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LLM Metrix Blog

Insights on AI Visibility

Guides, product updates, and research on how brands win in AI-powered search.

Guides

A 90-Day AEO Roadmap for Teams Starting from Zero

If your brand is absent from AI answers and you don't know where to begin, this 90-day plan takes you from baseline audit to measurable visibility gains — one focused step at a time.

Team @ LLM Metrix10 min read
Insights

AEO Isn't a Channel — It's a Layer Over Every Channel

Teams keep trying to slot AI visibility next to SEO, social, and email as one more channel to manage. That framing misses what's actually happening: AI is becoming the layer through which people discover everything.

Team @ LLM Metrix8 min read
Guides

The AI Visibility Metrics That Actually Matter

Mention rate, citation rate, share of voice, share of model — AEO has its own vocabulary of metrics. Here's what each one measures, when to use it, and how they fit together.

Team @ LLM Metrix9 min read
Insights

Why 'Best X' Queries Are the New Homepage

The most valuable real estate in AI search isn't your homepage — it's the answer to 'best [your category].' Here's why category queries decide who wins, and how to compete for them.

Team @ LLM Metrix8 min read
Insights

Model Updates Are the New Algorithm Updates

SEO teams spent two decades reacting to Google algorithm updates. In the AI era, the equivalent shake-up is a new model release — and it can change how your brand is described overnight.

Team @ LLM Metrix8 min read
Guides

Original Research Is the Highest-ROI AEO Play

If you do one thing to earn AI citations, make it original data. Here's why proprietary research outperforms every other content type in AI answers — and how to produce it without a research team.

Team @ LLM Metrix8 min read
Insights

The Rebrand Problem: Why AI Still Calls You by Your Old Name

You changed your name, updated your site, and announced it everywhere. Months later, ChatGPT still uses the old name. Here's why rebrands are uniquely hard in AI search — and how to fix it.

Team @ LLM Metrix8 min read
Guides

Where AI Actually Looks: A Channel-by-Channel Guide to AI Visibility

AI engines don't read your website in a vacuum. They synthesize from Reddit, Wikipedia, YouTube, review sites, and the press. Here's how each source shapes whether your brand gets recommended.

Team @ LLM Metrix10 min read
Insights

Which AI Engines Should Your Brand Prioritize?

You can't optimize for every AI engine at once. ChatGPT, Gemini, Perplexity, Claude, and AI Overviews each reach different users and work differently. Here's how to decide where to focus.

Team @ LLM Metrix9 min read
Product

Introducing Multi-Engine Visibility Scoring

We rebuilt our scoring engine from scratch to give you a single, unified visibility score that reflects your brand's presence across ChatGPT, Claude, Gemini, Perplexity, and more.

Team @ LLM Metrix4 min read
Guides

What Is AEO? A Plain-English Guide to Answer Engine Optimization

Answer Engine Optimization is the practice of making your brand the answer AI systems give when users ask questions. Here's what that means in practice and why it matters more than traditional SEO today.

Team @ LLM Metrix8 min read
Guides

The Complete Guide to Optimizing Your Content for ChatGPT

ChatGPT now drives more brand discovery queries than Google in several verticals. This guide breaks down exactly how to structure your content so ChatGPT surfaces your brand first.

Team @ LLM Metrix11 min read
Product

New: Competitor Benchmarking Is Now in All Plans

You can now track up to 10 competitors on every plan and see head-to-head share-of-voice comparisons across all AI engines. Here's how to get the most out of it.

Team @ LLM Metrix3 min read
Company

Why We Built LLM Metrix

AI is becoming the new front page of the internet, but most marketing teams have no idea how their brand shows up there. Here's the problem we set out to solve — and how we're solving it.

Team @ LLM Metrix5 min read
Product

New: Real-Time Email Alerts for AI Visibility Changes

Get notified by email the moment your visibility score drops, a competitor overtakes you, or a new engine starts mentioning your brand.

Team @ LLM Metrix2 min read
Insights

How Claude and ChatGPT Represent Brands Differently

Claude tends to be more measured and precise; ChatGPT more expansive. These differences have real implications for how you write content intended to influence AI responses.

Team @ LLM Metrix7 min read
Guides

The Citation Authority Playbook: How to Get AI to Cite Your Brand

Being cited by AI engines isn't luck — it's the result of a deliberate content strategy. This playbook covers structured data, authority signals, and the distribution tactics that actually work.

Team @ LLM Metrix13 min read

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