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Eval Framework — Complete Guide
Benchmark agents against datasets — quality gates before production.
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Updated July 6, 2026
5 min read
Open Eval Framework from the sidebar. Benchmark agents against datasets — quality gates before production.
What you can do
- Benchmark agents against labeled datasets
- Regression suites before production deploy
- Quality gates — block bad prompts from shipping
- HITL sign-off alignment with Approvals
Step-by-step — start to finish
1
Open Eval Framework (Eval Studio).
2
Create or import a dataset — input/expected-output pairs.
3
Attach an agent or Swarm workflow to benchmark.
4
Run eval — review pass rate, failures, and drift vs prior runs.
5
Gate production deploys — do not ship Swarm updates when regression fails.
Get value from Eval Framework
💡
Eval Studio is your moat enforcer — prove quality before scale, especially for agency client deliverables and regulated industries.
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