The playbook
Keyword Clustering: Review Process
A useful keyword clustering review ends with a supported decision for each item examined. Define the evidence required before opening the report: keyword, intent group, evidence, proposed page. These fields give reviewers a shared basis for agreeing what is working, what needs attention, and who should act.
Put the task in context
Normalize capitalization and spacing before grouping terms. Then compare the required answers: “sales pipeline stages” and “sales pipeline examples” may overlap substantially, while “sales pipeline software pricing” adds a different buying task. Semantic similarity alone does not establish separate-page demand.
Set the review boundary
Choose the records or journeys that matter to the current question. Include a normal case, a recently changed case, and an exception where available. This is a diagnostic sample, not a claim that every item has been checked. Record how the sample was selected and what would justify expanding it.
Use explicit review criteria
| Criterion | Review question |
|---|---|
| Normalize spelling and remove exact duplicates | Is the supporting keyword current and traceable? |
| Compare reader intent and expected result format | Does intent group support the decision being made? |
| Check ambiguous groups against current search results | Can the next owner verify proposed page? |
Inspect the evidence before assigning a result
For each item, compare the intended behavior with the observed behavior. Pay particular attention to grouping phrases only because they share a word. If it appears, record where it occurs and which assumption it contradicts. Distinguish a verified defect from an unanswered question and from a preference about how the work should look.
Where the evidence supports the known correction, split groups where the required answer or page format changes. Give that action to an accountable owner with a description of the expected result. If you cannot yet identify the cause, assign a diagnostic action rather than prescribing a speculative repair.
Record a decision that can be acted on
| Decision | When to use it |
|---|---|
| Keep | The current state serves the intended task and the evidence is adequate. |
| Revise | A specific gap is confirmed and the proposed action addresses it. |
| Investigate | Important information is missing or conflicting. |
| Retire or combine | The item has no distinct useful purpose in the current scope. |
Verify corrections and expand selectively
Recheck the affected page or query record after the owner completes the action. Then inspect other items sharing the relevant cause. A shared template, process rule, or data source may justify expanding the review. Similar wording or appearance alone is a weaker reason.
Turn the review into a decision summary
Summarize the affected scope, confirmed findings, actions, and open questions. Connect the findings to distinct validated intent groups using the same definition as the baseline. A good summary lets the responsible person decide what happens next without reading every working note.
Keep page purpose visible throughout the work. A technically valid page can still fail to answer the reader’s question. Separate access and discovery problems from content problems so that the assigned action matches the cause.
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