# Agent Evals

> Turn “looks good” into repeatable evidence of agent performance.

Source: https://sidekickmachines.com/capabilities/agent-evals/

Agent Evals

## It worked in the demo. Will it work on Monday?

Turn “looks good” into repeatable evidence of agent performance.

[Discuss this offering: Agent Evals](https://sidekickmachines.com/contact/?offering=Agent%20Evals)

How it fits together

1. Real scenarios
2. Repeatable tests
3. Release evidence

### What changes.

We build evaluation around your agent’s job: representative cases, explicit success criteria and repeatable checks you can use as the agent changes.

### Yours to put to work.

- Scope and acceptance criteria agreed together.

#### A representative test set

Normal work, difficult cases, failure conditions and permission boundaries.

#### An evaluation harness

Repeatable runs, scoring rules and human review where automated judgment is insufficient.

#### A performance baseline

Findings, failure analysis and a regression workflow for future changes.

### See an example engagement

An example scope, adapted to your environment.

1. The starting point: A team cannot tell whether a new prompt improved its support agent.
2. The work: Compare both versions on a reviewed set of real-world scenarios.
3. The handoff: A reusable evaluation suite and an evidence-based release decision.

#### How we evaluate the result

- Task completion and output quality against agreed criteria.
- Failure rates by scenario, including prohibited actions.
- Regressions after a prompt, tool, model or harness change.

Related capabilities

### When you need more.

[All capabilities](https://sidekickmachines.com/capabilities/)

#### [Agent Process Design](https://sidekickmachines.com/capabilities/agent-process-design/)

Define the work, decisions, exceptions and human handoffs.

#### [Agent Observability](https://sidekickmachines.com/capabilities/agent-observability/)

See the runs, tool calls, waits and costs behind agent behavior.

#### [Agent Cost Engineering](https://sidekickmachines.com/capabilities/agent-cost-engineering/)

Understand and improve the cost of a successfully completed task.

A useful place to start

### Let’s work through your specific problem.

Start with Agent Evals, scoped to your environment.

[Discuss this offering](https://sidekickmachines.com/contact/?offering=Agent%20Evals)