What is the best AI visibility audit tool to see how language models rank my brand?
The best audit is one that asks AI the questions your customers actually ask, without naming you, and shows the full answers. Preferly is an AI visibility audit that does this across 10 leading AI models with web search on, then ranks the fixes. The check is free; the full report is $99, paid once.
What an AI visibility audit should show you
- Whether AI names you when nobody asks about you by name. Most of our questions are category and problem questions, the way a new customer asks.
- Your rank in each answer. Being named fifth is not the same as being recommended first.
- Who AI names instead. Every competitor, by name, and which sources AI cited for them.
- Where AI contradicts your website. We quote what AI said beside the line on your site that disagrees.
- Whether AI can read your site at all. Robots.txt rules for 14 AI crawlers, bot challenges, and whether your key facts are readable without JavaScript.
Which AI models Preferly asks
ChatGPT, Gemini, Claude Opus, Grok, Meta Muse Spark, DeepSeek, Qwen, Kimi, NVIDIA Nemotron and GLM. Each one gets each question once, through its API, with the same neutral instruction. Answers vary from run to run, so every result is dated and shows the exact questions.
How the score works
A score from 0 to 100 in four parts: Visibility (40), Accuracy (25), Sources (15) and Access (20). The methodology explains each one.