Insights
Blog
Insights on AI brand reputation, answer engine optimization, and how LLMs decide which brands to trust.
Research
Why AI Language Models Get Brand Descriptions Wrong
59.8% of AI brand misrepresentation comes from wrong categorization. Here's the technical explanation — and what to do about it.
Strategy
Sharp Positioning Is the Only AI Strategy That Works
Why vague value props are invisible to AI models — and how specific positioning drives recommendations.
Case Study
How Hal9 Turned AI Confusion Into a Growth Channel
From identity erasure to 1,600% AI-referred traffic growth in 60 days. The full breakdown.
Research
The Hidden Cost of Confused Demos in B2B SaaS
When AI sends buyers to your demo with the wrong expectations, 30-40% of pipeline is dead on arrival.