GMV Max Creative Checklist
GMV Max testing should not rely only on more creative volume. Before a seller or affiliate video enters the ad pool, your team should check whether it explains the product, proves the benefit, holds attention early, and avoids ad-review risk. XY Video turns that checklist into a repeatable AI spend screen.
For brands, media buyers, agencies, and creative teams seeing unusual CTR, retention, CVR, ROI, or ROAS but unsure which part of the video to fix first.
- Hook check
- Product and proof check
- Spend action check
The common mistake in short-form ad review is calling everything bad creative. Useful review breaks the video back into signals: whether viewers stay, understand the product, find a click reason, trust the claim, and still want to buy after the click. Once the break point is clear, recutting, caption changes, angle changes, or pausing spend becomes a decision instead of a guess.
Hook check
Does the first 3 seconds show a result, pain point, contrast, or strong benefit? Does the product appear early enough? Do captions explain why to keep watching?
In practice, map this point back to the video timeline: the timestamp, the frame, the viewer question, and the exact change for the next cut. That turns analysis into an action both editors and buyers can execute.
Product and proof check
Does the video include close-ups, real use scenes, before/after proof, result shots, testimonials, or other trust signals?
In practice, map this point back to the video timeline: the timestamp, the frame, the viewer question, and the exact change for the next cut. That turns analysis into an action both editors and buyers can execute.
Spend action check
Is the CTA too late? Is there a product-card prompt? Should the team approve, revise, exclude, or hold the creative for the next batch?
In practice, map this point back to the video timeline: the timestamp, the frame, the viewer question, and the exact change for the next cut. That turns analysis into an action both editors and buyers can execute.
Do not read one metric alone; read the metric chain
2-second and 6-second retention show whether viewers stay.
CTR shows whether viewers understand the product and click reason.
CVR, ROI, and ROAS show whether proof, price, and buying motivation hold.
Frequently asked questions
Is this checklist useful for every GMV Max creative?
It is useful as a first-pass pre-launch QA. Category, price, commission, audience, and market context still matter.
Why use AI for checklist review?
Manual review often stays subjective. AI structures key frames, timestamps, and editing actions so the team can decide faster.
Apply this prediction to your own ad video
The article gives the framework, but useful improvement advice depends on the actual frames, captions, product, and campaign goal.