Corroboration in Entity Engineering: Building AI Confidence
AI systems require independent proof to cite your company. Learn how corroboration transforms self-claims into trusted evidence.
AI Has Never Heard Of Your Company: The Asset Class Your Accounting Framework Cannot See
Here’s why the C-suite needs to understand entity engineering as a corporate asset, not a digital marketing tactic.
Press Releases
AI Platforms Show Significant Variance in How They Describe Businesses
Cross-platform study finds ChatGPT, Claude, Perplexity, and Google AI Overviews often disagree on basic business attributes.
AI Information Retrieval: Hidden Pathways Explained
Discover the two pathways AI uses to retrieve information and why most marketing strategies fail to address both. Learn how to optimize for AI visibility.
B2B Tech: How Brands Can Build Engaging, Supportive Communities
Brands are seeing stronger results when they create practical and useful ways for their communities to connect around shared problems and expertise.
How Entity Engineering Delivered 70% ROI for a Manufacturer
A $100M capital goods manufacturer became AI-visible and achieved 714% ROI using a systematic entity engineering methodology. Documented case study.
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Study Identifies What Predicts Google Knowledge Panel Appearance
Analysis finds external source consistency outweighs website optimization, content volume, and social media presence
AI Visibility Self-Test: Check Entity Identity in 15 Min
Run this diagnostic to see if AI recognizes your B2B company as a credible entity. Essential for industrial manufacturing firms.
Rented Visibility vs Owned Infrastructure in Marketing
Why every marketing channel except entity engineering is rented. Tap into the power of the knowledge graph. Discover the only owned asset in your stack.
Beyond GEO Citations：Why AI Doubts Your Brand’s Authority
Your GEO reports show AI citations，but where are the leads? Discover why AI qualifiers like ‘reportedly’ erode buyer trust and how to build real authority.