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Indexing-first visibility notes and research essays by Mikhail Drozdov.

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March 27, 2026

Gemini 3.1 Flash Live: Search Live Global Rollout—Technical Implications

Google's Search Live, now global with Gemini 3.1 Flash Live, introduces real-time multilingual voice and camera search in AI Mode. Key impacts for SEO engineers.

Mikhail Drozdov

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March 27, 2026

Google Ads adds scenario planning, PMax reporting updates, and Veo: SEO implications

SEJ reports Google Ads updates: scenario planning, Performance Max reporting changes, and Veo AI video. Here's what to verify and measure.

Mikhail Drozdov

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March 27, 2026

Google-Agent, WebMCP & Agentic Web: Concrete SEO Implications

Google's new 'Google-Agent' and WebMCP shift SEO focus toward automation and machine-driven transactions. Technical implications and action plan.

Mikhail Drozdov

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110 posts

March 26, 2026

42% Organic Traffic Drop: SEJ's Data and What It Actually Means for SEO Engineers

SEJ reports a 42% loss in organic traffic. We analyze the real mechanisms, industry responses, and actionable verification for technical SEO teams.

Mikhail Drozdov

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March 26, 2026

Google Performance Max adds exclusions, projections, reporting: SEO take

PMax gets audience exclusions, budget projections, and expanded reporting. Here's what it changes in measurement and visibility control for search teams.

Mikhail Drozdov

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March 26, 2026

March 2026 Google Spam Update: Low Immediate Impact, High Strategic Signal

Google's March 2026 spam update showed limited direct effects but may indicate groundwork for larger anti-spam or ranking system changes.

Mikhail Drozdov

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March 25, 2026

GA Scenario Planner & Projections: SEO measurement implications

GA adds Scenario Planner and Projections. Treat as forecasting UI; validate inputs/outputs, map to spend–traffic models, and instrument for falsifiable checks.

Mikhail Drozdov

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March 25, 2026

Google Adds AI/Bot Labels to Forum & Q&A Structured Data: Technical Implications

Google's new structured data properties for forums/Q&A now support labeling AI- and bot-generated content, altering how such pages may be surfaced and evaluated.

Mikhail Drozdov

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March 25, 2026

Zero- & First-Party Data: Verifiable Levers for Intent-Based SEO

Zero- and first-party data provide measurable input signals for intent-driven SEO. We outline mechanisms, failure modes, and actionable checks.

Mikhail Drozdov

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March 24, 2026

Bing AI Performance: Grounding Queries Mapped to Cited URLs

Bing's AI Performance dashboard now links grounding queries to the exact cited pages, enabling URL-level citation diagnostics and testing.

Mikhail Drozdov

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March 24, 2026

How AI Systems Select Sources: Implications for SEO Testing

SEJ reports analysis of 21k+ citations linking content length, depth, and focus to being cited. Here's a falsifiable 7‑day test plan.

Mikhail Drozdov

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March 24, 2026

SEO 2.0: Content Marketing's Measurable Impact on AI Search Visibility

AI-driven search changes content visibility mechanics. This note decodes actionable strategies and signals for measurable SEO outcomes in AI search.

Mikhail Drozdov

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March 23, 2026

GEO Strategies for AI Search: Tactical Visibility in 2026 SERPs

Breakdown of practical GEO tactics to increase brand recommendations by AI search engines, with falsifiable checks and retrieval-focused metrics.

Mikhail Drozdov

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March 23, 2026

SEO skills gap: shift from rankings to commercial operators

SEJ argues rankings no longer persuade executives; SEO advantage shifts to operators who link SEO to marketing outcomes (Four Ps).

Mikhail Drozdov

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March 23, 2026

Surviving AI Search in 2026: Technical SEO Strategies for Resilience

Actionable, testable strategies for SEO teams to adapt to AI-driven search in 2026. Focus: entity alignment, signal diversity, and retrieval optimization.

Mikhail Drozdov

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March 22, 2026

Agentic AI Optimization (AAIO): Technical Implications for SEO Engineers

AAIO expands optimization to include AI agents as consumers. This alters site design, crawlability, and ranking signals. Direct checks and measurement strategies included.

Mikhail Drozdov

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March 22, 2026

AI for SEO Task Automation: Efficiency Gains, Limits, and Verification

AI tools can automate repetitive SEO tasks, but require human oversight to ensure quality and accuracy. Evaluate with targeted metrics.

Mikhail Drozdov

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March 22, 2026

Empirical Evidence: Misinformation Ranks Easily in Google & AI Overviews

A controlled SEO test shows that Google and AI Overviews can surface misinformation with minimal effort, raising questions about current ranking and filtering robustness.

Mikhail Drozdov

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