Preferly
See what 10 AI models tell customers about your business
Preferly (preferly.ai) is a one-time audit of what 10 leading AI models tell people about your company, plus the complete kit to fix it. 45% of US consumers asked AI for local business recommendations in the past year (BrightLocal, 2026). Preferly shows what those answers say about you.
It asks 10 leading AI models (ChatGPT, Gemini, Claude, Grok, Meta Muse Spark, DeepSeek, Qwen, Kimi, NVIDIA Nemotron and GLM) 5+ questions each that a new customer would ask, with web search on, for 50+ answers. The report shows how often AI names you, every competitor it recommends instead, and every place AI contradicts your website, quoted beside the line on your site that disagrees. It checks whether 10+ AI crawlers can reach and read your site, and runs an AI agent test in a real browser. Then it lists every fix in priority order, with steps and ready-to-paste code.
The check is free. The full report is $99, paid once, with no subscription and one free re-scan within 30 days.
Features
Asks 10 AI models 5+ customer-style questions each, with web search on (50+ answers)
Shows every competitor AI recommends instead, with the sources it cited
Checks AI's claims against your own website and quotes the line wherever AI contradicts your website
Tests access for 10+ AI crawlers: robots.txt, bot checks, facts readable without JavaScript, structured data
Real-browser agent test that tries to reach your booking or contact page (read-only)
Fix plan in priority order with paste-ready JSON-LD, FAQs and an llms.txt draft
PDF report, ready in about 5 minutes, with one free re-scan within 30 days
Free AI crawler check with no signup
Comments
Hi everyone, this is the Preferly team. More customers now ask an AI assistant "who's the best X near me?" instead of searching. They get a short answer with three or four names. If a business isn't one of them, it never learns it lost that customer, and search rankings won't show it. Preferly (preferly.ai) is an AI visibility audit that shows what those answers say. It asks 10 leading AI models the questions a new customer would ask, most of them without naming the business, and reports how often each model recommends you and who it recommends instead, every place AI contradicts your website, whether AI crawlers can reach your site, and every fix in priority order.
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Comments
Hi everyone, this is the Preferly team. More customers now ask an AI assistant "who's the best X near me?" instead of searching. They get a short answer with three or four names. If a business isn't one of them, it never learns it lost that customer, and search rankings won't show it. Preferly (preferly.ai) is an AI visibility audit that shows what those answers say. It asks 10 leading AI models the questions a new customer would ask, most of them without naming the business, and reports how often each model recommends you and who it recommends instead, every place AI contradicts your website, whether AI crawlers can reach your site, and every fix in priority order.
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