heal vs Qualifire

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

heal compared with Qualifire
Detail	heal	Qualifire
What it does	Finds reproducible bugs and runtime vulnerabilities by running your product in a production-like sandbox	Real-time guardrails and evaluation for LLM applications
Stage	Not given	Not given
Founded	Not given	Not given
Based in	FR	Not given
Pricing model	Free trial	Freemium
Pricing	Free for open source projects. Paid plans available for commercial use; specific pricing not listed.	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	Builds a sandbox that replicates production environment Mocks or emulates third-party services like payments, mail and APIs Provides failing test for every defect found Maps product architecture and reads code for suspicions Validates security issues with real exploits against sandbox Crawls every link and finds missing routes Runs locally or in the cloud	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	Catches bugs code review misses by running the actual product instead of just reading diffs Every bug comes with a reproducible failing test that proves it Finds runtime vulnerabilities by firing real exploits against the sandbox Tests untested integrations and hard-to-mock async services Free for open source projects	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)	25 +1 (up) since last check	28 no change since last check
Trust Flow (Majestic)	9	11
Citation Flow (Majestic)	27	26
Referring domains (Majestic)	63	71

5 details filled in for both companies.

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