
Why 30 prompts is the noise floor for AI visibility tracking, and how to balance category, comparison, and use-case prompts so your dashboard shows signal instead of noise.

Why we built SeenForAI — and what it means to be truly visible when AI becomes the primary discovery layer for brands.

Both still matter, but the investment priorities have shifted. Here's a practical playbook for brand visibility across search and LLMs.

Doubao, Kimi, and DeepSeek serve hundreds of millions of users — most Western brands have no idea what these models say about them.

Four metrics that tell you what LLMs actually say about your brand — and what to do when the numbers surprise you.

Rankings and LLM mentions are two separate games. Here's how they differ — and why marketers need to play both.

GA4 won't show you LLM referrals. Here are three approaches to tracking your brand in ChatGPT — and when each one makes sense.

GEO is the practice of optimizing your brand to appear in LLM-generated answers. Here's why it matters and how to measure it.