LLM Metrix Blog

Insights on AI Visibility

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

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.

Sarah Kim8 min read
Case Studies

How Notion Grew Its AI Visibility Score by 34 Points in 90 Days

We analyzed how Notion systematically improved its brand presence across major AI engines using structured content, citation building, and proactive monitoring.

Marcus Webb10 min read
Insights

Perplexity's Citation Patterns in 2026: What We Learned from 1M Queries

After analyzing over a million Perplexity responses, we found clear patterns in how it selects sources and ranks brands. Here are the five biggest takeaways for marketers.

Marcus Webb12 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.

Sarah Kim11 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.

Calvin Chen3 min read
Insights

Your Brand Looks Different to AI in the UK vs the US — Here's Why

Regional training data differences mean AI engines paint very different pictures of your brand depending on where a user is located. We mapped the gaps and what you can do about them.

Priya Nair9 min read
Case Studies

Linear's Approach to AI Visibility: Staying Ahead of the Category

Linear became the default answer to 'best project management tool for engineers' across multiple AI engines. We break down the content and positioning strategy that got them there.

Marcus Webb8 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.

Calvin Chen5 min read
Product

New: Real-Time Slack Alerts for Visibility Changes

Get notified in Slack the moment your visibility score drops, a competitor overtakes you, or a new engine starts mentioning your brand. Setup takes under two minutes.

Calvin Chen2 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.

Priya Nair7 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.

Sarah Kim13 min read

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