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Who's using KSM™

Organizations applying KSM™.

Organizations applying the KSM™ framework to strengthen how AI systems understand, recognize, and cite them.

Client implementations

Real organizations. Structured knowledge.

These organizations are applying the Knowledge Structuring Model to strengthen structured extractability, entity salience, and citation authority across their public presence.

Fashion & Consumer Brands

Sonia Noel Inc.

Sonia Noel Inc. is a Guyanese fashion house led by designer and entrepreneur Sonia Noel, known for statement accessories, reversible belts, and three decades of Caribbean-rooted design. Sonia Noel Inc. has implemented the KSM™ framework across sonianoel.com to strengthen structured extractability, entity salience, and citation authority for AI-mediated discovery.

Visit sonianoel.com →