Gremlin · by EvalOps
Evaluation-native agents

GremlinThe evaluation-nativeAI agent

Gremlin orchestrates safe, measurable AI workflows. Built by EvalOps, it brings automatic evaluations, guardrails, and observability to every decision your agent makes.
Why Gremlin

Why build an evaluation-native agent?

Most AI agents ship before they can be trusted. Gremlin bakes evaluations into the control loop, so accuracy, safety, and cost are tracked and optimized from day one.
Capabilities

Optimized for real‑world evaluation flows

Choose the behaviors that matter. Gremlin lets you define metrics, enforce policies, and adapt your agent with live feedback.
01 ::
Purpose‑built evaluation primitives
Assertions, judges, and golden sets wired directly into the agent loop.
02 ::
Guardrails that actually stick
Policy checks at each step with automatic fallbacks and retries.
03 ::
Observability without the noise
Structured traces, costs, and outcomes for each run and scenario.
04 ::
Bring your stack
Use any model and tool, plug into CI or your data warehouse.
Technical features

Performant and scalable for any workflow

Build once, then scale. Gremlin’s runtime is lightweight, fast, and cloud‑agnostic. Ship a dependable agent without a tangle of custom scripts.
01 ::
Streaming plan + tool execution
Deterministic orchestration with step‑level metrics and checkpoints.
02 ::
Eval‑first experiments
A/B prompts and tools using your own golden sets and judges.
03 ::
Data governance
PII scrubbing, policy enforcement, and review queues built‑in.
04 ::
Programmable outcomes
Define success criteria and auto‑optimize against them in production.
FAQ

Questions, answered

01.

What does evaluation‑native mean?

Every action is scored against expectations — with judges, golden sets, and policies wired into the agent’s loop.

02.

Can I use my own models and tools?

Yes. Gremlin is model‑agnostic and plays nicely with your existing stack and data sources.

03.

Is Gremlin open source?

Core SDKs will be open; commercial hosting and governance tools are available from EvalOps.

04.

How do I get access?

We’re partnering with a small group of teams. Request early access and we’ll be in touch.