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Openai/693f0f89-2b94-8011-8c61-d78d2b2d9df9
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==== Right now your setup likely follows this pattern: ==== User question β GA4 API β LLM β Explanation To generate actionable suggestions, the system must explicitly support reasoning over benchmarks, deltas, and rules, not just summarisation. The upgraded pattern becomes: Data ingestion β Normalisation β Diagnostic analysis β Recommendation synthesis β Confidence/impact scoring This shift must be enforced at the instruction and orchestration layer, not left to the modelβs discretion.
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