AI Brand Tracker

Llama Visibility Tracker

Track your brand visibility in Meta Llama

Meta Llama 4 is downloaded millions of times and powers thousands of AI applications worldwide — your brand may be judged by it without you knowing.

Meta

Llama is the backbone of the open-source AI ecosystem — powering apps from startups to Fortune 500 companies.

Estimated market share: ~5% of AI searches

A Llama visibility tracker measures how often Meta's Llama models recommend your brand. Llama is the most widely deployed open-weight model family in the world — it runs inside Meta AI across WhatsApp, Instagram and Messenger, and powers a huge share of self-hosted assistants and third-party apps. That reach makes Llama visibility unusually compounding: a strong presence shows up everywhere Llama is embedded.

Mentova sends your category prompts to Llama on a schedule, captures every brand named, and reports your mention rate and share of voice against competitors. Because Llama is fine-tuned and deployed in countless variants, tracking the base model gives you a reliable read on the recommendations flowing through the broader Llama ecosystem.

Where Llama favors a competitor, Mentova surfaces the sources behind it and generates the content to close the gap — turning the most ubiquitous open model into a measurable, improvable visibility channel.

Why track your brand in Llama?

  • Llama powers thousands of custom AI applications — tracking it covers a huge surface of AI interactions

  • Meta Llama is used to build specialized industry AI tools where brand recommendations happen

  • Llama 4 has improved world knowledge and reasoning — brand mentions are more reliable

  • As the dominant open-source model, Llama's training data influences many derivative models

How Mentova tracks your brand in Llama

Send prompts

Mentova sends topic-specific prompts to Llama on your behalf.

Extract mentions

We capture every brand mention in each response and compute your mention rate.

Track over time

Monitor your AI share of voice trend and get alerts when it changes significantly.

Use cases

Open-source AI ecosystemDeveloper tooling visibilityCustom AI app monitoringBroad AI coverage

Llama visibility tracking — FAQ

Why is Llama visibility important?

Llama is the most widely deployed open model and powers Meta AI across WhatsApp, Instagram and Messenger plus countless third-party apps, so its recommendations reach an enormous, distributed audience.

Can Mentova track my brand in Llama?

Yes. Mentova queries Llama with your category prompts and records every brand mentioned, giving you a mention rate and share of voice to trend over time.

Does tracking base Llama reflect apps built on it?

It gives a strong baseline. Most deployments fine-tune Llama rather than rebuild it, so the base model's recommendations are a reliable indicator of what flows through the wider ecosystem.

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