Research and practical guidance
Customer-first guides on AI visibility, answer engine optimization, organic search, content, authority and the operating decisions connecting them.
Reddit's ChatGPT citations collapsed in August 2026. Our tracking across two B2B brands shows it was engine-specific: Reddit holds 4.4% of Google AI Mode citations and zero in ChatGPT and Perplexity.
Recently published
New research and practical guidance from the Snezzi team.
ChatGPT Ads launched in India with self-serve access from September 4. Learn how paid placements sit beside answers while organic citations remain independent.
Google's generative AI reports give impressions but no clicks or queries. Bing gives citations and grounding queries. How to read both, and what neither shows you.
Learn how cookieless tracking works with first-party and server-side methods, what it can still attribute, and where AI-referred visits go dark.
Topic 01
Practical guides to measuring AI visibility, understanding competitor recommendations and improving the pages and sources behind the answer.
View topic Reddit's ChatGPT citations collapsed in August 2026. Our tracking across two B2B brands shows it was engine-specific: Reddit holds 4.4% of Google AI Mode citations and zero in ChatGPT and Perplexity.
ChatGPT Ads launched in India with self-serve access from September 4. Learn how paid placements sit beside answers while organic citations remain independent.
Google's generative AI reports give impressions but no clicks or queries. Bing gives citations and grounding queries. How to read both, and what neither shows you.
Topic 02
Understand AEO, find answer gaps and improve the content, technical foundations and authority behind AI recommendations.
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What WebMCP and agentic browsing are, and how to make your website agent-ready for AI agents like Chrome's agent, ChatGPT Atlas, and Perplexity Comet.
Conversational search optimization: write the prompts users actually ask so your brand surfaces in ChatGPT and AI answers. Step-by-step guide.
Use GEO to win 'near me' AI answers in 2026. Steps to get your local business cited by ChatGPT and Perplexity and bring back the calls.
Topic 03
Find and fix the technical conditions limiting visibility across search engines and AI answer experiences.
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Optimize for Google AI Overviews with this 6-step guide. Audit performance, structure content & strengthen E-E-A-T to get featured in 2026.
Discover the 12 AI search ranking factors that decide which sources ChatGPT, Claude, and Perplexity cite, plus how to optimize for each. Learn more.
GEO for startups: claim AI visibility before your category crowds. Lean strategies to get cited by ChatGPT and Perplexity on a budget.
Topic 04
Create useful, evidence-led content around the questions customers ask—without writing for a machine instead of a person.
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Listicle optimization for AI: 9 practical tweaks to structure, content, and markup that boost citations in ChatGPT and AI answers.
Build topical authority for AI search with strategic content planning that gets your brand cited by ChatGPT and Perplexity. Steps and examples inside.
Build content clusters AI models understand. Use entities, embeddings & schema to architect AI-ready content that earns citations and authority.
Topic 05
Use prompt studies, category benchmarks and source analysis to make better AI-search decisions.
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Learn how to add Instagram, TikTok, X, and YouTube as Google Search Console platform properties, verify ownership, and read Performance, Insights, and Achievements reports.
The future of AI search is here. Explore 5 shifts reshaping SEO, from agentic AI to ethical sourcing, and how to prepare your business now.
Compare six GEO dashboards by AI engine coverage, citations, competitors, pricing model, best fit and limitations. See which tool suits your team.
Topic 06
Practical engineering notes on the systems, trade-offs, and technical choices behind Snezzi.
View topic Learn how cookieless tracking works with first-party and server-side methods, what it can still attribute, and where AI-referred visits go dark.
Why Snezzi chose PocketBase for its AI SEO infrastructure, the production trade-offs we hit, and the limits that would make us migrate.
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