AdCreative Agent

Fixes broken ad data and writes new variants for weak ads.

Agent PackContent StudioLangGraph + CrewAI

Book a demo of this agent Run it in the console

Found22

Fixed + verified22

Held for approval0

Recall1.00

One offline run on demo data with planted problems (recorded platform test, November 2026).

How AdCreative heals data, step by step

INData inKaggle madislemsalu/facebook-ad-campaign.

01Detect22 problems found

02Diagnose3 problem types named

03Plan22 safe to fix · 0 need a person

04Fix + verify22 fixed and re-checked

05ReportPlain-English report and Control Tower record

Client problem: Bad ad data hides wasted spend; refreshing creatives is slow.
What it does: Finds clicks > impressions, missing spend, and under-performing ads.
How it heals: Repairs impossible click counts, imputes missing spend at the median CPC, pauses weak ads and queues new variants written by a CrewAI crew within platform limits.
Human gate: New ads are drafts until approved.

Typical buyer: Performance marketers, agencies
Built with: LangGraph self-healing loop with a CrewAI crew (analyst, fixer, reviewer)
Demo data: Kaggle madislemsalu/facebook-ad-campaign.
Tables: fb_ads ← Kaggle madislemsalu/facebook-ad-campaign
Target outcome: Target: weak ads refreshed weekly.
Path to production: Content Studio Pack.

Issues detected on the demo data

Issue	Risk	Proposed fix	Count
clicks_gt_impressions 66416 clicks > 66366 impressions	low	Quarantine tracking row	4
missing_spent 'spent' is empty	low	Impute spend from clicks x median CPC	3
underperforming_ad CTR 0.125% with spend 562	medium	Pause ad and launch 3 new headline variants	15

How we demo it

Load Facebook ad data.
Run AdCreative.
Read the variants.

Built on AWS

Runs in the platform container on EC2 Graviton (or on demand in Lambda), writes healed tables to the S3 lakehouse, uses Amazon Bedrock only to write explanations, and reports six metrics to CloudWatch.

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