Real-Time AI Quality Control and LLM Reliability Platform

Qualifire is a Tel Aviv-based startup that provides real-time guardrails and evaluation controls for large language model (LLM) applications, agents, RAG workflows and chatbots.

The company positions itself as a provider of “continuous evaluation, real-time guardrails and pre-production agentic testing” for the generative AI era. Qualifire states it can detect and block unwanted AI behaviors (e.g., hallucinations, policy violations) with latency under 20 ms.

Qualifire joined the Google Cloud ISV Startup Springboard program in January 2025, aligning it with Vertex AI and Gemini models. The firm has $1.6 million in pre-seed funding.