keyword-research

To get accurate search volume and CPC competition data for keyword research, you need an evidence-first approach using a provider like DataForSEO. This skill normalizes provider metrics while preserving any unavailable data as null to prevent fabrication.

Generating topic clustering-ready long-tail keywords requires expanding seed terms and filtering by market and language. This skill produces normalized keyword lists with raw provider evidence kept separate, serving as structured input for later clustering workflows.

Yes, you can use DataForSEO keyword suggestions for intent classification preparation. This skill collects provider data to support keyword expansion and outputs a normalized report, setting the stage for downstream intent classification tasks.

During seed refinement, missing keyword metrics are preserved as null values rather than fabricated. This ensures the normalized report maintains evidence integrity by only returning actual provider data and recording request parameters.

Yes, keyword research requires enforcing provider-mode requirements to function correctly. You must configure a provider like DataForSEO to collect evidence, normalize metrics, and generate the contract format report successfully.