What AI Audits Find
Wasted spend (ad sets without conversions for 14+ days). Audience overlap (multiple ad sets competing for the same users). Pixel gaps (custom events missing, low Event Match Quality). Pattern recognition across cohort data and performance drift.
Audit Workflow
- 90 days of account data in BigQuery
- AI layer with audit prompts
- Pattern detection (wasted spend, overlap, drift)
- Output list with a concrete finding per ad set
- Human layer for action prioritization
A performance account spending 280k EUR/month had 38k EUR in wasted spend, identified in a 30-minute AI audit. Cleanup lifted ROAS by 8% without any scaling action.
What AI Does Not Do
Strategy decisions, brand voice reviews, creative quality checks. Audit AI is a diagnostic tool, not a strategy replacement. A human layer decides which findings to prioritize and how to act on them.
„AI audit is diagnosis. Strategy is human.”
