Published:
Extract from article by Joseph Byrum featured on Forbes Technology Council
A company that coins a business category can lose control of its definition to competitors, because AI systems favor whichever entity has the most structured, independently confirmed signals. The article recommends machine-readable definitions, external corroboration and a presence in training-data sources.
Read the full article on Forbes: Why Being First Is No Longer Enough: How Algorithmic Encoding Displaces Category Inventors

Joseph Byrum is an accomplished executive leader, innovator, and cross-domain strategist with a proven track record of success across multiple industries.
