User intent is what information science has called the information need since 1962.
User intent is person-based. It begins as a vague unease long before a query and keeps changing while the person searches. Search intent is the small part of it that reaches a search box.
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A person has a need long before they have a query. Most of it never reaches the search box.
User intent is the whole of what a person wants to know, feel sure about or get done. Information science has studied it for more than sixty years under the name information need. This page states what is settled, what the usual accounts of intent leave out, and what follows for a page that wants to answer the person as well as the query.
Every heading is a question. The answer stands directly under it, in plain words.
What is the information need behind user intent?
An information need is a person's conscious or unconscious desire for knowledge, to close a gap in understanding or to get a task done. It exists before any search and independent of it. User intent is this need, seen from the side of search.
How to act on the information need behind user intent with free means
Who
What to do
Free means
What it shows
Searcher
Write one sentence on what you want to know or get done before typing a query
Pen and paper or a notes app
Whether the query carries the need or only a keyword
SEO
Collect the full questions people type for the page
Google Search Console, Performance report, filter queries containing how, why or what
Needs stated in the searchers' own words
Your site
Check your own domain; replace example.com with it
site:example.com intitle:how OR intitle:why
Pages built around a question a person has
Who benefits from the information need behind user intent, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Writes for the question people have, beyond the keyword
Pages that end the search, so fewer visitors return to the result page
Management
Sees which needs bring customers
Budget goes to content that answers real demand
Readers
Find the answer to what they actually wanted
One visit is enough
What is a gap in knowledge when someone searches?
A gap in knowledge is the absence of information that moves a person to look for facts, data or ideas. It is felt before it can be named. The search starts from the feeling of the gap.
How to act on a gap in knowledge with free means
Who
What to do
Free means
What it shows
Searcher
Name what you already know and what is missing
A notes app
The gap each result has to close
SEO
Read the questions asked around the topic
People also ask and related searches on Google
Gaps searchers still have after the top results
Your site
Check your own domain; replace example.com with it
site:example.com intitle:"what is"
Pages that close a basic gap
Who benefits from a gap in knowledge, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Starts each page from what readers do not know yet
Content that adds something the top results leave open
Customer support
Sees recurring gaps turned into pages
Fewer repeated basic questions
Readers
Close the gap without piecing together several sources
Less time and less uncertainty
What does relevance mean for the person searching?
Relevance links an information object to the task or question of a particular person. It is a relation between the person and the object. A document is relevant to someone, for something.
How to act on relevance for the person searching with free means
Who
What to do
Free means
What it shows
Searcher
Judge a result by whether it moves your task forward
Your own task list
Personal relevance, which can differ from the ranking
SEO
Watch recordings of visits that end within seconds
Microsoft Clarity, session recordings and quick backs
Visits where the page matched the query and missed the person
Your site
Check your own domain; replace example.com with it
site:example.com intitle:"your topic"
Which pages claim the topic, to compare with the need behind it
Who benefits from relevance for the person searching, and how it pays off in search results
Who benefits
In everyday use
How it pays off
SEO
Judges pages by the reader's task as well as by rankings
Rankings that bring visitors who stay
Product team
Learns which situations the product has to serve
Features and help pages that match real use
Readers
Get results that move their task forward
Less sorting through pages that only match words
What is a visceral need in information seeking?
The visceral need is the first of Robert Taylor's four levels: an early, unexpressed and vague sense that something is missing. The person may not yet be able to put it into words. This is the kitchen table, before any query.
How to act on a visceral need with free means
Who
What to do
Free means
What it shows
Searcher
Describe the unease in plain words and search those words
Google search
Pages that meet you before you know the term
SEO
Read threads where people describe a problem without the technical term
Reddit and forum search, Google with site:reddit.com
The vague wording of a need before any query
Your site
Check your own domain; replace example.com with it
site:example.com "not sure" OR "confused"
Pages that speak to people who cannot yet name the problem
Who benefits from a visceral need, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Writes entry texts in the words people use before they know the term
Visibility for early, vague searches that competitors ignore
Management
Reaches people before they compare offers
Trust built before the purchase decision
Readers
Feel understood before they can name the problem
A way in when they lack the vocabulary
What is a conscious information need?
The conscious need is Taylor's second level: a mental description of a question that is still ill-defined. The person can think about it and may talk about it. It is still far from a search term.
How to act on a conscious information need with free means
Who
What to do
Free means
What it shows
Searcher
Talk the question through or write it out
A colleague or a notes app
A clearer question before the first query
SEO
Look for long, conversational queries
Search Console, custom regex filter for long queries
Needs people can describe without the field's term
Your site
Check your own domain; replace example.com with it
site:example.com intitle:explained OR intitle:guide
Pages for people who can describe the question
Who benefits from a conscious information need, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Answers questions people can describe but not yet name
Pages found for long, conversational queries
Customer support
Links these pages in replies
Shorter conversations
Readers
Find a text that follows their own description
Clarity without technical terms
What is a formalised information need?
The formalised need is Taylor's third level: a concrete statement of the question before it meets a system or a human helper. It is what a person would say if asked carefully. It is already narrower than what they meant.
How to act on a formalised information need with free means
Who
What to do
Free means
What it shows
Searcher
Write the question as you would ask an expert
A notes app
The full question with its conditions
SEO
Compare questions from support and chat with the page's headings
Support inbox, chat logs, a Google Forms survey
Whether the headings answer formalised questions
Your site
Check your own domain; replace example.com with it
site:example.com intitle:"how do I"
Pages that answer a fully stated question
Who benefits from a formalised information need, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Uses fully stated questions as headings
Passages that answer engines can quote directly
Sales
Sends prospects to exact answers
Faster answers to qualified questions
Readers
See their exact question answered
No need to reformulate
What is a compromised need in a search query?
The compromised need is Taylor's fourth level: the question reshaped to fit what a system can take. A query in a search box is a compromised need. Search intent is read from this last and smallest form.
