Ground Control
Test whether coding agents can use what you ship.
Change your docs, skills, or tooling. Repeat the same task to see what improves, what breaks, and where agents get stuck.
Results, findings, and recommendations
Find what gets in the way of a working setup.
Explore experiments, requirements, run traces, findings, and actions. See how the product helps your team move from an incomplete workflow to a change worth testing.
Error monitoring / Setup benchmark
Does the setup work when an agent does it?
See how reliably coding agents complete a workflow with your product, and where they need help.
| Coding agent | Successful runs |
|---|---|
| Claude Code | 9 / 10 |
| Codex | 7 / 10 |
| Gemini CLI | 8 / 10 |
Testing / Experiments
Find out which changes actually help agents.
Test changes to your documentation, skills, SDKs, CLIs, and other tooling on real development tasks. Compare outcomes across coding agents and see where an improvement helps or introduces a new problem.
- Changes to docs and developer tooling
- Results across tasks and coding agents
- Completion, effort, and requests for help
Explore experiments with us.
Explore an experiment and the outcomes your team can compare.
See a demoVerification / Requirements
Define success around a working product.
A plausible final answer is not the same as a completed integration. Ground Control evaluates whether the result meets the task’s requirements, so your team can distinguish reported completion from a working outcome.
- Requirements tied to the customer workflow
- Outcomes checked beyond the agent’s final message
- A clear view of what remains incomplete
Explore requirements with us.
See how task requirements and outcomes are presented together.
See a demoEvidence / Run traces
Find the point where a run gets stuck.
Follow the recorded steps behind an outcome. See where an agent makes progress, retries, asks for help, or reports success before the task is complete. Use the evidence to focus your next improvement.
- Recorded steps and outcomes
- Successful runs alongside unsuccessful ones
- Evidence for the issues your team needs to address
Explore run traces with us.
Inspect a complete run and the findings drawn from it.
See a demoA finding your team can act on
The agent reports success. The setup is still incomplete.
In one Beacon run, the agent says the integration is ready, but the resulting setup does not meet the task’s requirements.
- Agent’s report
- Setup complete
- Observed outcome
- Incomplete integration
The final message alone can hide a problem your users will encounter. Ground Control shows where completion falls short.
Explore key findings with us.
Explore findings across runs and the evidence behind incomplete workflows.
See a demoRecommendation excerpt / Developer experience
Address the setup step that agents leave incomplete.
Focus the next improvement on the part of onboarding associated with the failed outcome. Check whether the change helps agents complete the workflow.
A playbook for your product.
Your team gets findings tied to real runs and a clear view of which changes help agents use your product.
Explore the full playbook in a demo:
- Priorities grounded in the findings
- Recommendations for your product, docs, positioning, and tooling
- Supporting evidence and ways to assess a change
Explore actions with us.
See how a finding becomes a change your team can test.
See a demoTest the things your team can change.
Compare docs, examples, skills, SDKs, CLIs, and MCP tooling. Start with a workflow that matters to your product, such as setup, authentication, or a first successful API call.
Keep checking as agents change.
Rerun the same tasks when you update your product or an agent releases a new version. Compare completion, steps, retries, and requests for human help, with the runs behind each result.
Measure choice with Benchmarking.
Ground Control tests how well agents use your product. Benchmarking measures when they choose it and produces findings and playbooks for positioning, product features, docs, and tooling.
See Amplifying in action.
Tell us what you’re working on. We’ll show you where Amplifying can help.