tag

LLM

How a 6-Phase AI Pipeline Generates Creative Briefs from Ad Performance Data

Architecture of a production pipeline that turns BigQuery marketing performance signals into structured creative briefs through 6 sequential AI and deterministic phases.

Prompt Guardrails: When the Data Model Is the Real Fix

How ambiguous evidence can confuse AI recommendations, and how clearer issue definitions, structured inputs, and output checks help.