Knot now builds a living visual identity profile from every deliverable automatically.

What shipped:

• Vision model analysis on every completed deliverable

• Structured fingerprint covering colors, typography, layout, aesthetic, and brand personality

• Style Profile rebuilds every 24 hours and injects into every new request automatically

• AI-generated creative director overview synthesizing all signals into prose

• URL seed option to bootstrap a profile from your existing website