How to act on a compromised need in a search query with free means
Who
What to do
Free means
What it shows
Searcher
Search the full question once, then the short query, and compare
Google search with Tools, All results, Verbatim
What the short query loses
SEO
Place the queries of a page next to questions from a survey
Search Console and Google Forms
How far the query is from the need
Your site
Check your own domain; replace example.com with it
Pages that mention the topic but carry other words in the title
Who benefits from a compromised need in a search query, and how it pays off in search results
Who benefits
In everyday use
How it pays off
SEO
Maps short queries back to the full questions behind them
Pages that serve the need, beyond the two words typed
Content team
Writes for the full question and keeps the short query in the title
Clicks from short queries that turn into satisfied visits
Readers
Get more than the shortened query asked for
Answers that fit the real situation
What is the anomalous state of knowledge behind a search?
The anomalous state of knowledge, a hypothesis by Nicholas Belkin, holds that searching begins when a person recognises an anomaly in what they know. The person cannot specify what would resolve it. That is why a query can describe the need only partly.
How to act on the anomalous state of knowledge with free means
Who
What to do
Free means
What it shows
Searcher
Note what surprised you or did not fit
A notes app
The anomaly that started the search
SEO
Ask visitors what they expected to find
A one-question Google Forms survey linked from the page
The mismatch that brought them
Your site
Check your own domain; replace example.com with it
site:example.com intitle:"why does" OR intitle:"why is"
Pages that answer a surprise or an anomaly
Who benefits from the anomalous state of knowledge, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Explains why something is surprising or does not fit
Pages found by people at the moment their search begins
Product team
Learns where users' expectations break
Fixes that remove the reason to search
Readers
Understand the anomaly that started their search
Relief and a clear next step
What is sense-making in information seeking?
Sense-making, developed by Brenda Dervin, studies how people bridge a gap in a particular situation by making sense of information. It places the person, the situation and the use of information at the centre. A search is one step of building sense.
How to act on sense-making with free means
Who
What to do
Free means
What it shows
Searcher
Note the situation you are in when you search
A notes app
Results you can judge against your situation
SEO
Ask visitors about their situation, their gap and the use they plan
Google Forms with three open questions
Situation, gap and use for each group of visitors
Your site
Check your own domain; replace example.com with it
site:example.com "if you are" OR "in your situation"
Pages that address the visitor's situation
Who benefits from sense-making, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Addresses situation, gap and use in each text
Pages that fit visitor groups, so fewer quick exits
Management
Sees visitor groups by situation
Offers shaped around real situations
Readers
Find information that fits where they stand
Answers they can use in their situation
What is Kuhlthau's Information Search Process for searchers?
The Information Search Process, developed by Carol Kuhlthau, describes searching as stages over time, with thoughts, actions and feelings at each stage. Uncertainty and anxiety are part of the model. Searching has a course, and people feel it.
How to act on the Information Search Process with free means
Who
What to do
Free means
What it shows
Searcher
Read broadly at the start before narrowing
Overview articles and encyclopedias
Less frustration in the early stage
SEO
Sort queries by stage: exploring, focusing, collecting
Search Console queries grouped by wording such as what is, vs, best
Which stages the page serves and which it leaves out
Your site
Check your own domain; replace example.com with it
site:example.com intitle:"what is" OR intitle:vs OR intitle:best
Pages for exploring, comparing and collecting
Who benefits from the Information Search Process, and how it pays off in search results
Who benefits
In everyday use
How it pays off
SEO
Plans pages for exploring, focusing and collecting
Presence at every stage, including the early one
Content team
Writes overviews for early stages and detail for late ones
Readers return at the next stage
Readers
Get the right depth for their stage
Less confusion at the start, less repetition at the end
If the need were fixed at the first query, thoughts and confidence would stay where they started. Across one search they move, and half of the users still had no focus at the end.
Focused thoughts and high confidence of 385 library users at three points of one search
Point in the search
Thoughts focused on a clear perspective
Confidence 9 or 10 out of 10
Initiation
2 %
14 %
Midpoint
9 %
15 %
Closure
50 %
38 %
Kuhlthau, C. C., Inside the search process: information seeking from the user's perspective, Journal of the American Society for Information Science, 1991. 385 academic, public and school library users in 21 sites, surveyed at initiation, midpoint and closure.
What is a verificative information need?
A verificative information need seeks to check a known item or attribute, such as an author, a citation or a date. Peter Ingwersen distinguished it from topical needs. The person already knows what they are looking for.
How to act on a verificative information need with free means
Who
What to do
Free means
What it shows
Searcher
Search the exact item in quotation marks
Google exact-match search, Google Scholar
Whether the known item exists as remembered
SEO
State checkable facts plainly: dates, names, figures
Rich Results Test for structured data
Facts a searcher can confirm at a glance
Your site
Check your own domain; replace example.com with it
site:example.com "2024" "your topic"
Pages with dated facts that searchers may want to check
Who benefits from a verificative information need, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
States names, dates and figures plainly
Pages cited as the place to check a fact
Legal and compliance
Keeps factual claims checkable
Fewer disputes over wrong statements
Readers
Confirm a fact in seconds
Certainty without extra searching
What is a conscious topical information need?
A conscious topical information need aims to clarify or pursue a subject within a domain the person knows. The person can describe the topic. Search works best for this kind of need.
How to act on a conscious topical information need with free means
Who
What to do
Free means
What it shows
Searcher
Use the field's own terms in the query
Google search, Google Scholar
Results written for people who know the domain
SEO
Check whether the page uses the vocabulary experts use
Google Scholar abstracts next to the page
Whether expert searchers recognise the page
Your site
Check your own domain; replace example.com with it
site:example.com "technical term"
Whether the field's vocabulary appears on the site
Who benefits from a conscious topical information need, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Uses the field's own vocabulary
Recognition by expert searchers and their queries
Sales
Reaches informed buyers
Conversations that start at a higher level
Readers
Find content written at their level
No wading through basics
What is a muddled topical information need?
