Attribute analysis
Which attributes appear in winners vs losers
Each row is a content attribute. Top % = how often it appears in the top-25% performing variants. Bottom % = how often in the bottom-25%. The lift column tells you what the engine should do more of.
Attribute
Top 25%
Bottom 25%
Lift
Engine bias
Caregiver hook
+6.5×
↑ More
Named physician (Dr. + credential)
+8.0×
↑ More
Trial-cited efficacy stat
+3.5×
↑ More
Patient story arc · 30s+
+3.1×
↑ More
ISI-adjacent fair-balance
+1.6×
↑ More
First-person singular voice
−18×
↓ Avoid
Emoji density > 3 per asset
−8×
↓ Avoid
Generic 'glow / wellness' framing
−∞
↓ Avoid
Veeva sync · activity log
The data loop, last 24 hours
12 min ago
DEM-2026-04-218 · Caregiver carousel approved & synced to Veeva PromoMats v2
synced
1 hr ago
DEM-2026-04-217 · Reel pending MLR · queue position 4 of 11
in queue
2 hrs ago
DEM-2026-04-216 · Static flagged · auto-rewrite suggested
needs review
3 hrs ago
Performance pull · 142 Compound DT-204 variants Q1 ingested as training signal
synced
Yesterday
Veeva CRM HCP engagement export · 2,840 records de-identified, aggregated, fed to engine
synced