# Evaluation, Guardrails & AI Security

> Know it works before users tell you it doesn’t. Evaluation is the backbone of every system we build. We create golden datasets, automated and LLM-as-judge evals, regression tests in CI, red-teaming for prompt injection and data leakage, and runtime guardrails.

Source: https://aibyos.com/services/evals

✓ Capability

# Evaluation, Guardrails & AI Security

Know it works before users tell you it doesn’t.

[Discuss Evals & Guardrails](https://aibyos.com/contact)

Evaluation is the backbone of every system we build. We create golden datasets, automated and LLM-as-judge evals, regression tests in CI, red-teaming for prompt injection and data leakage, and runtime guardrails.

## Typical use cases

### Eval harness for an existing AI feature

**Challenge.** Every prompt or model change is a gamble.

**What we build.** A versioned test set and automated scoring in CI, so changes are merged on evidence.

### Red-teaming & penetration test

**Challenge.** An agent with tool access is about to go live.

**What we build.** Structured adversarial testing for prompt injection, data exfiltration and unsafe actions, with fixes and retests.

### Runtime guardrails

**Challenge.** Outputs occasionally include PII, off-topic answers or policy violations.

**What we build.** Input/output filters, topic controls and moderation tuned to your policy with measured false-positive rates.

## What you get

-   Golden datasets & scoring rubrics
-   CI-integrated eval pipelines
-   Red-team report & remediation
-   Guardrail configuration

## Typical stack

-   Promptfoo
-   Ragas
-   DeepEval
-   Langfuse / LangSmith
-   Llama Guard
-   Garak

Examples

## Use cases with Evals & Guardrails.

[Finance & Insurance Claims intake & triage agent Read claim documents and photos, check coverage and route claims automatically. _AI Agents__Image & Vision__Evals & Guardrails_ Open →](https://aibyos.com/use-cases/claims) [Finance & Insurance Governed LLM access for a regulated firm Let every team use LLMs through one gateway with redaction, logging and EU-only routing. _AI Gateways__Evals & Guardrails_ Open →](https://aibyos.com/use-cases/gateway-bank) [Healthcare & Life Sciences Clinical documentation assistant Turn doctor–patient conversations into structured notes. _Voice AI__LLM Apps & Copilots__Evals & Guardrails_ Open →](https://aibyos.com/use-cases/clinical-docs) [Legal & Professional Services Contract review & clause comparison Compare incoming contracts against your playbook in minutes. _RAG & Search__Fine-tuning__Evals & Guardrails_ Open →](https://aibyos.com/use-cases/contracts) [SaaS & Technology Engineering productivity agents Agents that triage bugs, write tests and review pull requests. _AI Agents__Agent Infrastructure__Evals & Guardrails_ Open →](https://aibyos.com/use-cases/dev-agents) [SaaS & Technology Azure OpenAI → AWS Bedrock migration Move LLM features to Bedrock after consolidating on AWS, without users noticing. _Cloud AI Migrations__AI Gateways__Evals & Guardrails_ Open →](https://aibyos.com/use-cases/aoai-to-bedrock)