copy_audit
Identify near-duplicate ad copy and length issues. Returns all copy in scope for manual or automated review and optimization.
Instructions
Find near-identical ad copy + length issues, and return all copy in scope.
Near-identical pairs use normalized token overlap (Jaccard 0..1) — a cheap, deterministic
screen for mechanical near-duplicates (reworded/reordered text), NOT same-angle
paraphrases. For semantic "these say the same thing" dedup, reason over the returned
copies list yourself. Scope defaults to the whole account; narrow with campaign_id
or ad_group_id.
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| campaign_id | No | ||
| ad_group_id | No | ||
| similarity_threshold | No |
Output Schema
| Name | Required | Description | Default |
|---|---|---|---|
| scope | Yes | ||
| ads_audited | No | ||
| near_identical | No | ||
| length_issues | No | ||
| copies | No | ||
| guidance_notes | No |