EVIDENCE

Method first, results second.

The framework was shaped in the field — across FMCG, hospitality, fintech and education in Southeast Asia — before it was ever taught. What the cases share: clear topic definition, compact clusters, a role for every page, planned internal links, and topic-level KPIs.

BEFORE — SCATTERED KEYWORD COVERAGE
A few volatile rankings; every algorithm update hurt.
AFTER — CLUSTERED TOPIC COVERAGE
Complete journeys per topic; fluctuation in one page, resilience in the cluster.
A compact, complete cluster outperforms scattered volume — every time we have measured it.
FIELD NOTE, ACROSS ALL CASES
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