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Reference edition 2026.46

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AI//COST vs Preferly

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

AI//COST compared with Preferly
DetailAI//COST logo AI//COSTPreferly logo Preferly
What it doesIndependent pricing intelligence for LLM APIs across every major AI model AI visibility audit for your business
StageStartup Not given
Founded2026 Not given
Based inGB PR
Pricing modelFree Paid
PricingNot given 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.
Key features
  • 340 LLM models tracked across 35 providers
  • Manual vendor-canonical price verification with dated timestamps
  • Per-model pricing hubs with input, output, and cached-input rates
  • AI agent cost analysis and pricing
  • Public correction log and transparent methodology
  • Blended effective cost calculation with configurable cache hit rates
  • 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
What makes it different
  • Every number manually verified against vendor canonical pricing pages, never scraped or automated
  • All prices dated and linked to the exact source URL checked
  • Founder-verified editorial with published transparency on methodology and corrections
  • Independent operator with no silent edits and public corrections log
  • 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
Community votes00
DR (Domain Rating by Ahrefs)26 +1 (up) since last check4 no change since last check
Trust Flow (Majestic)144
Citation Flow (Majestic)3218
Referring domains (Majestic)1119

5 details filled in for both companies.

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