A muddled topical information need concerns new territory the person does not yet know how to describe. It comes with uncertainty about concepts and words. A query for it is the least reliable description of all.
How to act on a muddled topical information need with free means
Who
What to do
Free means
What it shows
Searcher
Start with an overview, then collect the terms it uses
Encyclopedias, related searches on Google
Words for a need that had none
SEO
Add plain entry points and define terms at first use
Search Console queries containing what is or meaning
Whether newcomers find a way in
Your site
Check your own domain; replace example.com with it
site:example.com intitle:"what is" OR intitle:meaning
Entry points for newcomers
Who benefits from a muddled topical information need, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Adds plain entry points and defines terms at first use
Visibility for newcomers who search in their own words
Customer support
Refers newcomers to one clear starting page
Fewer first-contact questions
Readers
Gain the words to search further
A path into an unfamiliar subject
What is informational intent within user intent?
Informational intent is the search class for queries aimed at knowledge or content on a topic. It is the class most often assigned. It covers everything from a quick fact to a long investigation.
How to act on informational intent with free means
Who
What to do
Free means
What it shows
Searcher
Open two or three sources and compare them
Google search
A fuller answer than a single snippet
SEO
Check whether the answer stands in the first screen
Search Console click-through rate per query, the page on a phone
Whether informational visitors get the answer fast
Your site
Check your own domain; replace example.com with it
site:example.com intitle:"what is" OR intitle:"how to"
Pages that serve informational queries
Who benefits from informational intent, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Puts the answer in the first screen
More satisfied clicks from informational queries
Management
Builds reach before purchase
A brand people remember when they are ready to buy
Navigational intent is the search class for queries meant to reach a particular website or destination. The need is already specific. The query is a shortcut to a known place.
How to act on navigational search intent with free means
Who
What to do
Free means
What it shows
Searcher
Type the site name or use a bookmark
Browser bookmarks
The shortest route to a known destination
SEO
Check that brand and page-name queries lead to the right page
Search Console queries containing the brand name
Whether navigational searchers land where they intend
Your site
Check your own domain; replace example.com with it
site:example.com intitle:contact OR intitle:login
Destination pages people navigate to
Who benefits from navigational search intent, and how it pays off in search results
Who benefits
In everyday use
How it pays off
SEO
Makes brand and page-name queries land on the right page
Transactional intent is the search class for queries that aim to perform an action, such as buying or downloading. It marks the moment of doing. The need that led there is usually older and larger.
How to act on transactional search intent with free means
Who
What to do
Free means
What it shows
Searcher
Check price, returns and contact before acting
The seller's terms and contact pages
Hidden costs of the action
SEO
Check whether visitors can act without hunting on the page
Microsoft Clarity heatmaps and dead clicks
Obstacles between intent and action
Your site
Check your own domain; replace example.com with it
site:example.com inurl:cart OR inurl:checkout
Action pages in the index, which usually do not belong there
Who benefits from transactional search intent, and how it pays off in search results
What is a simulated work task in user intent research?
A simulated work task is an evaluation method in interactive information retrieval, developed by Pia Borlund, that gives test persons a realistic situation to search from. It brings the need back into the experiment. It shows how different the same query becomes in different situations.
How to act on a simulated work task with free means
Who
What to do
Free means
What it shows
SEO
Give three people a realistic task and watch them search
A written scenario and a video call with screen sharing
Where real needs meet the page and where they fail
Your site
Check your own domain; replace example.com with it
site:example.com intitle:"step by step" OR intitle:tutorial
Pages that walk a person through a task
Who benefits from a simulated work task, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Product team
Tests pages with realistic scenarios
Problems found before searchers find them
Content team
Sees where readers fail on the page
Pages that keep the visitors search sends
Readers
Benefit from pages tested on real tasks
Pages that work the first time
What is a query in relation to the searcher's need?
A query is the verbal or typed input a person submits to a search system. It is the visible trace of a need. It is never the need itself.
How to act on a query and the need behind it with free means
Who
What to do
Free means
What it shows
Searcher
Rephrase the query when the results miss
Google search
What the first query did not carry
SEO
Group the queries that bring visitors by the need behind them
Search Console export to Google Sheets
Which needs hide behind which words
Your site
Check your own domain; replace example.com with it
site:example.com "your query"
Which pages carry the exact wording of a query
Who benefits from a query and the need behind it, and how it pays off in search results
The information user is the person who experiences the gap, searches and uses what is found. Every model of need starts with that person. Intent taxonomies start with the query.
How to act on the information user behind a search with free means
Who
What to do
Free means
What it shows
Searcher
Tell the page what you need when it asks
The page's own question, where it has one
A route to the answer that fits you
SEO
Describe the people behind the main queries from real evidence
Search Console, support questions, Google Forms
A person-based picture of the audience
Your site
Check your own domain; replace example.com with it
site:example.com intitle:beginners OR intitle:professionals
Pages written for a named audience
Who benefits from the information user behind a search, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Management
Understands the people behind the traffic
Decisions based on people, beyond keyword volumes
Content team
Writes for described people
Pages that feel written for the reader
Readers
Are addressed as people with a situation
Trust in the page
What did Robert S. Taylor contribute to the study of information needs?
Robert S. Taylor described the information need in 1962 and set out its four levels in 1968, from visceral to compromised. His model shows how a need shrinks on its way into a system. Every discussion of user intent stands on it, whether it names him or not.
How to act on Taylor's levels of information need with free means
Who
What to do
Free means
What it shows
Searcher
Notice at which of the four levels your question is
A notes app
Whether to explore or to look something up
SEO
Sort collected questions by Taylor's four levels
Google Sheets with four columns
Which level of need the page serves
Your site
Check your own domain; replace example.com with it
site:example.com intitle:faq
Where formalised questions are already collected
Who benefits from Taylor's levels of information need, and how it pays off in search results
Who benefits
In everyday use
How it pays off
SEO
Sorts questions by level from vague to compromised
Coverage of early, vague searches as well as short queries
Content team
Knows which level each page serves
Clear roles for pages across the funnel
Readers
Find help at their level of clarity
Support before they can phrase the query
What do the usual accounts of user intent leave out?
