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Qualifire vs WYRLO

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

Qualifire compared with WYRLO
DetailQualifire logo QualifireWYRLO logo WYRLO
What it doesReal-time guardrails and evaluation for LLM applications An API that verifies each RAG response against its sources
StageNot given Not given
FoundedNot given Not given
Based inNot given FR
Pricing modelFreemium Contact for pricing
PricingFree plan includes 3 million tokens per month, unlimited users, and community support. Basic plan is $0/month with 300k monthly tokens and up to 3 protection rules. Pro plan is $550/month including 1 billion monthly tokens, unlimited protection rules, and email and Slack support. Additional tokens a Not given
Key features
  • Real-time guardrails with sub-20ms latency
  • Hallucination detection and prevention
  • Small language model judges tailored to business domain
  • Content moderation and safety checks
  • PII detection and masking
  • Prompt management and studio
  • Complete observability and tracing
  • Rogue red team platform for agent evaluation
  • Multiple deployment options
  • Policy enforcement and custom rules
  • Response verification against source documents
  • Confidence levels: certain, probable, or I don't know
  • Nightly automatic improvements with proof
  • REST API with coming Python and TypeScript SDKs
  • LangChain and LlamaIndex integration support
  • MCP server integration option
  • Data hosted in Paris, Europe
  • Full verification in French and English
  • Graceful degradation if API fails
  • User data never used for AI training
What makes it different
  • 99.6% faster evaluation than alternatives
  • 97% cost reduction compared to traditional solutions
  • Small judges providing low latency and cost efficiency
  • Contextual guardrails that consider application context
  • Purpose-built for agentic systems, RAG, and chatbots
  • Honest "I don't know" instead of hallucinated answers
  • Proven improvements: 31 out of 32 correct on sealed test set
  • Drops in after your existing RAG: one API call only
Community votes00
DR (Domain Rating by Ahrefs)28 no change since last checkNot checked yet no change since last check
Trust Flow (Majestic)110
Citation Flow (Majestic)260
Referring domains (Majestic)710

4 details filled in for both companies.

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