Ingest
Load a defined dataset with source, period, market and property context.
Tool 10 / 12 · Search intelligence
Group search demand into decisions a content team can inspect.
Ingest query datasets, compare clustering approaches and turn groups into a reviewable coverage and content plan.
Scope and access are confirmed for each implementation.
Clustering pipelineILLUSTRATIVE
SC
Search intelligenceData → groups → plan
↗StageOutputReview
IngestNormalised queriesValidate
ClusterTopic groupsInspect
CoveragePage mapPrioritise
The operational problem
Turn query data into a navigable content map.
Raw query exports are too large and repetitive for useful planning. A single opaque clustering score can also hide ambiguity, brand terms and cannibalisation risks.
How it works
A three-stage
operating loop.
The sequence makes the input, decision point and completion check visible before broader automation is introduced.
Cluster
Apply the selected similarity or SERP-based methods and inspect uncertain groups.
Plan
Map existing coverage, gaps and candidate pages for human prioritisation.
Capability map
What the workflow
is designed to organise.
These are product capabilities to validate during solution design, not claims that every connector or operating mode is already enabled.
Dataset pipeline
Work from structured query data rather than disconnected spreadsheets.
Multiple methods
Compare available clustering approaches instead of treating one algorithm as universal.
Coverage review
Connect groups to existing pages and surface possible overlap or gaps.
Planning export
Prepare a content map with priorities, owners and review notes.
Clustering pipelineILLUSTRATIVE
SC
Search intelligenceData → groups → plan
↗StageOutputReview
IngestNormalised queriesValidate
ClusterTopic groupsInspect
CoveragePage mapPrioritise
Implementation inputs
Bring the context
that makes it useful.
- Query dataset and source period
- Market, language and property scope
- Existing-page inventory and planning goal
Confirm before deployment
Data-source connectors, supported algorithms, scale and warehouse requirements need confirmation. Clusters are planning aids, not guaranteed search opportunities or ranking outcomes.
Continue exploring
Related workflows.
Combine tools only after each workflow has a clear owner and data boundary.
Next step
Map a real SEO Clustering workflow.
Share a representative example, the tools involved and the decision you want the workflow to support.
Prepare an enquiry ↗