Time, the task and the feelings. The usual accounts treat intent as a static category attached to one query. They leave out that needs change while people search, that tasks have stages and span sessions, that uncertainty and anxiety shape every query, and that people sometimes avoid the very information they seem to look for. The user intent is larger than the query, it moves, and it is felt.
How to act on what intent labels leave out with free means
Who
What to do
Free means
What it shows
SEO
Compare the queries of a page over time with its single intent label
Search Console, compare date ranges
Needs that move, which a fixed label hides
Your site
Check your own domain; replace example.com with it
site:example.com after:2025-09-01
Pages Google dates as recent, to see whether content follows changing needs
Who benefits from what intent labels leave out, and how it pays off in search results
Who benefits
In everyday use
How it pays off
SEO
Tracks how needs change over time and sessions
Pages kept current as needs move
Management
Avoids decisions based on a single intent label
Fewer misdirected content investments
Readers
Get content that follows their changing question
Answers that stay useful
What is an evolving information need?
An evolving information need changes as the person reads what they find. Marcia Bates described searching as berrypicking, where each find reshapes the question. An intent label fixed at the first query describes a need that no longer exists.
How to act on an evolving information need with free means
Who
What to do
Free means
What it shows
Searcher
Keep a running list of what each find changed
A notes app
The path from the first question to the last
SEO
Compare the queries for the same page across months
Search Console, compare date ranges
How the need behind a page moves
Your site
Check your own domain; replace example.com with it
site:example.com before:2023-01-01 "your topic"
Older pages on the topic that may no longer match the need
Who benefits from an evolving information need, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Links to the next question readers reach
Visitors stay on the site as their question changes
A latent information need is a need the person has without having expressed it, sometimes without being aware of it. It lies before the first query. It is where recommendations and good pages can help before anyone asks.
How to act on a latent information need with free means
Who
What to do
Free means
What it shows
Searcher
Ask what you would need next once this is solved
A notes app
The follow-up need before it becomes urgent
SEO
Read reviews and comments around the topic
Google Maps reviews, YouTube comments, Reddit
Needs people have before they search
Your site
Check your own domain; replace example.com with it
site:example.com intitle:signs OR intitle:mistakes
Pages for needs people do not state yet
Who benefits from a latent information need, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Writes about needs people will have soon
Pages that rank before competition notices the demand
Product team
Spots needs before users ask
Features and help ready in time
Readers
Find answers to problems they had not yet named
Fewer surprises later
What is an affective information need?
An affective information need is the wish for reassurance, confidence or the experience of others, alongside facts. People searching about an illness often want to know that they will be all right. A definition answers the query and leaves the person alone.
How to act on an affective information need with free means
Who
What to do
Free means
What it shows
Searcher
Separate the facts you need from the reassurance you want
A notes app, official health or consumer sites
Answers that meet both needs
SEO
Check whether sensitive pages address worry as well as facts
Microsoft Clarity recordings, a one-question Google Forms survey
Whether readers leave reassured
Your site
Check your own domain; replace example.com with it
site:example.com "worried" OR "is it safe"
Pages that address worry
Who benefits from an affective information need, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Adds reassurance and next steps to facts
Readers leave reassured, with fewer returns to the result page
Customer support
Receives calmer, better prepared customers
Shorter and friendlier contacts
Readers
Feel safer after reading
Less anxiety alongside the information
What is task uncertainty in searching?
Task uncertainty is how unsure a person is about what the task actually requires. It changes how they judge relevance. A system that treats an uncertain searcher like a certain one serves neither.
How to act on task uncertainty with free means
Who
What to do
Free means
What it shows
Searcher
Search for what the task involves before searching for answers
Google search with steps or checklist
The shape of the task
SEO
Offer a short checklist for people unsure what the task requires
A checklist section, Microsoft Clarity scroll depth
Whether uncertain visitors find a starting point
Your site
Check your own domain; replace example.com with it
site:example.com intitle:checklist OR intitle:steps
Starting points for unsure visitors
Who benefits from task uncertainty, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Offers checklists and starting points
Visibility for how to start and steps queries
Customer support
Points unsure customers to a checklist
Fewer open-ended requests
Readers
Understand what the task requires
A confident start
What is the pre-focus phase of a search?
The pre-focus phase is the early stage of Kuhlthau's search process, when the person explores without a clear focus and feels confusion. Broad orientation helps most here. A precise answer snippet arrives too early.
How to act on the pre-focus phase of a search with free means
Who
What to do
Free means
What it shows
Searcher
Read broadly first and expect some confusion
Overview articles and encyclopedias
A focus that forms over time
SEO
Place an overview before the details
Microsoft Clarity heatmap of the overview
Whether early-stage readers use it
Your site
Check your own domain; replace example.com with it
site:example.com intitle:overview OR intitle:introduction
Overview pages for the early stage
Who benefits from the pre-focus phase of a search, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Writes overviews for the early stage
Early contact with people long before they decide
Management
Builds awareness at the start of journeys
A familiar name at decision time
Readers
Get orientation while still unsure
Less confusion in the first searches
What is a task stage in user intent?
A task stage is the point a person has reached in the larger work their search serves. What counts as useful changes from the beginning of a task to its end, as Pertti Vakkari showed. The same query at two stages needs two answers.
