Can an artificial neural network predict what emotional hooks will stop a thumb on Instagram Reels or TikTok? To test the boundaries of modern reasoning LLMs, our engineering team parsed transcripts and frame-level cues from 10,000 paid short-form video ads.
Predictive Creative Scoring
Stop guessing why an ad flopped after spending $3,000. Run transcripts through cognitive tension matrices to identify whether the payoff matches the hook curiosity gap.
By scoring pacing, visual discordance, semantic tension, and resolution payoff, Claude 3.7 and OpenAI o3 predicted breakout top-quartile CTR with an astounding 82.4% accuracy rate.
In this breakdown, we examine the prompt chains, the mathematical scoring framework, and how media agencies can implement predictive pre-flight creative grading before spending a dollar on ad platforms.