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Red Teaming & Evaluation

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01 Exposing vulnerabilities

Probing for harmful behaviour like toxic content, misinformation, PII leakage, disallowed medical/financial advice


02 Adversarial prompting

Using jailbreaking, prompt injection, obfuscation, multilingual attacks, role‑play, and multi‑turn setups to bypass guardrails and elicit harmful responses


03 Evaluate Robustness

Evaluate consistency in responses, brittleness to small prompt perturbations


04 Quality & utility

Evaluate helpfulness, factuality, hallucination rate, instruction‑following


05 System‑level testing

Targeting not just the base model, but the full application (tools, plugins, retrieval, external APIs, memory) to find end‑to‑end weaknesses.

Building or testing an AI system?

Let’s talk about datasets, evaluation, red teaming, and AI reliability.

Get Data

Close-up of a dark green leaf showing its textured surface and central vein against a muted background.
a cell phone with a lot of green dots on it
a close up of a bunch of glass objects
A smiling woman with her arms crossed, standing against a dark green background. She has long, dark hair.
Close-up of a dark green leaf showing its textured surface and central vein against a muted background.
a crystal vase with pink flowers in it
a group of different colored objects floating in the air
a cut in half picture of a building with blue and red arrows
Close-up of a tree stump showing growth rings and a textured brown wood surface.

Building or testing an AI system?

Let’s talk about datasets, evaluation, red teaming, and AI reliability.

Get Data

Close-up of a dark green leaf showing its textured surface and central vein against a muted background.
a cell phone with a lot of green dots on it
a close up of a bunch of glass objects
A smiling woman with her arms crossed, standing against a dark green background. She has long, dark hair.
Close-up of a dark green leaf showing its textured surface and central vein against a muted background.
a crystal vase with pink flowers in it
a group of different colored objects floating in the air
a cut in half picture of a building with blue and red arrows
Close-up of a tree stump showing growth rings and a textured brown wood surface.

Building or testing an AI system?

Let’s talk about datasets, evaluation, red teaming, and AI reliability.

Get Data

Close-up of a dark green leaf showing its textured surface and central vein against a muted background.
a cell phone with a lot of green dots on it
a close up of a bunch of glass objects
A smiling woman with her arms crossed, standing against a dark green background. She has long, dark hair.
Close-up of a dark green leaf showing its textured surface and central vein against a muted background.
a crystal vase with pink flowers in it
a group of different colored objects floating in the air
a cut in half picture of a building with blue and red arrows
Close-up of a tree stump showing growth rings and a textured brown wood surface.