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
Who
What to do
Free means
What it shows
Searcher
Write the goal behind your query in one sentence before searching
A notes app
The intent the query has to carry
SEO
Write the goal behind each main query of the page and check the page serves it
Search Console queries and Google Sheets
Goals the page leaves unserved
Your site
Check your own domain; replace example.com with it
site: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 benefits
In everyday use
How it pays off
Content team
Writes for the goal behind the query
Pages that end the search
Management
Sees goals, beyond keywords
Content investment aimed at outcomes
Readers
Get their goal served
One 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
Who
What to do
Free means
What it shows
Searcher
Retype a query deliberately when results miss, changing one thing
Google search
What your intent needed
SEO
Find queries retyped several times for the same page
Search Console queries tab, filtered by page
Intents the first wording failed to carry
Your site
Check your own domain; replace example.com with it
Who benefits from intentional communication, and how it pays off in search results
Who benefits
In everyday use
How it pays off
SEO
Finds queries people retype
Pages that match the wording that finally worked
Content team
Adds the successful wording
Found on the first try
Readers
Reach the page without retyping
Less 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
Who
What to do
Free means
What it shows
Searcher
Notice what your hesitation or abandoned searches say about your need
Browser history
Needs you did not state
SEO
Read hesitation signals such as long hovering, quick backs and abandoned forms
Microsoft Clarity recordings and heatmaps
Intent people show without saying
Your site
Check your own domain; replace example.com with it
site:example.com inurl:checkout OR inurl:form
Pages where hesitation shows
Who benefits from non-intentional signals, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Product team
Reads hesitation and abandonment
Fixes where visitors silently give up
Content team
Clarifies passages where people hesitate
More completed visits
Readers
Get help where they hesitated
Less 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
Who
What to do
Free means
What it shows
Searcher
Use image search or point your camera when words fail
Google Lens, Google image search
Results for what you cannot name
SEO
Check which pages receive traffic from image and Lens searches
Search Console, search type Image
Intent expressed by pointing
Your site
Check your own domain; replace example.com with it
site:example.com filetype:jpg OR filetype:png
Images that can answer visual queries
Who benefits from gestures and pointing, and how it pays off in search results
Who benefits
In everyday use
How it pays off
SEO
Tracks image and Lens traffic
Visibility for visual searches
Content team
Provides images that answer visual queries
Traffic from people who cannot name the thing
Readers
Find things they cannot describe
Answers 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 behaviour
Median age of emergence
Showing an object to someone
9 months
Whole-hand pointing
9 months
Following another person's point
10 months
Index-finger pointing
11 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
Who
What to do
Free means
What it shows
Searcher
Notice where your eyes go first on a result page
The result page itself
What attracts your attention
SEO
Use attention and click maps as a free proxy for gaze
Microsoft Clarity heatmaps
Where visitors look first
Your site
Check your own domain; replace example.com with it
site:example.com
The first lines Google shows for your pages
Who benefits from eye gaze, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Product team
Uses attention maps to place key content
Content seen at once
Content team
Puts the answer where eyes land
Faster understanding
Readers
See what they need first
Less 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
Who
What to do
Free means
What it shows
Searcher
Add tone words like urgent or worried when text alone loses your meaning
Google search
Results that fit your state
SEO
Replace missing tone in text with clear signals: headings, emphasis, reassurance
The page itself
Tone readers can see
Your site
Check your own domain; replace example.com with it
site: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 benefits
In everyday use
How it pays off
Content team
Makes tone visible in text
Readers who understand how a message is meant
Customer support
Uses clear tone in written replies
Fewer misread messages
Readers
Understand the tone as well as the words
Fewer 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
Who
What to do
Free means
What it shows
Searcher
Say your question aloud to a voice assistant when typing feels stiff
A voice assistant
A fuller wording
SEO
Compare spoken-style long queries with typed short ones
Search Console, queries sorted by length
The words people use when speaking
Your site
Check your own domain; replace example.com with it
site: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 benefits
In everyday use
How it pays off
SEO
Compares spoken-style and typed queries
Visibility for conversational queries
Content team
Uses natural spoken phrasing in headings
Pages matched to voice queries
Readers
Find pages in their own spoken words
Easier 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
Who
What to do
Free means
What it shows
Searcher
Ask a speech-language pathologist or autism association for guidance
National autism associations, ASHA information pages
Qualified help
SEO
Make pages usable without reading tone: literal headings, clear steps, no idioms
Plain language guidelines, WAVE accessibility checker
Pages that work for literal readers
Your site
Check your own domain; replace example.com with it
site: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 benefits
In everyday use
How it pays off
Content team
Writes literal headings and clear steps
Pages usable by more readers
Legal and compliance
Improves accessibility
Compliance with accessibility duties
Readers
Use pages without decoding tone
Independence
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
Who
What to do
Free means
What it shows
