# LLM Optimizer — AI Search Visibility for Marketers

> Optimize your brand's visibility across ChatGPT, Perplexity, Claude, and Gemini. Analyze how AI sees your brand, get actionable recommendations, and track your LLM Visibility Score.

Source: https://metavert.io/llmopt  
Published: 2026-03-01  
Updated: 2026-10-07

# Be the brand AI recommends

ChatGPT, Claude, Gemini, and Perplexity are replacing search for millions of people. LLM Optimizer helps you see how AI sees your brand — and optimize so it recommends you.

[Get Started](https://llmopt.metavert.io/signup) [Self-Host Free on GitHub](https://github.com/jonradoff/llmopt)

LLM Optimizer is open-source software (MIT). Use our hosted version for convenience and to support development, or run it yourself for free.

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## Five dimensions of AI visibility — one score

LLM Optimizer doesn't guess — it measures. Every analysis is grounded in peer-reviewed research from Princeton, Stanford, Georgia Tech, and more. Your LLM Visibility Score combines five dimensions that together determine whether AI recommends your brand.

### Content Optimization

Discover what questions people ask AI about your category, then get a scored breakdown of your content's authority, structure, and citation-worthiness — with a prioritized action plan.

### YouTube Authority

YouTube appears in 16% of all LLM answers — but views don't predict AI citations. We analyze transcript quality, keyword alignment, and structural extractability across your video ecosystem.

### Reddit Authority

Reddit is a top training data source for every major LLM. We track your brand's presence, sentiment, competitive positioning, and training signal strength across relevant communities.

### Search Visibility

Only about 38% of Google AI Overview citations now come from top-10 organic results, down from 76% in mid-2025. We assess your AI Overview readiness, crawl accessibility, brand momentum, and content freshness.

### LLM Brand Test

Ask ChatGPT, Claude, Gemini, and Grok about your brand and see their actual answers. Track mention rates, recommendation rates, accuracy, and sentiment across providers over time.

### Brand Intelligence

Tell us about your brand once and every analysis gets smarter. AI-assisted competitor discovery, audience prediction, differentiator extraction, and query generation save hours of manual setup.

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## Built for marketers, backed by research

If you've done SEO, you know the value of tools like Ahrefs, SEMrush, and Moz. LLM Optimizer does the same thing for AI search — the channel that's growing fastest and where most brands have zero visibility data.

Every scoring framework is derived from peer-reviewed academic research. Our [Research Citations](https://llmopt.metavert.io/research) page includes 25+ papers from venues like KDD, ACL, EMNLP, and SIGIR — no black-box scores.

86%

AI citations that point to sites the brand doesn't own

16%

LLM answers cite YouTube videos

2x

Accuracy when content is in training data

38%

AI Overview citations from top-10 results

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## Share reports, track progress, export PDFs

LLM Optimizer is built for teams. Share reports with colleagues via link, export comprehensive PDF reports for stakeholders, and track your visibility score over time to measure the impact of your optimization work.

- **Shareable reports** — Public links with OpenGraph previews for LinkedIn and Twitter
- **PDF export** — Branded AI Visibility Reports with table of contents and executive summary
- **Multi-provider testing** — Compare your brand across ChatGPT, Claude, Gemini, and Grok simultaneously
- **Competitor benchmarking** — Test competitors and see side-by-side comparisons
- **Action items** — AI-generated to-do lists with priority, effort, and impact ratings
- **Team accounts** — Invite your team with role-based access control

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## Two ways to use LLM Optimizer

### Hosted by us

Sign up and bring your own API keys. We handle hosting, updates, and infrastructure for a flat subscription price. Your subscription supports ongoing development of LLM Optimizer.

[Get Started](https://llmopt.metavert.io/signup)

### Self-host for free

LLM Optimizer is 100% open-source under the MIT license. Clone the repo, add your API keys, and run it on your own infrastructure — no cost, no restrictions.

[View on GitHub](https://github.com/jonradoff/llmopt)

Open Source (MIT) · [GitHub](https://github.com/jonradoff/llmopt) · Copyright 2026 Metavert LLC