Step 1: Generate AI Context

Autonomously understands
what your AI was built to do

Get a brief,
not a checklist

Arato understands your AI system, and writes a structured brief – a testing taxonomy tailor made for your specific product, based on your industry, use case, and personas, not a generic template.

Fly AI Brief
Persona ID

Run real user roles,
not “User A”

Generates thousands of agent-specific personas with human characteristics like name, age, ethnicity, gender and anything that might trigger a hidden AI bias. Each has a role – like “Budget Backpacker,” and a tailored testing guidance.

Replace logs and evals with
real human behaviors

Every scenario has different behavioral types representing different intents – Skeptical, Adversarial, Impatient, Vague, and more – built out as complete guidance, not only labels.

Real Human Behaviors

Work with a consistent test plan,
for non-deterministic AI

Accuracy

Checks that responses are factually correct and match the real state of the product or data.

User Experience

Checks that the interaction flows naturally, without friction, dead ends, or confusing steps.

Clarity

Checks that responses are easy to understand, with no vague, ambiguous, or misleading language.

Compliance

Checks that responses follow required policies, regulations, and internal guidelines like EU AI act or NIST AI Risk.

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Checks that responses are grounded in verified facts or source data, not invented or assumed.