Qualifire vs Sanitizer

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 Sanitizer
Detail	Qualifire	Sanitizer
What it does	Real-time guardrails and evaluation for LLM applications	Convert, sanitize, and index documents locally before anything reaches an LLM
Stage	Not given	Not given
Founded	Not given	Not given
Based in	Not given	US
Pricing model	Freemium	Freemium
Pricing	Free 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	Personal edition: Free. Business edition: $49.99 with 15-day free trial, automatic updates, available in Microsoft Store.
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	Scrubs names, contacts, client identities, credentials, and keys Converts large files to clean Markdown and flat CSV format Full-text indexing for exact terms, tags and standards references Semantic index that finds passages by meaning Automatic retrieval tools for AI agents Citation of source documents Local OCR processing Reversible redaction mode for local un-redaction No cloud uploads or accounts required
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	Everything runs locally on your computer with no cloud uploads or data transmission Reduces file size dramatically while preserving content Purpose-built retrieval tools reduce AI context window waste Dual indexing with both full-text and semantic search Sanitization removes sensitive data before AI sees any content
Community votes	0	0
DR (Domain Rating by Ahrefs)	28 no change since last check	Not checked yet no change since last check
Trust Flow (Majestic)	11	2
Citation Flow (Majestic)	26	23
Referring domains (Majestic)	71	34

5 details filled in for both companies.

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