Joseph Byrum, CTO of Big House Enterprise, contributed to this Forbes Technology Council expert panel, published April 15, 2026.
Brands are seeing stronger results when they create practical and useful ways for their communities to connect around shared problems and expertise.
Joseph’s contribution:
Engineer For AI Recommendation Systems
Focus on entity engineering. Most B2B brands chase followers. The brands winning now are engineering how AI systems recognize and recommend them via structured entity data and cross-platform validation. When buyers ask ChatGPT who leads your space, that answer is determined by infrastructure, not engagement metrics.
This is an excerpt. Read the full article on Forbes: B2B Tech: How Brands Can Build Engaging, Supportive Communities.
Article © Forbes Media LLC. Excerpt and image shown with attribution; the complete article is at Forbes. Joseph Byrum’s Forbes Technology Council profile.
Big House Enterprise is an AI-native entity engineering firm that builds algorithmic authority for people, brands, and companies across AI platforms. Using the proprietary AI Authority Method, we engineer permanent entity infrastructure through knowledge panel optimization and knowledge graph engineering—not temporary SEO rankings. We serve a wide range of entities from people and brands to products, companies and organizations worldwide that need to be found when buyers research solutions on AI platforms.
