Qualifire
AI control plane for the agentic era: real-time guardrails, continuous evaluation, and red-teaming.
About
Qualifire is an Israeli AI reliability platform (Ashkelon; CEO and co-founder Ariel Dan) built around small, fast judge models tuned to a customer's domain and policies. The pitch is an AI control plane with three parts: continuous evaluation of agent behavior, real-time guardrails that enforce safety, security, and policy rules with context awareness, and pre-production agentic testing. A product called Rogue red-teams agents for security and reliability flaws, and observability is handled over OpenTelemetry traces.
The company announced a freemium plan in March 2025 with automated safety checks, real-time PII detection, and syntax verification, and it is listed on AWS Marketplace. Integration paths include a proxy gateway that drops into existing apps and an SDK for finer control. As with any guardrail vendor, the detection-quality claims on the site are vendor marketing; the meaningful test is the false-positive rate on your own traffic.
What it can do
- Real-time guardrails with domain-tuned SLM judges
- Continuous evaluation of agent and RAG behavior
- Rogue: automated red-teaming for agents
- OTEL-based observability and tracing
- Proxy gateway or SDK integration; freemium tier
Setup
- Create a free account at qualifire.ai to get an API key.
- Route traffic through the Qualifire proxy gateway, or install the SDK.
- Define your policies and pick judge models for your domain.
- Add Rogue red-teaming runs before production releases.
Prerequisites
A Qualifire account (free tier available); your LLM app's traffic to proxy.
Use cases
Works with
Trust score — 6/10
Scored 6/10 (verified tier, metrics-v1). Evidence: qualifire.ai and docs.qualifire.ai verified live; freemium launch announced via Business Wire Mar 2025 (CEO Ariel Dan); listed on AWS Marketplace. Strengths: real product with docs, proxy plus SDK integration, red-teaming (Rogue) included. Docked for: (1) efficacy figures on the site are vendor marketing; (2) no public adoption metrics or independent benchmarks. License: proprietary.
How the trust score is built
Full methodology →- Adoption · stars/downloads, log-scaled vs peers
- 5.0/10
- Maintenance · recency, releases, issue load
- 7.0/10
- Openness · license + docs
- 4.0/10
- Manual review · sanity read + red-flag check
- 6.0/10
- · qualifire.ai and docs.qualifire.ai verified live (HTTP 200)
- · Freemium plan announced via Business Wire Mar 2025 (CEO Ariel Dan, Ashkelon Israel)
- · Listed on AWS Marketplace
- · Efficacy figures on site are vendor marketing; no independent benchmarks
Sources
Every fact above was checked against these sources. Where a claim comes from the provider and couldn't be independently verified, the text says so.