New 5-Dimension Scoring Engine

Replacing the old 10-component BCS with a cleaner, embedding-based 5-dimension scoring system.

We've rebuilt the Brand Consistency Score from the ground up.

What changed

The old scoring system used 10 loosely defined components with LLM-generated scores. The new system uses 5 clear dimensions, each scored deterministically from embedding similarity and structured LLM detections.

The 5 dimensions

DimensionWhat it measures
Visual IdentityLogo, color palette, typography, photography style, visual mood
Voice & ToneTone match, vocabulary, personality, writing patterns
MessagingValue proposition, target audience, key messages, brand promise
Content QualityProduction quality, completeness, professionalism
Brand PresenceProfile completeness, cross-channel linking, content freshness

How scoring works

Each dimension is scored 0-20 points (total: 0-100). The score combines two signals:

  • How close the content lands to your brand's overall feel
  • How specific brand attributes match — colors, fonts, voice, messaging

The Brand Temperature slider controls how strict the match needs to be.

Watcher & Checker updated

Both the Watcher (continuous monitoring) and Checker (on-demand analysis) now use the new scoring engine when a Brand Twin is available. Existing brands without a Twin keep working — migrate or rebuild them as a Brand Twin to unlock the new scoring.