How to act on task stages with free means
Who
What to do
Free means
What it shows
Searcher
Name where you are in the task
A notes app
Which results are useful at this point
SEO
Map queries to the beginning, middle and end of the task
Search Console and Google Sheets
Stages the page misses
Your site
Check your own domain; replace example.com with it
site:example.com intitle:"getting started" OR intitle:advanced
Pages for the beginning and the end of a task
Who benefits from task stages, and how it pays off in search results
Who benefits
In everyday use
How it pays off
SEO
Maps pages to stages of the task
Gaps in the journey become visible and get filled
Sales
Knows which content fits which stage
Material that matches the buyer's progress
Readers
Find content for the point they have reached
No repetition of what they already know
What is goal ambiguity for a searcher?
Goal ambiguity means the person does not yet know exactly what would count as a good result. They cannot judge usefulness reliably. A quick exit then says more about the vague goal than about the page.
How to act on goal ambiguity with free means
Who
What to do
Free means
What it shows
Searcher
Define what a good result would look like
A notes app
A test for every result
SEO
Read quick exits together with low click-through queries
Microsoft Clarity quick backs, Search Console
Whether visitors knew what they wanted
Your site
Check your own domain; replace example.com with it
site:example.com intitle:which OR intitle:choose
Pages that help people decide what they want
Who benefits from goal ambiguity, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Writes pages that help people decide what they want
Visibility for which and how to choose queries
Sales
Receives prospects who know what they need
Better qualified enquiries
Readers
Clarify their goal
Better decisions
What is information drift across searches?
Information drift is the gradual shift of topic across a series of related searches. Each search moves the question a little. Treating the searches as separate events misses the path.
How to act on information drift with free means
Who
What to do
Free means
What it shows
Searcher
Check whether the current query still serves the original question
Browser history
Drift away from the goal
SEO
Look at the queries that reach the same page within a week
Search Console, page filter and queries tab
How topics shift around a page
Your site
Check your own domain; replace example.com with it
site:example.com "see also"
Pages that lead to neighbouring topics
Who benefits from information drift, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Links neighbouring topics at the right places
Longer visits across related pages
SEO
Watches how queries shift around a page
Early signs of where new pages are needed
Readers
Follow their shifting interest on one site
Less starting over
What is search goal modification?
Search goal modification is the refinement or redirection of a goal in response to what was found. The target moves during the search. Results tuned to the first goal keep answering a question the person has already left.
How to act on search goal modification with free means
Who
What to do
Free means
What it shows
Searcher
Let the goal change when a find shows a better question
A notes app
A sharper goal
SEO
Link to the question people turn to next
People also ask and related searches on Google
Where goals move after the first answer
Your site
Check your own domain; replace example.com with it
site:example.com intitle:alternatives
Pages for people whose goal has changed
Who benefits from search goal modification, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Offers alternatives when the first goal no longer fits
Visitors who change their goal stay on the site
Sales
Presents alternatives at the right moment
Fewer lost buyers
Readers
See better options when their goal changes
A better outcome
What is a multi-session search task?
A multi-session search task extends across several sittings, days or weeks. Planning, research and purchases often work this way. Each new session starts from where the person was, and the system usually starts from nothing.
How to act on a multi-session search task with free means
Who
What to do
Free means
What it shows
Searcher
Save pages and notes between sessions
Browser bookmarks, Google Keep
Continuity across days
SEO
Keep stable addresses, visible dates and a summary for returning readers
Google Analytics 4, new and returning users
Whether people come back to continue
Your site
Check your own domain; replace example.com with it
site:example.com intitle:"part 1" OR intitle:series
Content meant to be read over several visits
Who benefits from a multi-session search task, and how it pays off in search results
If every query stood for a fresh need, repeats would be rare and shared across people. A third of all queries repeated the same user's earlier query, while only 7 % were typed by more than one user.
Repeat searching in one year of Yahoo queries from 114 users
Query type
Share of queries
Exact repeat of a query the same user issued before
33 %
Query string issued by more than one user
7 %
Click on a result the user had already clicked for an earlier query
39 %
Re-finding queries, upper estimate
40 %
Own query misremembered, mostly within hours (survey of 119 volunteers)
30 %
Teevan, J., Adar, E., Jones, R. and Potts, M. A. S., Information re-retrieval: repeat queries in Yahoo's logs, SIGIR 2007. 13,060 queries from 114 anonymous users over one year, plus a survey of 119 volunteers.
What is commercial intent within user intent?
Commercial intent describes comparing and evaluating before a purchase, a stage between informational and transactional. The classic three-part taxonomy has no place for it, and SEO practice added it. Comparison content filed as a transaction page misses the person who is still weighing.
How to act on commercial intent with free means
Who
What to do
Free means
What it shows
Searcher
Look for independent tests and the return policy
Consumer test sites, the seller's terms
A sound basis for the decision
SEO
Check comparison and review queries against the page
Search Console queries containing vs, best or review
Whether evaluating buyers find comparisons
Your site
Check your own domain; replace example.com with it
site:example.com intitle:vs OR intitle:review OR intitle:comparison
Pages for buyers who compare
Who benefits from commercial intent, and how it pays off in search results
Investigational intent is the aim to understand a subject in depth, as distinct from looking up a fact. Gary Marchionini separated lookup, learning and investigation in exploratory search. A short answer widget cuts an investigation off at the first step.
How to act on investigational search intent with free means
Who
What to do
Free means
What it shows
Searcher
Follow the citations of a good source
Google Scholar, Cited by
Depth beyond a single page
SEO
Link to deeper sources and further reading
Google Scholar
Whether deep readers can go further
Your site
Check your own domain; replace example.com with it
site:example.com filetype:pdf OR intitle:research
In-depth material for investigating readers
Who benefits from investigational search intent, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Provides depth and further reading
Links and citations from others who investigate
Management
Builds the reputation of an expert source
Authority that benefits every page
Readers
Go deep in one place
A connected understanding
What is a subjective knowledge gap in searching?
A subjective knowledge gap is the gap a person believes they have, which can differ from the gap they actually have. People who see themselves as beginners read differently from experts. Content pitched at the wrong self-image loses both.
