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AI Search Performance Metrics: What Actually Measures Success

AI Search Performance Metrics: What Actually Measures Success

By Sega Cheng · August 20, 2026

Clicks are disappearing and rankings no longer predict who gets cited. Here are the AI search performance metrics that survive contact with real data, including a number most tools never show you: how often AI names a brand without citing it.

GEOAI SearchmetricsAISEOAIOAEOSEO
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iKala Kuroma onboards Gemini 3.6 Flash

iKala Kuroma onboards Gemini 3.6 Flash

By Kuroma Team · July 22, 2026

Google rolled out Gemini 3.6 Flash to everyone in the Gemini app. The app looks the same, but the model writing the answers is new, and that can move which brands get named.

AI visibilityGemini 3.6 FlashAI search monitoringgenerative engine optimizationAEOAIOGEOAISEO
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The Technical GEO Checklist: 7 Fixes That Get Your Pages Into AI Answers

The Technical GEO Checklist: 7 Fixes That Get Your Pages Into AI Answers

By Sega Cheng · July 13, 2026

Most GEO advice is about content. But a surprising share of the sites we audit lose AI visibility before a word is judged, because a crawler was blocked or the page rendered empty. Here is the plumbing checklist.

GEOAI SearchTechnical SEOAI CrawlersAIOAISEOAEO
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How RAG Works: The Five-Stage Pipeline That Decides Whether AI Search Cites Your Brand

How RAG Works: The Five-Stage Pipeline That Decides Whether AI Search Cites Your Brand

By Sega Cheng · July 11, 2026

AI search engines do not cite pages, they cite passages that survive a five-stage pipeline. Google's fan-out, Perplexity's span-level retrieval, ChatGPT's 18% search rate: here is how production RAG actually decides citations, and what you can influence at each stage.

GEORAGAI SearchAI CitationsAIOAISEOAEO
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Backlinks Got Demoted in AI Search

Backlinks Got Demoted in AI Search

By Sega Cheng · June 27, 2026

While backlinks still play a role in search engine retrieval, recent data shows that brand mentions now correlate far more strongly with AI search visibility. This shift requires a new playbook focused on crawlability, passage extractability, and earning editorial mentions across the web.

SEObacklinksAI SearchAI Overviewsbrand mentionsGEOAIOAISEOAEO
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