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

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.

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

Research papers on Spectral Brand Theory. 10 papers: SBT framework (2026a), epistemological foundations (2026b), and 8 mathematical foundations (R0-R7) covering metric geometry, metamerism, cohort boundaries, sphere packing, specification impossibility, diffusion dynamics, and resource allocation.