How to act on a subjective knowledge gap with free means
Who
What to do
Free means
What it shows
Searcher
Test your understanding with one concrete question
A notes app
Whether the gap is where you think it is
SEO
Offer entry points for beginners and for experts
A Google Forms self-rating question
How readers rate their own knowledge
Your site
Check your own domain; replace example.com with it
site:example.com intitle:basics OR intitle:beginner
Pages for people who see themselves as beginners
Who benefits from a subjective knowledge gap, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Offers entry points for beginners and experts
Both groups stay and read
Customer support
Refers customers by self-rated level
Faster help
Readers
Start at the level they feel comfortable with
Confidence to read on
What is a post-purchase information need?
A post-purchase information need arises after a transaction: setting up, using, fixing or returning. The need does not end with the purchase. A returning buyer sent back to the sales page has been misread.
How to act on a post-purchase information need with free means
Who
What to do
Free means
What it shows
Searcher
Search the model number together with the problem
Google search, manufacturer support pages
Specific help
SEO
Check support queries after the purchase
Search Console queries containing setup, return or not working
Needs after the transaction
Your site
Check your own domain; replace example.com with it
site:example.com intitle:setup OR intitle:troubleshooting OR intitle:return
Help pages for the time after a purchase
Who benefits from a post-purchase information need, and how it pays off in search results
A user knowledge state is what a person already knows when they search. It decides how they read a snippet and what they ask next. The same content depth cannot fit a novice and an expert.
How to act on the user's knowledge state with free means
Who
What to do
Free means
What it shows
Searcher
Start where your knowledge ends
Google search with for beginners
Content at the right depth
SEO
Define terms in place and link to the basics
Microsoft Clarity scroll depth at the definitions
Whether readers need the basics
Your site
Check your own domain; replace example.com with it
site:example.com intitle:glossary OR intitle:definition
Where terms are explained
Who benefits from the user's knowledge state, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Defines terms in place
Pages that work for every level, found by more queries
Task determinacy is how far a task has fixed rules for completion. Open tasks need discovery and structure, closed tasks need direct answers, as Katriina Byström and Kalervo Järvelin showed for task complexity. A system built for closed tasks fails open ones.
How to act on task determinacy with free means
Who
What to do
Free means
What it shows
Searcher
Decide whether you need one answer or an overview
A notes app
The right kind of result
SEO
Give direct answers to closed questions and structure to open ones
Search Console question queries
Which kind of task dominates
Your site
Check your own domain; replace example.com with it
site:example.com intitle:"how to" OR intitle:guide
Pages for closed tasks next to pages for open ones
Who benefits from task determinacy, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Gives direct answers to closed questions and structure to open ones
Answer-box visibility and deep pages from the same topic
Customer support
Links the right format per question
Faster resolution
Readers
Get the kind of result the task needs
Less effort
What is information avoidance by searchers?
Information avoidance is the tendency to steer clear of information that could cause discomfort, such as a feared diagnosis. People search around a subject as much as into it. A page that confronts too early loses the person it was written for.
How to act on information avoidance with free means
Who
What to do
Free means
What it shows
Searcher
Name what you are avoiding and decide when to face it
A notes app or a trusted person
A deliberate choice
SEO
Make difficult information approachable with gentle headings and next steps
Microsoft Clarity recordings of sensitive sections
Where readers stop
Your site
Check your own domain; replace example.com with it
site:example.com "risks" OR "side effects"
Pages that carry difficult information
Who benefits from information avoidance, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Presents difficult information gently
Readers stay with hard topics
Legal and compliance
Makes risks visible in a readable way
Duties to inform met in practice
Readers
Face difficult facts at their own pace
Decisions based on the whole picture
What is the need for cognitive closure in search?
The need for cognitive closure, studied by Arie Kruglanski, is the desire for a firm answer and an end to uncertainty. It differs between people and situations. It shapes how long someone searches and which result they accept.
How to act on the need for cognitive closure with free means
Who
What to do
Free means
What it shows
Searcher
Check a quick answer against a second source
Google search
A firm answer that holds
SEO
State the answer first, then its conditions
The page on a phone, first screen
Whether closure-seeking readers get what they came for
Your site
Check your own domain; replace example.com with it
site:example.com intitle:"can you" OR intitle:"is it"
Pages that should give a clear yes or no
Who benefits from the need for cognitive closure, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Puts the clear answer first, then the conditions
Featured answers and satisfied quick visits
Customer support
Sends links with a clear answer
Fewer follow-up questions
Readers
Get a firm answer
Relief and a decision
What is information seeking anxiety?
Information seeking anxiety is the unease people feel when searching is complex or unfamiliar, first described as library anxiety by Constance Mellon. It changes how people phrase queries and how fast they move. An overloaded interface adds to it.
How to act on information seeking anxiety with free means
Who
What to do
Free means
What it shows
Searcher
Use one trusted starting point
Official sites, library services
Less overwhelm
SEO
Reduce complexity with clear navigation, site search and plain labels
Microsoft Clarity rage clicks, Google Analytics 4 site search
Where searching causes stress
Your site
Check your own domain; replace example.com with it
site:example.com inurl:search
Internal search result pages in the index, which usually do not belong there
Who benefits from information seeking anxiety, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Product team
Simplifies navigation and site search
Fewer abandoned visits
Customer support
Receives fewer where do I find calls
Time for real problems
Readers
Search without stress
A pleasant experience of the site
What is serendipitous knowledge discovery while searching?
Serendipitous knowledge discovery is the unplanned finding of valuable information while looking for something else. Sanda Erdelez called it information encountering. Intent models that assume a fixed target filter it out.
How to act on serendipitous discovery with free means
Who
What to do
Free means
What it shows
Searcher
Keep a place for interesting finds outside the task
A bookmarks folder
Finds for later
SEO
Link related subjects at natural points in the text
Google Analytics 4 path exploration
Whether readers follow unexpected paths
Your site
Check your own domain; replace example.com with it
site:example.com inurl:tag OR inurl:category
Archive pages that lead to unplanned finds, and whether they are thin
Who benefits from serendipitous discovery, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Links related subjects at natural points
More pages seen per visit
Management
Gets visitors to discover offers they did not search for
A task-based user model describes a searcher by role, task and situation, beyond the words of a query. It lets a system adapt to where the person is in their work. Keyword categories cannot carry that.
