Python client for the YouGov BrandIndex API. Query brand perception metrics, sentiment scores, and consumer awareness data with timeline and multi-brand support.

8-dimensional brand perception framework. AI-implementable prompt toolkit + YAML templates. Demonstrated across 5 brands.

Analyzing and discovering the common standard features shared by various tech gadgets from Top brands namely Apple, Samsumg, Xiaomi, Vivo, Oppo and other popularly known brands

Enterprise-grade consumer sentiment discovery engine: ingest multi-platform data, extract themes, score evidence, and generate client-ready DOCX reports.

Brand Function Registry: machine-readable brand specifications (JSON) for AI perception across 8 dimensions. The schema.org of brand identity.

Research papers on Spectral Brand Theory: a multi-dimensional framework for brand perception, AI-mediated brand measurement, and the geometry of observer cohorts. Mathematical foundations, empirical studies, and methodology papers.