Searcher
Look up a certified speech-language pathologist near you
ASHA ProFind, national professional registers
A qualified contact
SEO
Have content on communication topics reviewed by a qualified professional
A reviewer note on the page
Content with professional oversight
Your site
Check your own domain; replace example.com with it
site: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 benefits
In everyday use
How it pays off
Content team
Has communication topics reviewed
Trustworthy content
Legal and compliance
Keeps health-related content supported
Lower risk
Readers
Read content checked by a professional
Safer 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
Who
What to do
Free means
What it shows
Searcher
Use the free online Communication Matrix with a professional
communicationmatrix.org
Where communication stands
SEO
Describe audiences by how they communicate, beyond keywords
Google Sheets persona notes
Audiences with different channels of intent
Your site
Check your own domain; replace example.com with it
site:example.com "communication" "non-verbal"
Pages for non-verbal communication
Who benefits from the Communication Matrix, and how it pays off in search results
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
Who
What to do
Free means
What it shows
Searcher
Add the context your query leaves out
Google search
Results for the intent
SEO
Group queries by the intent behind them
Search Console export and Google Sheets
Intents behind the written trace
Your site
Check your own domain; replace example.com with it
site: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 benefits
In everyday use
How it pays off
SEO
Groups queries by intent
One strong page per intent
Content team
Knows the intent each page serves
Less overlap
Readers
Find one page for their intent
Clarity
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
Who
What to do
Free means
What it shows
Searcher
Rephrase for a chatbot using clear goal words: cancel, change, track
The site's chatbot
Your intent recognised
SEO
Collect chat inputs the bot misclassified
Chat logs, Google Sheets
Intents the categories miss
Your site
Check your own domain; replace example.com with it
site:example.com inurl:help intitle:cancel OR intitle:track
Help pages for common intents
Who benefits from intent detection, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Customer support
Collects misclassified chat inputs
Better bot routing
Product team
Improves categories
More resolved chats
Readers
Are understood by the bot
Faster 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
Who
What to do
Free means
What it shows
Searcher
Decide whether you want to learn, go somewhere or do something
A notes app
The kind of result to choose
SEO
Tag each page's main queries as informational, navigational or transactional
Search Console export and Google Sheets
Pages built for the wrong class
Your site
Check your own domain; replace example.com with it
site:example.com intitle:"what is" OR intitle:login OR intitle:buy
Pages for each class
Who benefits from Broder's taxonomy, and how it pays off in search results
Who benefits
In everyday use
How it pays off
SEO
Tags queries by class
Pages matched to their class
Content team
Builds information, navigation and action pages
Coverage of all three
Readers
Land on the right kind of page
Less 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
Who
What to do
Free means
What it shows
Searcher
Name the act you perform with your query: ask, request, complain
A notes app
The act your intent needs
SEO
Map the acts behind queries to the goals they serve
Search Console and Google Sheets
Acts that serve the same goal
Your site
Check your own domain; replace example.com with it
site:example.com intitle:complaint OR intitle:request
Pages for acts that reveal intent
Who benefits from speech acts and intent, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Maps acts to goals
Pages that serve the goal behind the act
Customer support
Reads complaints as goals
Solutions instead of apologies
Readers
Get their goal met whatever they asked
Resolution
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
Who
What to do
Free means
What it shows
Searcher
Say whether you are answering, asking or confirming in a chat
The chat itself
Fewer misunderstandings
SEO
Label chat turns as question, answer or acknowledgement and find gaps
Chat logs, Google Sheets
Turns the bot does not handle
Your site
Check your own domain; replace example.com with it
site:example.com inurl:faq
Answers for common dialogue turns
Who benefits from dialogue acts, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Customer support
Labels chat turns
Answers for every turn
Product team
Fills gaps in bot dialogues
More completed chats
Readers
Have smooth conversations with bots
Less 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
Who
What to do
Free means
What it shows
Searcher
Expect automated systems to know only the goals they were trained on
The system's help page
The limits of classification
SEO
Test how a free text classifier sorts your visitors' questions
Free tiers of chat assistants, Google Sheets
How well machine classes fit real questions
Your site
Check your own domain; replace example.com with it
site:example.com inurl:contact
Where free-text questions arrive
Who benefits from machine intent classification, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Product team
Tests how classifiers sort real questions
Categories that fit
Management
Understands the limits of automation
Realistic expectations
Readers
Get routed correctly
Faster 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
Who
What to do
Free means
What it shows
Searcher
Say the goal you only implied when results miss it
Google search
Results for the implied goal
SEO
List what the page's queries imply and answer that
People also ask, Search Console queries
Implied goals the page misses
Your site
Check your own domain; replace example.com with it
site: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 benefits
In everyday use
How it pays off
Content team
Answers implied goals
Visitors whose unsaid goal is met
SEO
Reads implied goals in related questions
Coverage of what queries imply
Readers
Get help for what they implied
Complete answers
What are paralinguistic cues in voice search?
