Blog
Insights on AI visibility and generative engine optimization
Comparison April 28, 2026 22 min
AI Visibility Tools Compared: Who Publishes Their Methodology?
Of eight competitors reviewed, only one publicly documents confidence intervals. Comparing methodology, readiness audits, bot access checks, and citation health across Profound, Peec AI, Semrush, SE Ranking, OtterlyAI, Gumshoe, and more.
Research April 1, 2026 8 min
16 Brands, 4 AI Engines, 3,837 Queries: A Study
A data-driven study of 3,837 AI queries reveals that brand visibility varies wildly across ChatGPT, Claude, Gemini, and Perplexity.
Research March 31, 2026 8 min
Ask AI the Same Question Twice. Two Different Answers.
AI never gives the same answer twice. Less than a 1-in-100 chance of the same brand list from ChatGPT on any two runs. Confidence intervals solve this.
Announcements March 30, 2026 5 min
Hello, World. We Built an AI Visibility Tool.
What does ChatGPT say about your brand? No tool measured it the way we wanted: with confidence intervals, your own API keys, and local data privacy.