The QC Gate Teardown: Catching What AI Creative Slips Past You
Objective: Review 5 specimen AI-generated ad concepts for a monsoon sale against the lesson's five-point QC checklist, correctly identifying which contain a genuine launch-blocking defect and which are clean, without over-flagging plausible-looking but acceptable choices.
You're the QC reviewer at FirstCry (Brainbees Solutions) ahead of a monsoon baby-gear sale, and the performance marketing team has handed you 5 AI-generated ad concepts from Advantage+ Creative to sign off before spend goes live.
Apply the five-point QC checklist, factual accuracy, brand safety, representation, legal/regulatory compliance, and landing-page match, to each specimen and mark launch-ready vs blocked.
Before you start
What you'll need
Free path (everything below is enough to finish)
Free and sufficient for a simple pass/block tracking sheet
The process
Specimens to review
Review this specimen against the QC checklist. What, if anything, blocks launch?
AI-generated carousel ad. Image: baby in a monsoon-themed onesie under an umbrella graphic. Headline: 'Skin Clears Up in Days with Our Baby Lotion.' Body: 'Doctor-approved formula for sensitive skin.' CTA: Shop Now.
Specimen: synthetic, realistic
Review this specimen against the QC checklist. What, if anything, blocks launch?
AI-generated single-image ad. Image: toddler splashing in rain boots, a raincoat product shot inset bottom-right with the FirstCry logo correctly placed. Headline: 'Monsoon-Ready Gear, Up to 40% Off.' Body: 'Rain boots, raincoats and umbrellas for every age, starting at Rs 299.' CTA: Shop the Sale.
Specimen: synthetic, realistic
Review this specimen against the QC checklist. What, if anything, blocks launch?
AI-generated video storyboard. Scene: a family in a Western-style living room with snow visible through the window, toddler in mittens. Headline: 'Beat the Monsoon, Stock Up Now.' CTA: Shop Monsoon Essentials.
Specimen: synthetic, realistic
Review this specimen against the QC checklist. What, if anything, blocks launch?
AI-generated ad promoting 'Buy 2 Get 1 Free on all raincoats,' CTA linking to the general FirstCry monsoon category page, which is actually running a flat 30%-off promotion instead.
Specimen: synthetic, realistic
Review this specimen against the QC checklist. What, if anything, blocks launch?
AI-generated ad featuring a generated image of a caregiver figure depicted in a stereotyped, exaggerated domestic-servant pose, visually distinct from how any other adult figure in the brand's existing ad library is depicted, positioned next to a baby product.
Specimen: synthetic, realistic
Final deliverable
A completed QC scorecard for all 5 specimens marking launch-ready vs blocked, with the specific defect, severity, and checklist category cited for each block.
See a reference example
Warby Parker, AI creative QC scorecard (excerpt) Specimen 1 (frame-fit claim): BLOCKED, critical, unverified 'zero pressure points' efficacy claim, factual accuracy. Specimen 2 (lifestyle shot, city street): PASS, no defect found. Specimen 3 (price mismatch): BLOCKED, critical, landing page match. Specimen 4 (seasonal imagery, off-region): BLOCKED, moderate, brand safety/representation. Specimen 5 (clean variant): PASS, no defect found.
Success criteria
You're done when you can:
- Correctly identifies all 3 launch-blocking specimens and their specific checklist violation
- Does not flag the clean specimen or the on-strategy raincoat/CTA/logo-placement choices as defects