear roles
Who benefits from semantic roles, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamStates who, what, where and when clearlyContent systems can parse
SEOStructures key factsBetter extraction by search systems
ReadersFind precise informationClarity

What is session-based search with an evolving intent?

Session-based search treats a sequence of queries as one search with an evolving goal. Intent changes and becomes clearer across the session. A classifier working query by query sees only fragments.

How to act on session-based search with free means
WhoWhat to doFree meansWhat it shows
SearcherKeep your earlier searches in mind and refine step by stepBrowser historyA clearer goal
SEOLook at the paths visitors take across pages after arrivingGoogle Analytics 4 path explorationHow intent evolves on the site
Your siteCheck your own domain; replace example.com with itsite:example.com "next step"Pages that lead onward
Who benefits from session-based search, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamLinks the next step of a search pathVisitors who stay as their goal evolves
SEOStudies visitor pathsPages for each stage
ReadersRefine without starting overA smoother path

What is affective computing in reading intent?

Affective computing, a field named by Rosalind Picard in 1997, develops systems that recognise and respond to human emotion. It treats emotional state as input for adapting the interaction. Intent and emotion travel together.

How to act on affective signals with free means
WhoWhat to doFree meansWhat it shows
SearcherSay how you feel when it matters for the answerThe chat or the queryResponses that fit
SEORead rage clicks and quick backs as emotional signalsMicrosoft Clarity rage clicksFrustration that blocks intent
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:frustrated OR intitle:annoyingPages for emotional queries
Who benefits from affective signals, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Product teamReads rage clicks and quick backsFixes where frustration blocks intent
Customer supportResponds to emotional stateCalmer customers
ReadersMeet systems that respond to frustrationLess stress

What is aphasia when intent and words come apart?

Aphasia is a language impairment acquired through brain injury, most often a stroke. People with aphasia usually know what they want to say and struggle to say it. Their intent shows that meaning and words can come apart.

How to act on aphasia-friendly design with free means
WhoWhat to doFree meansWhat it shows
SearcherSeek support from a speech-language pathologist or aphasia associationNational aphasia associationsQualified help
SEOOffer icons, images and short labels next to text on key actionsWAVE accessibility checkerActions usable with language difficulty
Your siteCheck your own domain; replace example.com with itsite:example.com "aphasia friendly" OR "easy read"Accessible formats
Who benefits from aphasia-friendly design, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Product teamAdds icons and short labels to key actionsAccess for more users
Legal and complianceImproves accessibilityInclusion
ReadersAct without relying on wordsIndependence

Also discussed at https://www.asha.org/public/speech/disorders/aphasia/

How is eye gaze tracking used to anticipate intent?

Eye gaze tracking measures where a person looks with sensors and cameras. It can reveal interest and intent without any input. Interfaces can use it to anticipate what someone wants.

How to act on gaze-based signals with free means
WhoWhat to doFree meansWhat it shows
SearcherUse accessibility settings that follow your gaze if you need themDevice accessibility settingsEasier control
SEOUse scroll and attention maps as a free stand-in for gaze trackingMicrosoft Clarity heatmapsWhere attention signals intent
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:"your topic"Pages to map
Who benefits from gaze-based signals, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Product teamUses attention maps to anticipate needsContent placed where it is needed
Content teamMoves key answers into viewFaster understanding
ReadersSee what they need without searchingEase

Described in a Google patent: https://patents.google.com/patent/US8510166B2/en

What is ISO/IEC 24751 for declared user needs?

ISO/IEC 24751 is an international standard for describing individual needs and preferences so that digital resources can adapt to them, particularly for accessibility. It lets a system meet a user's way of communicating. Intent is easier to serve when needs are declared.

How to act on declared user needs with free means
WhoWhat to doFree meansWhat it shows
SearcherSet your preferences for text size, contrast and captionsBrowser and device accessibility settingsPages adapted to you
SEORespect user preferences such as reduced motion and dark modeLighthouse accessibility audit in ChromePages that adapt to declared needs
Your siteCheck your own domain; replace example.com with itsite:example.com inurl:accessibilityAccessibility statements
Who benefits from declared user needs, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Product teamRespects accessibility preferencesPages that adapt to users
Legal and complianceSupports accessibility complianceLower risk
ReadersUse pages suited to their needsComfort

What does a board certified behavior analyst do with communication?

A board certified behavior analyst designs and supervises behavioural interventions, including programmes that teach functional communication. The role works alongside speech-language pathology. It connects understanding a behaviour with changing it.

How to act on professional review of behaviour content with free means
WhoWhat to doFree meansWhat it shows
SearcherCheck a behaviour analyst's certification before working with themThe BACB certificant registryA qualified professional
SEOHave behaviour-related content reviewed by a certified professionalA reviewer note on the pageResponsible content
Your siteCheck your own domain; replace example.com with itsite:example.com "behavior" OR "behaviour"Pages that need review
Who benefits from professional review of behaviour content, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamHas behaviour topics reviewedResponsible content
Legal and complianceKeeps sensitive advice supportedLower risk
ReadersRead content checked by a professionalSafer guidance

Also discussed at https://www.bacb.com/bcba/

What is functional communication training for the intent behind behaviour?

Functional communication training teaches a person to replace a challenging behaviour with a communicative act that achieves the same goal. It starts from the intent behind the behaviour. The goal stays, the signal changes.

How to act on functional communication with free means
WhoWhat to doFree meansWhat it shows
SearcherAsk what goal a difficult behaviour servesA qualified professionalThe intent behind it
SEOTreat unwanted visitor behaviour, such as rage clicks, as a request and give it a better routeMicrosoft Clarity rage clicksIntents served by a better path
Your siteCheck your own domain; replace example.com with itsite:example.com inurl:helpRoutes that replace frustration
Who benefits from functional communication, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Product teamReplaces frustrated behaviour with a better routeGoals reached without frustration
Customer supportSees fewer angry contactsCalmer service
ReadersReach their goal an easier wayLess frustration

A query is one signal of an intent that also shows in context, sequence, tone and what the person does next. Systems that classify single queries into a few categories capture a fraction of it. The rest decides whether the person is served.

How to act on communicative intent in search with free means
WhoWhat to doFree meansWhat it shows
SEORead intent from context, sequence and behaviour as well as from the querySearch Console, Google Analytics 4, Microsoft ClarityThe part of intent no single query shows
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:"your topic"Pages to review for intent
Who benefits from communicative intent in search, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
SEOReads intent from context and behaviourPages that serve more of the intent
ManagementMeasures beyond query classesA truer picture of demand
ReadersGet served beyond their wordsBetter outcomes

What should a page do about communicative intent?

Serve the goal behind the query: recognise the kind of request, extract the details it needs, and offer a way forward when the need fits no category. Where the goal is unclear, ask. That is the idea of Supervised Search: the page creates the shared attention that a search box lacks.

How to act on communicative intent on a page with free means
WhoWhat to doFree meansWhat it shows
SEORecognise the kind of request, collect the details and offer a route for needs outside the categoriesThe page itself, Google FormsA page that serves the goal
SEOAsk one question where the goal is unclear and route the answersThe page itself, Microsoft ClarityShared attention the search box lacks
Your siteCheck your own domain; replace example.com with itsite:example.com "what are you looking for"Pages that ask first
Who benefits from communicative intent on a page, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamRecognises requests, collects details and offers a route for the restPages that serve the goal
Product teamAdds one question where the goal is unclearShared attention on the page
ReadersAre asked and guidedSearch that ends on the page

Search intent

First published 2026-09-14. Last revised 2026-09-16.