Rule of thumb: use Mary for text or mixed content, and Qualia when you’re comparing videos.
A/B testing ad creatives
Compare two ad variants and see which one actually holds attention and drives purchase intent, before you decide where the budget goes.- Submit: each variant as its own scan, then compare the timelines.
- Model: Qualia when the variants are visual (different cuts, footage, pacing). Mary when they differ in script or voiceover.
- Look at: the attention and purchase intent curves side by side, to see which one stays higher, longer.
Hook analysis & optimization
The first three seconds decide whether anyone keeps watching. Find exactly where the hook lands and where attention drops off.- Submit: the creative (reel, TikTok, ad). Model: Mary for any content; Qualia for purely visual hooks.
- Look at: the per-second attention curve over seconds 0–3, plus the
momentsblock for the first flagged drop.
Creator content pre-post check
Score a reel or TikTok before you publish it, so you ship the version that performs.- Submit: the finished cut. Model: Mary (it reads everything: visuals, voice, captions, and pacing together).
- Look at: the overall score and grade for a fast verdict, then the timeline to tighten weak seconds.
Pre-flight QA before ad spend
Before you put real budget behind a creative, sanity-check it the way a focus group would, instantly.- Submit: the creative. Model: Mary by default; Qualia when you’re choosing between visual variants.
- Look at: the headline score, the attention and purchase intent lenses, and the
momentswhere it slips.
Script / voiceover testing
Compare copy or voiceover variants line by line, without filming anything.- Submit: the script as
text, or the voiceover asaudio. Model: Mary. This is exactly where Mary is sharpest. - Look at: the per-second attention and purchase intent curves to see which lines land and which lose the reader.
Manipulation & brand-safety check
See how heavily a creative leans on emotional persuasion versus plain reasoning, which is useful for brand-safety and compliance review.- Submit: the ad. Model: Mary (or Qualia for video-only).
- Look at: the manipulation and emotion lenses across the timeline.
Memorability test
Attention is cheap; memory is what sells. Find out what actually sticks.- Submit: the creative. Model: Mary (or Qualia for video-only).
- Look at: the memory lens. A high attention score with a low memory score means it grabs focus but doesn’t stay.
Models
Mary and Qualia, the full capability matrix and decision rule.
The 7 lenses
Every lens you can score a scan against.