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
Who
What to do
Free means
What it shows
Searcher
Repeat a voice query with a clearer stress on the key word
A voice assistant
Better recognition
SEO
Write answers that make sense when read aloud
A read-aloud test, the browser's text-to-speech
Answers that survive voice
Your site
Check your own domain; replace example.com with it
site:example.com intitle:"near me"
Pages likely reached by voice
Who benefits from paralinguistic cues, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Writes answers that work read aloud
Answers voice assistants can use
SEO
Optimises for near me and voice queries
Voice visibility
Readers
Get clear spoken answers
Hands-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
Who
What to do
Free means
What it shows
Searcher
Separate your frustration from your goal when writing to support
A notes app
A request support can act on
SEO
Read negative feedback for the goal behind it, beyond the tone
Google Forms responses, support logs
Goals hidden in complaints
Your site
Check your own domain; replace example.com with it
site:example.com intitle:problem OR intitle:issue
Pages for frustrated visitors
Who benefits from intent beyond sentiment, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Customer support
Reads the goal in negative feedback
Problems solved, beyond calming tone
Product team
Prioritises fixes by goal
Improvements that matter
Readers
Get their request handled
Resolution
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
Who
What to do
Free means
What it shows
Searcher
Rewrite an angry message to keep the request and drop the insult
A notes app
A message that gets answered
SEO
Answer hostile comments by restating the underlying request
Comment moderation, a reply template
Visitors whose intent is served
Your site
Check your own domain; replace example.com with it
site:example.com inurl:comments
Comment sections to moderate
Who benefits from constructive rewriting, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Customer support
Answers the request in hostile messages
Calmer threads
Management
Protects the tone of public spaces
A welcoming community
Readers
Are heard even when upset
Resolution
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
Who
What to do
Free means
What it shows
SEO
List requests that fall outside every category the site offers
Site search terms in Google Analytics 4, support logs
Intents without a home
Your site
Check your own domain; replace example.com with it
site:example.com "other" inurl:contact
Catch-all channels
Who benefits from what the usual treatment of communicative intent leaves out, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Management
Invests in needs outside categories
Demand others miss
Customer support
Collects uncategorised requests
New content ideas
Readers
Find a home for unusual needs
Help 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
Who
What to do
Free means
What it shows
Searcher
Tell a page or assistant what you are looking at
The site's chat, Google Lens
Shared focus
SEO
Show visitors what the page is about in the first screen, so both look at the same thing
Five-second test with colleagues
Shared attention at arrival
Your site
Check your own domain; replace example.com with it
site:example.com "on this page"
Pages that orient visitors
Who benefits from joint attention, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Orients visitors in the first screen
Visitors who stay
Product team
Designs shared focus into pages
Less confusion
Readers
Know at once they are on the right page
Confidence
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
Who
What to do
Free means
What it shows
Searcher
Look for a human contact when a bot keeps misunderstanding
The site's contact page
Help for a need outside the bot
SEO
Add a clear route for requests that fit no category
The page itself, Google Forms
Needs outside the categories caught
Your site
Check your own domain; replace example.com with it
site: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
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
Classifier
Accuracy on the 150 known intents
Out-of-scope queries recognised (recall)
FastText
89.0 %
9.7 %
SVM
91.0 %
14.5 %
DialogFlow
91.7 %
14.0 %
MLP
93.5 %
47.4 %
BERT
96.9 %
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
Who
What to do
Free means
What it shows
Searcher
Include the details in your query: date, place, model
Google search
Results you can act on
SEO
Check that forms and pages ask for the details a request needs
Microsoft Clarity form analysis
Missing slots that stop actions
Your site
Check your own domain; replace example.com with it
site:example.com inurl:booking OR inurl:reservation
Pages that collect details
Who benefits from slot filling, and how it pays off in search results
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
Measure
ATIS (flight requests)
Snips (7 assistant intents)
Intent accuracy
93.6 %
97.0 %
Slot filling (F1)
94.8 %
88.8 %
Whole semantic frame correct
82.2 %
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
Who
What to do
Free means
What it shows
Searcher
Seek assessment from a qualified professional
Professional registers, ASHA information pages
Qualified help
SEO
Write instructions that do not rely on social inference
Plain language guidelines
Pages usable without reading between lines
Your site
Check your own domain; replace example.com with it
site: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 benefits
In everyday use
How it pays off
Content team
Writes without relying on social inference
