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.
• 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.

Blog

• Guide How to Measure AI Referral Traffic and Customers
  Separate crawler access, answer retrievals, referral sessions, conversions, and assisted revenue.
• Guide AI Search Optimization for B2B SaaS
  Build the evidence AI needs to categorize, compare, and recommend a B2B SaaS product accurately.
• Measurement AI Brand Visibility vs Accuracy
  Why appearing in AI answers and being represented correctly require separate metrics.
• 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.
• 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.
• 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.
• 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.
• 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.
• 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.
• 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.
• 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.
• 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.