Insights
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
March 2026 archive, corrected October 21: unresolved sample counts and what they cannot tell us about volatility.
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.