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QA-Bench: The AI Agent Testing Benchmark

Score your AI agent across reliability, safety, performance, accuracy, and security — in 3 minutes, free. The benchmark standard for AI agent quality assurance.

Run the benchmark → What is a QA bench?
Reliability
87
Safety
91
Accuracy
79
Performance
84
Security
93

The Benchmark

What is a QA bench for AI agents?

A QA (Quality Assurance) bench is a standardized test suite that measures how well an AI agent performs across the dimensions that matter in production. It's the difference between "my agent works" and "my agent won't embarrass me in front of customers" — and Canary's full AI agent reliability platform catches the rest.

Why does it exist?

AI agents are deployed with no standardized quality bar. Teams ship prompts that hallucinate, leak data, and fail on edge cases. A QA bench gives you an objective score — not vibes — before you go live.

Who uses it?

Engineering teams, AI product managers, and reliability engineers who need to prove their agent is production-ready — or find out it isn't before customers do.

How does it work?

Run a structured test sequence: reliability checks, injection attacks, latency benchmarks, accuracy tests, and security probes. Get a composite score per dimension with actionable failure details.

How long does it take?

Three minutes. You paste your agent's endpoint, configure the test scenarios, and Canary runs the full suite. Results arrive in under 180 seconds with a breakdown per category.


Scoring Dimensions

Five pillars of agent quality

QA-Bench scores agents across five independent dimensions. A high score in one doesn't guarantee the others — and failures in any single pillar can tank your product.

Reliability

Consistency under repeated calls. Does the agent produce the same output given identical inputs? How often does it fail silently?

🛡

Safety

Resistance to prompt injection, jailbreaks, and prompt extraction. Does the agent defend against adversarial inputs?

🎯

Accuracy

Does the agent produce correct outputs against a known-answer test set? Hallucination rate on factual queries.

Performance

Latency, throughput, and resource consumption. How fast does the agent respond under load? Where does it time out?

🔒

Security

Data leakage, PII exposure, and unauthorized tool access. Does the agent accidentally expose internal state or secrets?


Compare or estimate

See Canary against the alternatives

QA-Bench is one slice of the broader evaluation toolkit. Compare Canary head-to-head, or model the hours saved.


Further Reading

Deep dives from the Canary blog

Each dimension above has a dedicated guide with test cases, tooling, and failure examples from production systems.


Score your agent in 3 minutes

Free. No signup required for the first run. Get your QA-Bench score across all five dimensions.

Run QA-Bench →