Kirro vs Qualifire

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

Kirro compared with Qualifire
Detail	Kirro	Qualifire
What it does	A/B testing made simple	Real-time guardrails and evaluation for LLM applications
Stage	Not given	Not given
Founded	Not given	Not given
Based in	NL	Not given
Pricing model	Not given	Freemium
Pricing	Free trial for 14 days with full product access. Paid plan: €79/month (20% savings when billed annually) with unlimited tests, visitors, AI suggestions, visual editor and GA4 integration.	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
Key features	GA4 goal integration AI-powered test suggestions Works with small traffic volumes Lightweight script (9KB) Plain English reporting	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
What makes it different	AI identifies what's worth testing on your pages 16x lighter than competitors Works with small traffic (5,000 monthly visitors) Honest about non-winning tests	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
Community votes	0	0
DR (Domain Rating by Ahrefs)	30 +5 (up) since last check	28 no change since last check
Trust Flow (Majestic)	20	11
Citation Flow (Majestic)	25	26
Referring domains (Majestic)	311	71

4 details filled in for both companies.

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