Description
Preferly provides an AI visibility audit designed to help businesses understand and improve their presence across leading AI models. The service assesses what 10 prominent AI models say about a business, including how often they recommend it, who they recommend instead, and where their information contradicts the business's own website. This comprehensive audit aims to ensure that AI tools accurately represent your business to potential customers.
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The audit process involves asking 10 leading AI models, such as ChatGPT, Gemini, Claude Opus, Grok, Meta Muse Spark, DeepSeek, Qwen, Kimi, NVIDIA Nemotron, and GLM, a series of questions a new customer would typically ask. These questions are posed with web search enabled and a neutral instruction, mimicking real-world user queries. Preferly then analyzes the more than 50 answers generated by these models, comparing them against the business's website content.
The full report, available for a one-time payment of $99, includes several key sections. It details every competitor AI models recommend, ranked by frequency, and highlights specific instances where AI statements contradict information on the business's website, quoting both the AI's claim and the conflicting line from the site. The report also provides a score out of 100, broken down into Visibility, Accuracy, Sources, and Access. Visibility measures how often AI recommends the business when not explicitly named, Accuracy assesses the match between AI claims and website content, Sources tracks how often AI cites the business's own site, and Access checks whether AI crawlers can reach and read key facts from the site.
Crucially, Preferly delivers an "AI Fix Pack" with every full report. This pack contains a prioritized list of fixes, complete with steps and paste-ready code, including JSON-LD, FAQs, and llms.txt recommendations. This actionable guidance helps businesses implement necessary changes to improve their AI visibility and accuracy. The service also includes one free re-scan within 30 days, allowing businesses to track the impact of their implemented fixes. A free check is also available, covering 3 AI models and providing a score, competitor count, up to two contradictions, and a top fix, offering a preview of the full report's value.
- CategoryAI SEO Tools
- Pricing ModelOne-time purchase
- DeploymentCloud
- PlatformsWeb
Preferly's Core Features
AI Visibility Audit for Businesses
Checks 10 Leading AI Models (ChatGPT, Gemini, Claude Opus, Grok, Meta Muse Spark, DeepSeek, Qwen, Kimi, NVIDIA Nemotron, GLM)
Identifies AI Recommendations and Competitors
Detects AI Contradictions Against Your Website
Provides Exact Fixes with Paste-Ready Code (AI Fix Pack)
Scores Business on Visibility, Accuracy, Sources, and Access
Includes One Free Re-scan within 30 Days
Offers a Free Check with 3 AI Models
Tests AI Crawler Access to Your Site
Compares AI Answers to Website Content
Generates Comprehensive PDF Reports
No Subscription, One-Time Payment
Analyzes 5+ Customer Questions per Model
Checks 10+ AI Crawlers for Site Access
Provides Competitor Ranking and Sources
How to use Preferly?
Provide Business Name: Submit your business name and website to Preferly.
AI Questions Asked: Preferly asks 10 leading AI models customer-like questions about your business.
Answers Analyzed: Every AI answer is read to count recommendations and check for contradictions against your website.
Site Access Tested: AI tools' ability to reach and read your site's key facts is tested.
Report Generated: A full report is created, detailing AI recommendations, contradictions, and a score.
Fix Plan Provided: Receive an AI Fix Pack with prioritized steps and paste-ready code to implement changes.
Re-scan (Optional): Use the free re-scan within 30 days to see the impact of your fixes.
Preferly's Use Cases
- Improve AI Recommendations
- Verify AI Accuracy
- Optimize for AI Crawlers
- Generate AI-Friendly Content
- Monitor AI Perception
- Identify Website Gaps
- Competitive Analysis
- Enhance Online Presence
