Research

The methodology behind the brain.

The brand brain is the foundation layer under kbie Lens: the brand's own approved facts, voice and rules, kept as one governed record. Lens reads it in the same pass as the law, so a brand's own rules are checked alongside the rulebooks. kbie Trace and kbie Loop will read from the same record. kbie Lens is where a brand starts; this is the research behind the brand brain.

The brand brain is built on KBIF · the Kapis Brand Intelligence Framework. 138 cross-LLM validation runs across 13 brand archetypes, five phases. Trust Layer per claim. Tension Gate enforced. Methodology open.

Whitepaper

Public publication in progress.

The KBIF v1.3.x whitepaper is in progress. We will publish when the validation is complete. We’re publishing the framework, the validation methodology, and the cross-LLM benchmark dataset · brand brain bundles already ship the methodology to every customer.

If you want to be told when it publishes, email ops@kbie.ai.

What you’ll find when it ships

  • · The 8-layer KBIF schema · why a brand brain needs Identity, Audience, Positioning, Voice, Visual, Constraints, Memory, Objective + a 9th Data-Loop layer for continuous calibration.
  • · The Trust Layer · how every claim carries provenance (HIGH verbatim · MED paraphrased · LOW hypothesised) so an AI never fabricates and a CMO can audit.
  • · The Tension Gate · how a brand publishes only after productive contradictions are surfaced and acted on, not resolved away.
  • · The cross-LLM benchmark · five-phase validation across Claude · ChatGPT · Gemini · the per-LLM BCFI score lifts and where each model loses on which dimensions.

India-grounded · Globally engineered · Audit-first