Pages usable by more readers
Legal and compliance
Improves accessibility
Inclusion
Readers
Understand instructions literally
Independence
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
Who
What to do
Free means
What it shows
Searcher
Ask a speech-language pathologist about AAC options
ASHA information on AAC
Ways to express intent
SEO
Test that the site works with assistive input such as switches and keyboards
Keyboard-only test, WAVE accessibility checker
Pages usable with alternative input
Your site
Check your own domain; replace example.com with it
site:example.com inurl:accessibility
Accessibility statements
Who benefits from alternative communication, and how it pays off in search results
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
Who
What to do
Free means
What it shows
Searcher
Ask for clarification when a page's meaning is unclear
The site's contact form
The intended meaning
SEO
Have readers from different backgrounds test key pages
A test with three readers, Google Forms
Pages that work across pragmatic abilities
Your site
Check your own domain; replace example.com with it
site:example.com "needless to say"
Wording that assumes shared pragmatics
Who benefits from pragmatic competence, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Tests pages with diverse readers
Pages understood by more people
Management
Values inclusive communication
Wider reach
Readers
Understand what is meant
Fewer 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
Who
What to do
Free means
What it shows
Searcher
Keep the question mark and question word in your query
Google search
Results that treat it as a question
SEO
Check whether chat and site search keep punctuation and question words
Site search tests, chat logs
Intent signals lost in processing
Your site
Check your own domain; replace example.com with it
site:example.com intitle:how OR intitle:why OR intitle:what
Titles phrased as questions
Who benefits from force markers in intent detection, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Product team
Keeps question words and punctuation in processing
Better site search and chat results
SEO
Uses question titles
Visibility for question queries
Readers
Are understood as asking
Answers, 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
Who
What to do
Free means
What it shows
Searcher
Describe your goal plainly so a system can match it to a category
The site's chatbot
A correct match
SEO
Name help categories so clearly that a model could sort requests by name alone
Free tiers of chat assistants, Google Sheets
Category names that classify well
Your site
Check your own domain; replace example.com with it
site:example.com inurl:help
Help categories to rename
Who benefits from zero-shot classification, and how it pays off in search results
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
Who
What to do
Free means
What it shows
Searcher
Complete a chat task in one session and keep the confirmation
The site's chat
A finished task
SEO
Find where chat tasks break off and fix the step
Chat logs, Google Analytics 4 events
Steps where intent is lost
Your site
Check your own domain; replace example.com with it
site:example.com inurl:chat OR inurl:assistant
Dialogue features on the site
Who benefits from task-oriented dialogue, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Product team
Fixes steps where chat tasks break off
More completed tasks
Customer support
Sees fewer failed chats
Less escalation
Readers
Finish tasks in chat
Time 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
Who
What to do
Free means
What it shows
Searcher
Seek assessment from a qualified professional
Professional registers, national health services
Qualified help
SEO
Use short sentences, common words and visual support on key pages
Hemingway Editor web version, WAVE accessibility checker
Pages readable with language difficulties
Your site
Check your own domain; replace example.com with it
site:example.com "easy read"
Easy-read versions
Who benefits from language difficulties, and how it pays off in search results
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
Who
What to do
Free means
What it shows
Searcher
Stress the key word when a voice assistant misunderstands
A voice assistant
Better recognition
SEO
Add question-form headings that match spoken questions
Search Console queries with question words
Pages matching spoken intent
Your site
Check your own domain; replace example.com with it
site:example.com intitle:"how" OR intitle:"why"
Question headings
Who benefits from prosody, and how it pays off in search results
Who benefits
In everyday use
How it pays off
SEO
Adds question-form headings for spoken queries
Voice search visibility
Content team
Writes natural spoken questions
Better matches
Readers
Find answers to spoken questions
Ease
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
Who
What to do
Free means
What it shows
Searcher
Tell a page what you already believe about the topic
The page's question or feedback form
Answers that fit your view
SEO
Write down what visitors likely believe and want before writing
Google Forms, support questions
Pages that anticipate the reader's mind
Your site
Check your own domain; replace example.com with it
site:example.com "you might think"
Pages that address beliefs
Who benefits from theory of mind, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Anticipates what readers believe
Pages that feel understanding
Sales
Addresses what prospects think
Better conversations
Readers
Feel understood
Trust
What is a deictic gesture in multimodal search?