How to act on a task-based user model with free means
Who
What to do
Free means
What it shows
Searcher
Tell a page or assistant your role and your task
The page's own question, chat assistants
Answers fitted to the task
SEO
Describe visitor groups by role, task and situation
Google Forms, support conversations
A model of visitors beyond keyword lists
Your site
Check your own domain; replace example.com with it
site:example.com intitle:"for teams" OR intitle:"for students"
Pages that address a role and its task
Who benefits from a task-based user model, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Product team
Designs by role, task and situation
Pages and features that fit real work
Sales
Addresses roles with their tasks
Relevant offers
Readers
Get answers fitted to their role
Less adaptation work
What is information satisfaction for the searcher?
Information satisfaction is a person's own judgement of whether the need was met. Topical match and satisfaction often diverge. A result can fit the query perfectly and leave the need open.
How to act on information satisfaction with free means
Who
What to do
Free means
What it shows
Searcher
Check whether you can act now
Your own task list
Whether the need was really met
SEO
Ask one satisfaction question at the end of the page
Google Forms or a simple yes and no link
Whether the need was met, in the reader's judgement
Your site
Check your own domain; replace example.com with it
site:example.com "was this helpful"
Pages that already ask for satisfaction
Who benefits from information satisfaction, and how it pays off in search results
Task completion time measures how long the whole task takes, beyond the time on one page. A short session can mean success or surrender. Only the task tells which.
How to act on task completion time with free means
Who
What to do
Free means
What it shows
Searcher
Note how long the task took and where the time went
A timer
Where searching wastes time
SEO
Measure the whole path to the goal
Google Analytics 4 funnel exploration
Time to finish the task
Your site
Check your own domain; replace example.com with it
site:example.com intitle:quick OR intitle:minutes
Pages that promise a fast result, to test against real task time
Who benefits from task completion time, and how it pays off in search results
The query reformulation rate is how often people change their query within a search. Each reformulation shows something the previous query did not carry. A high rate is the visible form of an unmet need.
How to act on the query reformulation rate with free means
Who
What to do
Free means
What it shows
Searcher
Change one element per reformulation
Google search
Which word made the difference
SEO
Look for many near-identical queries reaching one page
Search Console queries tab, filtered by page
Wording the page does not yet carry
Your site
Check your own domain; replace example.com with it
site:example.com "your topic" OR "other word for it"
Pages that carry the alternative wordings people try
Who benefits from the query reformulation rate, and how it pays off in search results
If one query expressed the whole need, the session would end there. Nearly 40 % of all queries reworked the previous one, and these are the ways they did it.
How searchers changed their previous query, in a Dogpile log of 1.5 million queries
Change to the previous query
Share of 558,292 query changes
Same number of terms, at least one term kept (reformulation)
22.7 %
Suggested query picked from the engine (assistance)
22.3 %
More terms, same topic (specialization)
16.3 %
Narrower or broader, with new terms
19.7 %
Same query in another collection, such as images or video
11.8 %
Fewer terms, same topic (generalization)
7.2 %
Jansen, B. J., Booth, D. L. and Spink, A., Patterns of query reformulation during Web searching, Journal of the American Society for Information Science and Technology, 2009. Dogpile log of 6 May 2005, 964,780 sessions, 1,523,072 queries. The row 'narrower or broader, with new terms' adds specialization with reformulation (9.95 %) and generalization with reformulation (9.78 %).
What is cognitive authority for searchers?
Cognitive authority, a concept from Patrick Wilson in 1983, is the influence a source has on what a person accepts as true. People adopt answers from sources they trust. Topical relevance without authority is ignored.
How to act on cognitive authority with free means
Who
What to do
Free means
What it shows
Searcher
Check who stands behind a result
About this result on Google, the three dots next to a result
The standing of the source
SEO
Show who wrote and checked the content, with credentials
A visible byline, Rich Results Test for author markup
Grounds for trust
Your site
Check your own domain; replace example.com with it
site:example.com inurl:author OR intitle:about
Author and about pages that ground trust
Who benefits from cognitive authority, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Shows authors, reviewers and credentials
Trust signals readers and search systems can see
Management
Builds recognised expertise
A reputation that lifts the whole site
Readers
Know who they can rely on
Safer decisions
What role does epistemic trust play in user intent?
Epistemic trust is a person's willingness to believe information from a source they cannot check. It decides whether a found answer is used. A need for knowledge is also a need for someone to rely on.
How to act on epistemic trust with free means
Who
What to do
Free means
What it shows
Searcher
Cross-check an important answer with an independent source
Google search, Google Scholar
Whether the trust is justified
SEO
Link claims to evidence readers can check
Google Scholar, primary studies
What readers can verify for themselves
Your site
Check your own domain; replace example.com with it
site:example.com "according to" OR "study"
Pages that name evidence
Who benefits from epistemic trust, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Links claims to evidence
Citations by answer engines and other sites
Legal and compliance
Keeps claims supported
Lower risk from unsupported statements
Readers
Check what they cannot know themselves
Justified trust
What is cognitive dissonance in search?
Cognitive dissonance, described by Leon Festinger, is the discomfort of holding beliefs that conflict with new information. In search, it shapes which results people open and which they reject. Relevant opposing views are often passed over for that reason.
How to act on cognitive dissonance in search with free means
Who
What to do
Free means
What it shows
Searcher
Search the opposite view on purpose
Google search with evidence against
Results beyond confirmation
SEO
Present counter-evidence fairly
Google Scholar
Whether the page helps readers weigh views
Your site
Check your own domain; replace example.com with it
site:example.com intitle:myth OR intitle:misconceptions
Pages that address beliefs readers may hold
Who benefits from cognitive dissonance in search, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Addresses common beliefs and counter-evidence fairly
Visibility for myth and misconception queries
Management
Positions the brand as fair and informed
Credibility with sceptical buyers
Readers
Weigh different views
Better judgement
What is task workload in searching?
