# Blog

Insights on AI brand reputation, answer engine optimization, and how LLMs decide which brands to trust.

## Research Reports

- [Research Report **The AI Brand Audit: What We Learned Scoring 5,829 Brands**  
 60% of brands are misrepresented by AI. The data, the patterns, and the frameworks from our proprietary directory.](/content/research/ai-brand-audit-findings/index.html)
- [Research Report **State of AI Brand Crawling — March 2026**  
 Monthly baseline: 19,454 AI crawler requests/week. Platform-by-platform breakdown of how AI models consume brand data.](/content/research/state-of-ai-brand-crawling-march-2026/index.html)

## Blog

- [Guide **How to Measure AI Referral Traffic and Customers**  
 Separate crawler access, answer retrievals, referral sessions, conversions, and assisted revenue.](/content/guides/how-to-measure-ai-referral-traffic/index.html)
- [Guide **AI Search Optimization for B2B SaaS**  
 Build the evidence AI needs to categorize, compare, and recommend a B2B SaaS product accurately.](/content/guides/ai-search-optimization-for-b2b-saas/index.html)
- [Measurement **AI Brand Visibility vs Accuracy**  
 Why appearing in AI answers and being represented correctly require separate metrics.](/content/learn/ai-brand-visibility-vs-accuracy/index.html)
- [Research **How 5 AI Platforms Actually Crawl Brand Data: What 111,286 Requests Taught Us**  
 Server-side analysis of AI crawler behavior across OpenAI, Anthropic, Amazon, Perplexity, and ByteDance.](/content/blog/how-ai-platforms-crawl-brand-data/index.html)
- [Data Analysis **What 8,008 Brand Score Changes Reveal About AI Reputation Volatility**  
 For every brand that gained ground this week, six lost it. The data on AI brand perception decay.](/content/blog/ai-brand-reputation-volatility/index.html)
- [Data Analysis **The Queries People Use When They Realize AI Is Wrong About Their Brand**  
 17,000 Google impressions from a demand category that barely existed two years ago.](/content/blog/search-demand-for-ai-brand-visibility/index.html)
- [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.](/content/blog/why-ai-gets-brand-descriptions-wrong/index.html)
- [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.](/content/blog/sharp-positioning-ai/index.html)
- [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.](/content/blog/hal9-ai-growth-lessons/index.html)
- [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.](/content/blog/confused-demos-ai-problem/index.html)
- [Research **AI Brand Authority: What 5,829 Brands Taught Us**  
 58.4% have strong AI presence. 7.5% are invisible. The AI representation distribution, archetypes, and category patterns.](/content/blog/ai-brand-authority-5829-brands/index.html)
- [Research **Why AI Platforms Recommend Your Competitors Instead of You**  
 463 Challenger brands: AI knows them but doesn't recommend them first. The mechanics of competitive displacement.](/content/blog/why-ai-recommends-competitors/index.html)
- [Research **Brand Mentions in Perplexity, ChatGPT, and Claude: What's Actually Different**  
 Server-side data on how each platform's crawling behavior creates different versions of your brand.](/content/blog/brand-mentions-perplexity-chatgpt-claude/index.html)
- [Research **The Parametric vs. Retrieved Problem: Why AI Models Believe Wrong Things**  
 59.8% of AI brand misrepresentation happens in parametric knowledge. The two knowledge systems, explained.](/content/blog/parametric-vs-retrieved-brand-knowledge/index.html)
- [Data Analysis **What We Learned Tracking 8,008 Brand Score Changes in One Week**  
 For every brand that improved, six declined. The data on information entropy and AI brand perception decay.](/content/blog/8008-brand-score-changes/index.html)