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Original study of 240,000 AI engine responses on attack surface management: vendor share of voice, cited sources, dead-link rates, and engine variance.
Cloudflare tops 240,000 AI engine answers on bot management and opens five of six engines, but ChatGPT names DataDome first. Full per-engine data inside.
Bitwarden tops 240,000 AI engine responses on enterprise password managers, 1Password opens four of six engines, and Keeper is second on mentions yet never first.
Vanta and Drata lead 240,000 AI answers on compliance automation in every market, yet the six engines share a mean 0.11 of their cited domains.
Master Generative Engine Optimization with GrackerAI. Track how LLMs cite your cybersecurity solutions to secure authority and visibility in AI-driven search.
Stop chasing viral views. Learn why your cybersecurity video content needs to be optimized for AI-driven search engines to capture high-intent buyers today.