Task workload is the mental effort a search demands, measurable with instruments such as the NASA Task Load Index. Dense result pages raise it. Effort spent sorting results is effort taken from the need.
How to act on task workload with free means
Who
What to do
Free means
What it shows
Searcher
Break a heavy search into smaller questions
A notes app
Lower effort per step
SEO
Have test users rate the effort of a task on the page
NASA Task Load Index questionnaire
The mental effort the page demands
Your site
Check your own domain; replace example.com with it
site:example.com filetype:pdf
Heavy documents offered as answers
Who benefits from task workload, and how it pays off in search results
Perceived task difficulty is how hard a person believes a task to be. It predicts how they search and when they give up. The same interface for easy and hard tasks helps neither well.
How to act on perceived task difficulty with free means
Who
What to do
Free means
What it shows
Searcher
Start with the easiest part
A notes app
Momentum
SEO
Ask test users how hard the task felt, before and after
Google Forms with a rating from 1 to 7
Where the page makes tasks feel harder
Your site
Check your own domain; replace example.com with it
site:example.com intitle:easy OR intitle:simple
Pages that promise ease, to test with real users
Who benefits from perceived task difficulty, and how it pays off in search results
Cognitive friction is the resistance people meet when a system does not work the way they think, a term Alan Cooper made known. In search, it lies between the thought and the words the box will accept. Failed sessions are often friction, and they are counted as missing content.
How to act on cognitive friction with free means
Who
What to do
Free means
What it shows
Searcher
Tell the site owner where a page confused you
The site's contact form
Fixes that help the next reader
SEO
Find clicks on elements that do nothing
Microsoft Clarity dead clicks and rage clicks
Places where the page works differently from expectations
Your site
Check your own domain; replace example.com with it
site:example.com intitle:"not found" OR intitle:error
Error pages that Google has indexed
Who benefits from cognitive friction, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Product team
Fixes elements that behave unexpectedly
Fewer rage clicks and exits
Customer support
Receives fewer confusion reports
Time for real issues
Readers
Use the page without puzzling
A smooth visit
What is information exhaustiveness in a search task?
Information exhaustiveness is the requirement of some tasks to see everything relevant, beyond the best few results. Legal research and systematic reviews work this way. A short summary answer fails a need for completeness.
How to act on information exhaustiveness with free means
Who
What to do
Free means
What it shows
Searcher
Use databases with complete coverage for exhaustive tasks
Google Scholar, PubMed, EUR-Lex
Coverage beyond the top results
SEO
State whether the page covers a subject completely or selectively
The page's own scope statement
Honest scope for exhaustive searchers
Your site
Check your own domain; replace example.com with it
site:example.com intitle:"complete guide"
Pages that promise completeness, to check against their scope
Who benefits from information exhaustiveness, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
States the scope of a page honestly
Trust from researchers who need completeness
Legal and compliance
Avoids implying completeness that is missing
Lower liability
Readers
Know whether they have seen everything
No false sense of completeness
What is the hedonic value of a search task?
The hedonic value of a search task is the enjoyment people get from searching and browsing itself. Not every session serves a goal. Recreational browsing misread as failed searching distorts every measure of success.
How to act on the hedonic value of a search task with free means
Who
What to do
Free means
What it shows
Searcher
Allow browsing time without a goal
Browser bookmarks
Enjoyment as part of searching
SEO
Separate browsing visits from goal visits
Google Analytics 4, engagement rate and views per session
Which visits are recreational
Your site
Check your own domain; replace example.com with it
site:example.com intitle:ideas OR intitle:inspiration
Pages for browsing without a set goal
Who benefits from the hedonic value of a search task, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Creates content people enjoy browsing
Repeat visits without a concrete need
Management
Keeps the brand present between purchases
Loyalty
Readers
Enjoy browsing
Inspiration
Why does the difference between user intent and search intent matter commercially?
Search intent is read from the compromised form of the need, and content is built for that form. The person arrives with a larger need that moves, carries feelings and belongs to a task. Pages that serve only the query lose that person at the point where the need goes beyond the box.
How to act on the difference between user intent and search intent with free means
Who
What to do
Free means
What it shows
Searcher
Tell a page what you really need when it asks
The page's own question
A route beyond the query
SEO
Compare the goals from a survey with the queries of the page
Google Forms and Search Console
The part of the user intent no query shows
Your site
Check your own domain; replace example.com with it
site:example.com intitle:"search intent" OR intitle:"user intent"
How the site itself treats the two
Who benefits from the difference between user intent and search intent, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Management
Invests in the needs no query shows
Demand competitors do not serve
SEO
Reports beyond keyword rankings
Search results that bring business
Readers
Get what they need beyond what they typed
Better outcomes
What should a page do about user intent?
Answer the user intent and carry the search intent inside it. A page can name the situations people arrive from, address the stage they are in and the worry behind the question, and ask back what brought them. That is the idea of Supervised Search: the publisher supervises the last stretch of the search.
How to act on user intent on a page with free means
Who
What to do
Free means
What it shows
SEO
Ask visitors one question and route each answer to the passage that fits
The page itself, Microsoft Clarity to watch the routes
Which routes people take
SEO
Measure satisfaction and reformulations alongside clicks
Google Forms and Search Console
Search results that help people
Your site
Check your own domain; replace example.com with it
site:example.com "what brought you"
Pages that already ask visitors why they came
Who benefits from user intent on a page, and how it pays off in search results
Who benefits
In everyday use
How it pays off
Content team
Asks one question and routes each answer
Visitors who reach the passage that fits
Management
Measures satisfaction and reformulations alongside clicks