





OliviaonTikTokif this was·Manicured HandswonHow Kettio decides
The trust layer is the method: render the audience response, transform it into calibrated score evidence, then choose the winner from the distribution.
01 Response render
Kettio first renders persona-specific reactions in the right context: audience, platform, objective, image, video, and optional ad copy layer.
02 Signal routing
The scorer knows whether it is judging the image alone, copy alone, or the full deployed ad package, so hidden copy does not leak into visual-only rankings.
03 Score construction
Rendered reactions are normalized, embedded, and compared against objective-specific anchor banks to produce a Likert probability distribution and expected score.
04 Winner selection
Kettio aggregates samples, compares margins, records confidence signals, and flags close calls instead of pretending every result is equally certain.
Benchmarks
77.5%
winner-call accuracy
Kettio scores image, copy, and the full ad separately — so your budget lands on the creative that wins, not the one you guessed.
Accuracy over time
How often Kettio called the stronger creative
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