Infer intent from evidence
Replace modifier-only intent labels with an evidence-based task statement.
Every keyword tool ships an intent column, and it is guessing from the words. It sees best and decides commercial. It sees how to and decides informational. The column is derived from the string, which means it knows nothing about your market, the device people search on, or what the result page actually shows when somebody types it.
Intent is not a funnel stage. It is the task a person is trying to finish, and the same words support different tasks depending on where and when they are typed. Lawyer near me means something different at two in the afternoon on a laptop than it does at midnight on a phone after a crash.
The evidence is available and it takes about four minutes per query to collect. The result page is the market's own answer to what a query means, and it beats a label derived from grammar every time.
Intent is a task, not a funnel label. The result page is the evidence and the modifier is only a hint.
Where the evidence actually comes from
Seven sources, and none of them is the intent column. In rough order of how much weight they carry:
- The dominant result types. What kind of page is winning, counted rather than skimmed.
- The specific ranking pages. Open two and read what they actually help someone do.
- Result features. A local pack, a calculator, a video block, or an answer changes what the task even is.
- Query refinements. What people search next tells you what the first search failed to settle.
- Conversions on your own pages. If a page already converts for a related term, that is first-party evidence nobody else has.
- Customer and support language. The words people use when they call are rarely the words in the tool.
- Competing interpretations. When the results split, that split is the finding.
The first three are available for any query in a few minutes. The fourth and fifth are only available to you, which is what makes them worth more than anything a competitor can buy.
Confidence belongs in the record beside the interpretation. A query whose results are eight guides and two service pages supports a confident reading. A query splitting five and five supports a written note that says the market has not decided either, and that note will save somebody a wasted page in three months.
Write the task without naming a page type
The discipline that makes this lesson work is refusing to write the format into the task statement. Say what the person is trying to accomplish, in their situation, using no words that describe a page.
Texas car accident settlement calculator is the clearest example. The primary task is estimate a range. The secondary task, arriving about ninety seconds later, is understand whether this is worth calling somebody about. Neither of those sentences contains the word calculator, guide, or service page, and that is deliberate.
Write it as a page type instead and the analysis is over before it starts. Build a calculator collapses two tasks into one format and skips the question of whether the second task is where the business actually earns anything. The format decision belongs in the next lesson, made against a task statement that did not presuppose it.
Record the secondary task explicitly when there is one. Most useful pages serve a primary task completely and hand the person cleanly to the next thing they need, and you cannot design that handoff if only one of the two tasks is written down.
Read one query properly
Four minutes per query, and it does not batch. The output is a sentence and a confidence level, not a label.
- Write the likely task in one sentence, before you look.Writing it first makes your assumption visible, so the result page can contradict it. Looking first means quietly adopting whatever you see and calling it analysis.
- Open the result in the target market and count page types.Count rather than skim. Eight guides and two service pages is a different market from five and five, and skimming reports both as mixed.
- Note the result features present.A local pack, a calculator, a video carousel, or an answer block changes what winning looks like and sometimes removes the click entirely.
- Record competing interpretations and your confidence.A split result set is a finding worth writing down, not an inconvenience to resolve by picking the reading you preferred before you opened the page.
Evidence-based task statement
The task replaces a generic commercial-intent label.
Before this lesson: the qualified query from Module 2
- Query
- texas car accident settlement calculator
- Current URL
- /settlement-calculator/
- Known result mix
- Calculators, legal guides, and service pages
- Unresolved decision
- Tool task or lawyer-evaluation task?
After this lesson: Finished output
- Query
- texas car accident settlement calculator
- Primary task
- Estimate a possible settlement range and understand limits
- Dominant results
- Calculators plus explanatory legal guides
- Competing task
- Find a lawyer after estimating value
- Confidence
- Medium; result set mixes tools and service pages
Use the principle on your own project
Follow the sequence once. The goal is a defensible decision, not completing steps for their own sake.
One qualified query · Live results in the correct market, device, and location · Customer or conversion language when available
- State the likely task in one sentence.
- List the dominant result and page types.
- Note local, product, image, video, forum, or answer features.
- Record competing interpretations and confidence.
Reference notesDefinitions, site-specific paths, common mistakes, and completion paths
Terms in plain language
Use these definitions when a term is unfamiliar.
- Task statement
A plain sentence describing what the person is trying to accomplish, without naming the page type in advance.
ExampleEstimate a possible settlement range and understand the limits of that estimate.
- Result feature
A search-result element such as a local pack, shopping result, video, answer, image block, or calculator that changes how a task is served.
ExampleA local pack suggests nearby-provider evaluation is part of the task.
Choose the path that matches your site
New sites establish evidence; established sites use history.
Use qualified keywords, live results, interviews, support and sales language, and competitor page experiences. Mark the task statement as a hypothesis until real behavior is collected.
Add current ranking URLs, query refinements, conversions, on-site search, and user behavior to confirm or challenge the initial task statement.
Common mistakes
What people often do and what to do instead.
- Calling a query informational or commercial and stopping
- InsteadState the task, dominant result types, competing interpretations, and confidence.
- Assuming the same intent in every market
- InsteadRecheck location, device, and result features when they matter.
You should now have
- A one-sentence task statement
- Observed result types and features
- Alternative interpretations and confidence
Before you move on, confirm
- Intent is a task, not a funnel label.
- Uncertainty is visible.
- The evidence can be revisited.