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
Who
What to do
Free means
What it shows
Searcher
Point your camera at the thing and add a question
Google Lens with text
Answers about this thing
SEO
Provide clear images with descriptive alt text and captions
Search Console image search type, WAVE for alt text
Images that answer pointing searches
Your site
Check your own domain; replace example.com with it
site:example.com inurl:images OR inurl:gallery
Image content
Who benefits from multimodal pointing, and how it pays off in search results
Who benefits
In everyday use
How it pays off
SEO
Optimises images with alt text and captions
Visibility in Lens and image search
Content team
Provides clear images of key items
Answers to pointing searches
Readers
Find information about what they point at
Direct 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
Who
What to do
Free means
What it shows
Searcher
Use action words like buy, book or download
Google search
Pages where you can act
SEO
Check that transactional queries land on pages with a working action
Search Console queries, Microsoft Clarity
Action queries sent to information pages
Your site
Check your own domain; replace example.com with it
site:example.com intitle:buy OR intitle:order
Action pages
Who benefits from transactional queries, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Sales
Lands action queries on action pages
More conversions
Product team
Keeps the action working
Fewer drop-offs
Readers
Complete the action they searched for
Satisfaction
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
Who
What to do
Free means
What it shows
Searcher
Type the site name or use a bookmark
Browser bookmarks
The destination directly
SEO
Check that brand and page-name queries reach the right destination
Search Console queries with the brand
Navigational queries that land wrong
Your site
Check your own domain; replace example.com with it
site:example.com intitle:login OR intitle:account
Destination pages
Who benefits from navigational queries, and how it pays off in search results
Who benefits
In everyday use
How it pays off
SEO
Ensures brand queries reach the destination
No lost visitors
Customer support
Keeps key destinations findable
Fewer where-is calls
Readers
Get where they meant to go
Speed
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
Who
What to do
Free means
What it shows
Searcher
Read reliable sources on early communication milestones
National health services, ASHA milestone pages
Trustworthy guidance
SEO
Treat every visitor behaviour as a possible signal before deciding it is noise
Microsoft Clarity recordings
Signals worth reading
Your site
Check your own domain; replace example.com with it
site:example.com "milestones"
Pages on development
Who benefits from pre-intentional signals, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Product team
Treats behaviour as a possible signal
Earlier detection of problems
Content team
Writes about development with care and sources
Trusted parenting content
Readers
Get reliable guidance
Reassurance
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
Who
What to do
Free means
What it shows
Searcher
State who needs what, where and when in your query
Google search
Precise results
SEO
Check that key pages state who, what, where and when clearly
The page itself
Content systems can parse
Your site
Check your own domain; replace example.com with it
site: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 benefits
In everyday use
How it pays off
Content team
States who, what, where and when clearly
Content systems can parse
SEO
Structures key facts
Better extraction by search systems
Readers
Find precise information
Clarity
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
Who
What to do
Free means
What it shows
Searcher
Keep your earlier searches in mind and refine step by step
Browser history
A clearer goal
SEO
Look at the paths visitors take across pages after arriving
Google Analytics 4 path exploration
How intent evolves on the site
Your site
Check your own domain; replace example.com with it
site:example.com "next step"
Pages that lead onward
Who benefits from session-based search, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Links the next step of a search path
Visitors who stay as their goal evolves
SEO
Studies visitor paths
Pages for each stage
Readers
Refine without starting over
A 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
Who
What to do
Free means
What it shows
Searcher
Say how you feel when it matters for the answer
The chat or the query
Responses that fit
SEO
Read rage clicks and quick backs as emotional signals
Microsoft Clarity rage clicks
Frustration that blocks intent
Your site
Check your own domain; replace example.com with it
