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Evals, guardrails & red-teaming
Automated evals, guardrails, and adversarial testing so your AI ships safely — and keeps working as it scales, instead of quietly drifting.
Overview
AI quality that isn't measured, decays
Without evals, you can't tell if a prompt change made things better or worse — you just hope. We build the evals, guardrails, and red-team tests that turn AI quality into something you can see, gate on, and trust.
Measured quality
Eval suites tied to real tasks so you know quality, not just vibes.
Safe outputs
Guardrails on inputs and outputs to catch unsafe or off-policy responses.
Adversarial testing
Red-team and jailbreak tests that find failures before your users do.
No regressions
CI-gated evals so a prompt tweak can't silently break production.
What you get
Tangible deliverables
- Eval suites tied to real tasks
- Input/output guardrails
- Red-team & jailbreak testing
- Regression dashboards
Built with
Evals
BraintrustPromptfooCustom suites
Safety
GuardrailsRed-teamPolicy checks
Ops
CITracingDashboards
Our approach
How the work goes
1
Define quality
We turn 'good output' into concrete, testable criteria for your use case.
2
Build evals
Automated suites that score responses against those criteria on real tasks.
3
Red-team
Adversarial and jailbreak testing to surface failure modes early.
4
Gate & monitor
Wire evals into CI and dashboards so quality can't regress unnoticed.
Where it fits
Common use cases
- Pre-launch AI quality assurance
- Guardrails for customer-facing agents
- Regression testing on prompt changes
- Safety and compliance reviews
- Ongoing production monitoring
FAQ
Frequently asked
- Can you add this to an existing AI feature?
- Yes — we frequently wrap evals and guardrails around AI you already have in production.
- What does 'red-teaming' involve?
- We adversarially probe your AI for jailbreaks, unsafe outputs, and edge-case failures, then help you close them.
- How do evals run?
- They run in CI on every change and feed dashboards, so regressions are caught before they ship.
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View allReady to start your evals, guardrails & red-teaming project?
Send a short brief or book a call. Within one business day you'll have a suggested scope, a timeline, and a ballpark — no obligation.