YANIV GOLDENBERG
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From Traffic to Revenue

Growth, documented.

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state-of-ai-search-visibility-2026-saas-ai-readiness-benchmark

State of AI Search Visibility 2026: 67% of Top SaaS Sites Fail

I benchmarked 61 top SaaS and AI sites on AI Search Readiness. 67% scored 60 or below. OpenAI and Perplexity – the two biggest AI search companies – both score 7 out of 100. Railway scores 0. Full leaderboard, methodology, and open-source script.
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Article
seo-geo-ai-search-audit-og-1200x630

67% of Top SaaS and AI Sites Fail AI Search Readiness. I Benchmarked 61.

61 SaaS and AI sites benchmarked. 67% fail. OpenAI/Perplexity 7/100. Railway 0. 20-phase Claude Code skill.
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