Preferly vs ModelRefs

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Preferly compared with ModelRefs
Detail	Preferly	ModelRefs
What it does	AI visibility audit for your business	The AI Reference Layer for Implementation Decisions
Stage	Not given	Not given
Founded	Not given	Not given
Based in	PR	US
Pricing model	Paid	Freemium
Pricing	Free check: $0, covers 3 AI models with 5 customer questions, score out of 100, and top fix. Full report: $99 paid once, covers 10 AI models, 5+ questions each, competitor rankings, contradictions, and AI Fix Pack with paste-ready code. Includes one free re-scan within 30 days.	Free tier: 1,000 API calls per month. Starter: $19/month. Pro: $49/month. Business: $199/month. Builder: $19/month with 1,000 task executions. Scale: $49/month with 5,000 task executions.
Key features	Checks 10 leading AI models: ChatGPT, Gemini, Claude Opus, Grok, Meta Muse Spark, DeepSeek, Qwen, Kimi, NVIDIA Nemotron and GLM Asks 5+ customer questions per model with web search enabled Ranks competitors named by AI models Shows where AI contradicts your website with quoted evidence Tests whether 10+ AI crawlers can reach and read your site Includes one free re-scan within 30 days	Evidence API with citations and governed benchmark runs Knowledge Graph connecting models, providers, benchmarks and workflows Rate limiting and monthly API allowances MCP server for agent integration Bearer token authentication Reference profiles and implementation context Status and methodology visibility for evidence gaps
What makes it different	Free check available immediately without entering payment details Full refund if report finds no fixes Ready-to-implement code fixes with paste-ready JSON-LD and FAQ copy Transparent crawler that never submits forms or bypasses protections	Every benchmark score includes methodology limitations and claim scope so evidence cannot be presented without context Connected reference system organizing AI knowledge fragmented across announcements, docs and research All tiers access the same evidence base; differences are only in call volume and support Governance-aware methodology for compliance and risk review Free read access to all tutorial, reference and comparison content
Community votes	0	0
DR (Domain Rating by Ahrefs)	4 no change since last check	1 no change since last check
Trust Flow (Majestic)	4	2
Citation Flow (Majestic)	18	17
Referring domains (Majestic)	9	11

6 details filled in for both companies.

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