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AI 검색에서 가시성 확보하기

ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews에서 브랜드가 언급과 인용을 얻는 방법에 대한 연구, 제품 업데이트, 실용적인 가이드입니다.

How to Run a Simple GEO Audit for My App Without Writing Code

Run a simple no-code GEO audit for your app by querying answer engines with unbranded category searches and auditing crawler access, content accuracy, authority metrics, and media integration. Testing real search data rather than branded queries reveals whether AI engines accurately cite your domain.

Jez LloydFounder, VizzyblNov 6, 20268 min read

GEO Know-How

How to Identify Which Pages Are Getting Cited in AI Answer Engines

Identifying which pages are cited in AI answer engines requires automated prompt monitoring to extract hyperlinked URL payloads from engine responses. Standard web analytics like Google Analytics 4 miss zero-click citations when engines answer queries using cached snapshots.

Jez LloydNov 4, 20268 min read

GEO Know-How

How to optimize product launch press releases and entity mentions for LLM citation retrieval?

To optimize product launch press releases for LLM citation retrieval, companies should host technical announcements on their own domains and structure facts as explicit entity-attribute-value pairs. In Vizzybl tests, company newsroom pages earned more than double the citations of wire services.

Jez LloydNov 3, 20268 min read

GEO Know-How

What strategy helps win market share in AI engine recommendations over competitors?

Winning market share in AI engine recommendations over competitors requires auditing third-party citations, tracking mentions on non-branded prompts, and structuring data in native HTML tables. Success relies on optimizing for the external sources each engine queries rather than owned content alone.

Jez LloydNov 2, 20267 min read

GEO Know-How

How Often Should a Solo Founder Monitor AI Search Prompts?

Solo founders should monitor AI search prompts through automated daily data collection, but evaluate performance metrics across a rolling seven-day window. This schedule tracks rapid citation volatility without causing reactive site updates based on daily algorithmic noise.

Jez LloydNov 1, 20267 min read

GEO Know-How

How to monitor if LLMs mention competitors instead of my app for vibe coding tools?

Monitoring if LLMs mention competitors instead of your vibe coding app requires running systematic prompt sampling and parsing cited domains across generative engines. Converting real search console queries into conversational prompts provides an accurate baseline to audit competitor citations.

Jez LloydOct 31, 20267 min read

GEO Know-How

Can AI visibility tools track citation sources feeding competitor recommendations?

AI visibility platforms can track the exact citation sources that feed competitor recommendations in AI answer engines by resolving links to specific URLs. They categorize whether sources stem from owned domains, third-party publishers, or user-generated content across generative engines.

Jez LloydOct 30, 20265 min read

GEO Know-How

How to optimize informational content to win AI Overview citations

To optimize informational content to win AI Overview citations, increase fact density per paragraph, organize text with semantic HTML tags, and answer query intents directly at the start of every section. Blog and news-style formats win substantially more citations than standard documentation pages.

Jez LloydOct 29, 20267 min read

GEO Know-How

How to fix wrong product pricing in ChatGPT answers?

To fix wrong product pricing in ChatGPT, update underlying citation sources, add JSON-LD Product schema markup to canonical pages, and monitor prompt outputs daily. Because OpenAI lacks manual support for edits, corrections must occur through structured web data and continuous visibility tracking.

Jez LloydOct 28, 20268 min read

GEO Know-How

How to Track Brand Mentions in AI Search

Tracking brand mentions in AI search requires using an AI visibility platform to audit full conversational prompts, evaluate mention rates, and analyze cited URLs across generative engines. Monitoring prompts where a brand already ranks in traditional search provides reliable baseline metrics.

Jez LloydOct 27, 20267 min read

GEO Know-How

How to track client referral traffic coming from ChatGPT and Perplexity in GA4

Tracking ChatGPT and Perplexity referral traffic in GA4 requires custom channel groups matching both HTTP referrer headers and platform UTM parameters. GA4 cannot track underlying user prompts, but custom channel definitions isolate AI sessions, conversion metrics, and CRM lead attribution.

