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Reference edition 2026.46

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CostPerPrompt vs Preferly

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

CostPerPrompt compared with Preferly
DetailCostPerPrompt logo CostPerPromptPreferly logo Preferly
What it doesLive pricing for 312+ AI models with real-world cost calculators AI visibility audit for your business
StageNot given Not given
FoundedNot given Not given
Based inNot given 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
  • Live pricing for 312+ AI models
  • Automatic price refresh from official provider listings
  • Calculators modeling cache hits and batch discounts
  • Daily pricing pipeline updates
  • Chatbot cost calculator
  • API budget calculator
  • Support for GPT, Claude, Gemini, Llama, and DeepSeek models
  • Pricing discrepancy reporting with same-day corrections
  • Curated comparisons and guides
  • 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
  • Independent and vendor-neutral pricing data
  • Real-world billing calculators, not just static pricing tables
  • Built and maintained by independent developer, not a content farm
  • 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)13 no change since last check4 no change since last check
Trust Flow (Majestic)34
Citation Flow (Majestic)3318
Referring domains (Majestic)2029

4 details filled in for both companies.

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