QualiLoop turns your system prompt and configuration into the full production test program teams normally spend months designing.
We create hundreds of test scenarios, simulate real single-step and multi-step user conversations, score every response, and monitor flow health over time.
Starting at $500 a month.
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How it works
Connect your AI system once. QualiLoop generates reliability, red-team, and bias tests, runs simulated users, scores every response, monitors critical flows, and produces reports when needed.
Plug in through Langfuse, LangSmith, a direct endpoint, or browser testing. QualiLoop works with agents, chatbots, workflows, and custom AI systems.
QualiLoop uses your system prompt and configuration to create reliability tests, red-team attacks, bias tests, categories, and custom checks.
Run single-message tests or adaptive multi-step conversations in parallel. Every response, tool call, violation, and cost is captured.
Roll results into flows, track coverage gaps, schedule regressions, gate releases, and export reports for teams, customers, or auditors.
Tests & checks
QualiLoop uses your system prompt and configuration to decide what should be tested: the coverage categories, the tests inside each category, and the checks that define a clean response.
Three testing modes
Production readiness is not one generic score. QualiLoop separates the work into reliability tests, red-team tests, and bias tests, then rolls every result into monitorable flows.
Does it complete workflows, follow policy, call tools correctly, and keep response quality high?
Can an adversary bypass guardrails, inject instructions, exploit tools, or extract sensitive data?
Does it treat equivalent users consistently across protected attributes and scenarios?
Reliability, red-team, and bias results roll up into the same flows, so quality, defense health, and fairness evidence are monitored in one place.
The math
Covering reliability, red teaming, and bias testing in-house usually means hiring specialists or pulling engineers away from the roadmap. QualiLoop compresses that work into one generated, continuously runnable QA loop.
The traditional way
With QualiLoop
All three modes in one platform. Generate the tests, run them at scale, inspect the failures, monitor flows, and export the evidence without building the QA program manually.
Even offloading part of this work can save you thousands a month.
Conversation testing
Single-message tests send one input and score the response, perfect for broad guardrail, accuracy, and fairness sweeps. Multi-step tests simulate users that behave like real people: they read each response and adapt, whether they are confused, impatient, adversarial, or following a script.
Flows
A flow groups related tests by category, like refunds, workflow integration, jailbreaks, or equal-treatment checks, into one monitorable unit. Together, your flows show what is covered, what is missing, and where your system is getting weaker.
Generate tests for any gap in one click, schedule critical flows to run daily or weekly, and use reliability, red-team, and bias health as release signals, so a prompt or model change cannot quietly break production.
Observability
Open any session and replay the conversation: every message, tool-call trace, with inputs and outputs, violations, custom-check results, token cost, and root cause behind each failure.
When a test fails, you do not just see that it failed. You see the exact call, response, or decision that caused it, so your team can fix it fast.
Integrations
Use QualiLoop directly, wire in your observability stack, or test a browser-based chatbot with zero instrumentation. If your stack is not supported, our engineers build the integration path for you, free.
Pricing
No credit card required to start.
5,000 conversations per month
10,000 conversations per month
Unlimited sessions
FAQ
Reliability, red-team resistance, bias and fairness behavior, hallucination, system failure, jailbreaks, NSFW, and any domain-specific checks you define.
From your system prompt, policies, tools, and configuration, paired with the matching test categories. You can add your own in plain English at any time.
Minutes. Categories, tests, synthetic users, and checks that normally take QA teams weeks or months to design by hand.
Single-message tests run one input and one response, ideal for high-volume coverage. Multi-step tests simulate users that react to your AI system like real people.
Yes, any setup. If we do not already support it, our engineers build the integration for you at no extra cost.
Monitorable test groups organized by category. They surface coverage gaps and track reliability, red-team, and bias health over time.
Get started
Generate tests, run simulated users, attack your guardrails, measure bias, and monitor every critical flow from one platform.