Jez LloydOct 26, 20268 min read

GEO Know-How

The Ultimate Guide to AI Search Prompt Research in 2026: From Keyword Optimization to Generative Visibility

AI search prompt research identifies and tracks the multi-layered conversational prompts buyers submit to engines like ChatGPT and Perplexity. Content teams use taxonomies, query fan-out mapping, and clustering to track brand citations across LLMs.

Jez LloydOct 25, 202618 min read

GEO Know-How

Profound vs Peec AI for tracking brand recommendations in AI search?

Choosing between Profound and Peec AI depends on operational goals: Profound provides deep diagnostic intelligence into citation shifts, while Peec AI offers simplified brand recommendation reporting. Both platforms track visibility across major engines like ChatGPT, Gemini, and Google AI Overviews.

Jez LloydOct 24, 20266 min read

GEO Know-How

How to prioritize off-page review sites vs owned blog content in a GEO strategy

Prioritizing off-page review sites versus owned blog content in a GEO strategy depends on query intent. Commercial queries heavily favor third-party review platforms, while informational queries pull from structured blog articles and documentation.

Jez LloydOct 23, 20267 min read

GEO Know-How

Does Google AI Overviews cite product documentation more often than blogs?

Google AI Overviews cites blog, insights, and news pages far more often than technical product documentation for commercial buyer queries. Technical documentation is cited almost exclusively for granular procedural prompts and execution tasks.

Jez LloydOct 22, 20266 min read

GEO Know-How

What Content Changes Help Recover Organic CTR Lost to AI Summaries

Recovering organic click-through rate lost to AI summaries requires increasing nugget density, publishing original statistics, and implementing structured data. Restructuring pages with immediate answer placement and high information gain helps earn AI engine citations while compelling users to click.

Jez LloydOct 21, 20268 min read

GEO Know-How

How to extract buyer prompts from Google Search Console

Google Search Console query data provides the foundation for AI prompt research by revealing topics where a site already has search authority. Applying regex filters isolates natural language questions, which must be restructured with buyer context to track brand visibility across AI engines.

Jez LloydOct 20, 20267 min read

GEO Know-How

How Often Should Marketing Teams Run Prompt Monitoring Tests Across LLMs?

Marketing teams should run prompt monitoring tests daily across major LLMs rather than weekly or monthly to capture rapid citation churn. Evaluating daily data over multi-day rolling averages separates actual visibility shifts from standard AI output randomness.

Jez LloydOct 19, 20267 min read

GEO Know-How

What is AI search visibility tracking?

AI search visibility tracking measures, monitors, and analyzes how generative AI engines mention, quote, and cite brands in synthesized answers. The process evaluates brand mention rates, citation share, and contextual sentiment across platforms like ChatGPT.

Jez LloydOct 19, 20268 min read

Research

Google Gemini is testing UTM tags. Here's how to track your AI traffic.

Gemini UTMs are here. It means you can now attribute traffic coming from Gemini. At Vizzybl we can provide you with more than just the UTM tags. That is useful, but the most valuable data is the text anchor. That won't appear in your logs or in GA4 but we can identify the text on the page. Giving you insights on what content of yours or your competitors is being used.

Jez LloydOct 4, 20262 min read

Product Update

Vizzybl x Google Cloud

Vizzybl has officially launched in partnership with Google Cloud’s Global Founder Advocates program. Discover how our AI agentic platform helps enterprise brands master Answer Engine Optimization (AEO) and protect their visibility across AI search models.

Jez LloydSep 29, 20264 min read

Workflows on Vizzybl let you take action

Product Update

Introducing Workflows

Dashboards tell you what's wrong with your AI visibility. Workflows fix it, and keep fixing it on a schedule or the moment something changes.

Jez LloydSep 13, 20264 min read

Product Update

Work With Your GEO & AEO Data Within Claude

Introducing our Claude Skill that enables you to use your Vizzybl GEO & AEO data with the power of Claude.

Jez LloydAug 24, 20262 min read