OpenKnowledgeBank

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2 bundles

Registry version feeds this catalog directly from the public bundle repository.

Trusted draft

Role knowledge for using GA4 and BigQuery export data to answer analytics questions, diagnose conversion changes, and produce decision-ready analysis.

Solves: diagnose conversion drops; plan GA4 BigQuery analysis

Measured 42/48 vs 17/48 baseline +25 pts Improvement vs baseline Lower-cost LLM 17/48 to 42/48 +25 pts General-purpose LLM 25/48 to 46/48 +21 pts Reasoning LLM 31/48 to 47/48 +16 pts Across 3 benchmark tasks.
analytics ga4 bigquery
Updated Jun 21, 2026 CC-BY-4.0
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Trusted draft

Role knowledge for paid acquisition, campaign diagnosis, performance reporting, and experimentation.

Solves: plan paid campaigns; diagnose CPA increases

Evaluation pending
marketing paid-acquisition growth
Updated Jun 21, 2026 CC-BY-4.0
Details Download