Engineering 8 min read
How Cookieless Tracking Works (And What It Can Attribute)
Learn how cookieless tracking works with first-party and server-side methods, what it can still attribute, and where AI-referred visits go dark.
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Browse current, customer-first guidance on AI visibility, answer engine optimization, content, authority, technical SEO and organic growth.
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Engineering 8 min read
Why We Chose PocketBase for Our AI SEO Infrastructure
Why Snezzi chose PocketBase for its AI SEO infrastructure, the production trade-offs we hit, and the limits that would make us migrate.
AI Visibility 12 min read
8 Best AEO and GEO Optimization Options in 2026: Snezzi vs Agencies
Compare the 8 best AEO and GEO optimization options in 2026. See how Snezzi's done-for-you agency model stacks up against traditional software and trackers.
AI Visibility 12 min read
How Much Do AI Visibility Tools Cost in 2026?
See 2026 AI visibility tool pricing ranges, what drives cost, and how to calculate real cost per answer observation before you choose monitoring or managed execution.
AI Visibility 10 min read
How Perplexity Ranks and Selects Sources for Its Answers
Perplexity uses a multi-layer reranking system, quality thresholds, and engagement signals to choose cited sources. Learn the mechanics that determine visibility in its responses.
AI Visibility 12 min read
How to Measure Share of Voice and Track Competitor Mentions in AI Search
Learn how to define, calculate, and track AI search share of voice across models like ChatGPT and Perplexity. Follow practical steps to monitor competitor mentions and improve visibility in buyer research conversations.
Industry Insights & Research 13 min read
How to Connect Your Social Accounts to Google Search Console: The Platform Properties Guide
Learn how to add Instagram, TikTok, X, and YouTube as Google Search Console platform properties, verify ownership, and read Performance, Insights, and Achievements reports.
AI Visibility 14 min read
AI SEO Agency vs Doing It In-House: How to Choose in 2026
Compare AI SEO agency vs in-house on cost, expertise, speed, control, and AI visibility. Use a clear 2026 decision framework, including when hybrid wins.
AI Visibility 12 min read
How to Optimize Your Website to Be Cited by AI Answer Engines
Learn how to optimize your website for AI citations using extractable answers, structured data, original evidence, and third-party corroboration.
AI Visibility 14 min read
How to Improve E-E-A-T to Get Cited in AI Search
Learn how to improve E-E-A-T signals with author proof, original evidence, external validation, and trust practices that support AI search citations.
AI Visibility 14 min read
How to Measure the ROI of AEO in 2026
Learn how to measure AEO ROI with a three-layer framework that values citations, influenced demand, and brand equity using 2026 benchmarks.
AI Visibility 14 min read
AI Brand Monitoring: How to Track Your Brand Across ChatGPT, Gemini and Perplexity
Set up AI brand monitoring across ChatGPT, Gemini, and Perplexity: prompt-based workflows, core metrics, share of voice, and how to tie it to pipeline.
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