PREECURSOR
Capabilities

Evaluation & safety

Eval harnesses, red-teaming, and guardrails — the discipline that lets you ship AI you can actually stand behind.

Overview

Where evaluation & safety earns its place

You cannot improve or trust what you do not measure. We build the eval harnesses, red-team suites, and guardrails that turn AI quality from a gut feel into a number you can track — and catch the failure modes before your users do.

What we do
01
Eval harness design
Task-level and end-to-end evals that score the behaviors that matter, run in CI on every change.
02
Red-teaming & adversarial testing
Structured probing for jailbreaks, hallucination, and edge cases, mapped to real-world risk.
03
Guardrails & monitoring
Input/output guards and live monitoring that keep production behavior inside the lines you set.

Let's put this to work

Tell us the outcome you are aiming at. We will scope the build, the timeline, and what it is worth — candidly.

See our work