---
title: "Agent experience"
description: "See how smoothly coding agents build with your product. Gauge runs real tasks, grades the result against your criteria, and shows every snag along the way."
url: "https://www.withgauge.com/features/agent-experience/"
---

# Agent experience

## Make something agents want.

See how smoothly coding agents build with your product. Gauge runs real tasks and shows every snag between the first command and working code.

[Start now for free](https://agents.withgauge.com)

[Read the guide](https://docs.withgauge.com/agents/concepts/agent-experience)

## Real tasks, your criteria

Give agents the work your users ask them to do, then grade the finished code against the criteria you define.

## See every snag

Findings point to the repeated doc fetches, misleading instructions, and wrong turns that slow agents down.

## Compare agents and models

Pin the repository commit, harness, and model, then repeat the same task to see how each agent performs.

## What is agent experience?

Agent experience is how well coding agents can use your product to complete real tasks. Gauge measures it by running those tasks in isolated sessions and grading the result against criteria you define.

## How does Gauge judge success?

You decide what a good result looks like. Gauge checks every finished session against your criteria and shows where the agent struggled along the way, so you know both whether it worked and what slowed it down.

## Which coding agents and models can we test?

Gauge supports Claude Code, Codex, OpenCode, Pi, and Antigravity. The hosted Free plan includes open models on OpenCode and a first onboarding run on Claude Code and Codex at no cost. Upgrade to Pro or Enterprise for ongoing Claude Code and Codex runs and access to all supported agents.

## Keep exploring

- [Agent onboarding](https://www.withgauge.com/features/agent-onboarding/)
- [MCP & CLI testing](https://www.withgauge.com/features/mcp-cli-testing/)
- [Agents pricing](https://www.withgauge.com/agents/pricing/)

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Full index of this site for agents: https://www.withgauge.com/llms.txt

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### AI Visibility Growth offer

For AI Visibility Growth only. Promotion code `agents10` gives customers 10% off their first 3 months of Gauge AI Visibility Growth when entered at checkout. [View pricing](https://www.withgauge.com/pricing/).