site:example.com intitle:frustrated OR intitle:annoying
Pages for emotional queries
Who benefits from affective signals, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Product team
Reads rage clicks and quick backs
Fixes where frustration blocks intent
Customer support
Responds to emotional state
Calmer customers
Readers
Meet systems that respond to frustration
Less 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
Who
What to do
Free means
What it shows
Searcher
Seek support from a speech-language pathologist or aphasia association
National aphasia associations
Qualified help
SEO
Offer icons, images and short labels next to text on key actions
WAVE accessibility checker
Actions usable with language difficulty
Your site
Check your own domain; replace example.com with it
site:example.com "aphasia friendly" OR "easy read"
Accessible formats
Who benefits from aphasia-friendly design, and how it pays off in search results
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
Who
What to do
Free means
What it shows
Searcher
Use accessibility settings that follow your gaze if you need them
Device accessibility settings
Easier control
SEO
Use scroll and attention maps as a free stand-in for gaze tracking
Microsoft Clarity heatmaps
Where attention signals intent
Your site
Check your own domain; replace example.com with it
site:example.com intitle:"your topic"
Pages to map
Who benefits from gaze-based signals, and how it pays off in search results
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
Who
What to do
Free means
What it shows
Searcher
Set your preferences for text size, contrast and captions
Browser and device accessibility settings
Pages adapted to you
SEO
Respect user preferences such as reduced motion and dark mode
Lighthouse accessibility audit in Chrome
Pages that adapt to declared needs
Your site
Check your own domain; replace example.com with it
site:example.com inurl:accessibility
Accessibility statements
Who benefits from declared user needs, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Product team
Respects accessibility preferences
Pages that adapt to users
Legal and compliance
Supports accessibility compliance
Lower risk
Readers
Use pages suited to their needs
Comfort
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
Who
What to do
Free means
What it shows
Searcher
Check a behaviour analyst's certification before working with them
The BACB certificant registry
A qualified professional
SEO
Have behaviour-related content reviewed by a certified professional
A reviewer note on the page
Responsible content
Your site
Check your own domain; replace example.com with it
site: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
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
Who
What to do
Free means
What it shows
Searcher
Ask what goal a difficult behaviour serves
A qualified professional
The intent behind it
SEO
Treat unwanted visitor behaviour, such as rage clicks, as a request and give it a better route
Microsoft Clarity rage clicks
Intents served by a better path
Your site
Check your own domain; replace example.com with it
site:example.com inurl:help
Routes that replace frustration
Who benefits from functional communication, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Product team
Replaces frustrated behaviour with a better route
Goals reached without frustration
Customer support
Sees fewer angry contacts
Calmer service
Readers
Reach their goal an easier way
Less frustration
What does communicative intent mean for search?
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
Who
What to do
Free means
What it shows
SEO
Read intent from context, sequence and behaviour as well as from the query
Search Console, Google Analytics 4, Microsoft Clarity
The part of intent no single query shows
Your site
Check your own domain; replace example.com with it
site: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 benefits
In everyday use
How it pays off
SEO
Reads intent from context and behaviour
Pages that serve more of the intent
Management
Measures beyond query classes
A truer picture of demand
Readers
Get served beyond their words
Better 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
Who
What to do
Free means
What it shows
SEO
Recognise the kind of request, collect the details and offer a route for needs outside the categories
The page itself, Google Forms
A page that serves the goal
SEO
Ask one question where the goal is unclear and route the answers
The page itself, Microsoft Clarity
Shared attention the search box lacks
Your site
Check your own domain; replace example.com with it
site: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 benefits
In everyday use
How it pays off
Content team
Recognises requests, collects details and offers a route for the rest