Find the bottleneck in your data.
Compare mock video scenarios across views, impressions, clicks, orders, and GMV. Then make one clear next-test call.
Choose a test scenario
The scenarios are the production training data; the surface is the compact sandbox treatment.
Viewer journey funnel (High views, low product clicks)
Fix the biggest drop-off first
Likely bottleneck: Product clicks (CTR). People watched, but not enough clicked the product. Views are not buying intent.
Compare the videos
Healthy reference: CTR 1.0%-2.0% · CTOR 4%-8%
Make the next-test call
Use the data above to decide what to test next.
What's the main bottleneck?
What should the creator do next?
Tip: the recommended video for this scenario is Cable reset demo.
Bottleneck: Product clicks (CTR)
People watched, but not enough clicked the product. Views are not buying intent.
Recommended next action: Move card / CTA earlier
Compare the videos
Healthy reference: CTR 1.0%-2.0% · CTOR 4%-8%
Make your read
0/3 choicesWhat's the main bottleneck?
What should the creator do next?
Viewer journey funnel (High views, low product clicks)
Likely bottleneck: Product clicks (CTR). People watched, but not enough clicked the product. Views are not buying intent.
Got your next action? Run it again.
Every diagnosis points to a new test. Pick a fresh product or angle and start the Pick -> Tag -> Read loop again.