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About

Simulation lets you compare two workflow configurations — a selected workflow and a counter workflow — by running them in parallel across multiple automated iterations. Each simulation batch produces individual run results for both workflows, which are then evaluated and scored so you can objectively measure the impact of changes before activating a new version for live traffic.
Simulation is designed for comparing workflow versions or configurations head-to-head. Each simulation run executes both workflows independently and captures their outputs for side-by-side evaluation.

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How Simulation Works

Two Workflows in Parallel

Each simulation run executes two workflows simultaneously — the selected workflow (your candidate) and the counter workflow (your baseline). Both receive the same inputs.

Multiple Iterations

You configure how many simulation iterations to run. The platform spawns that many parallel run pairs, giving you a statistically meaningful sample of results.

Automated Evaluation

Each individual run can be evaluated automatically using a configured evaluation workflow, which scores the output against defined criteria and contributes to the overall simulation summary.

Comparison Summary

After all iterations complete, the simulation produces a summary — total runs, success and failure counts, average scores, and score distribution — for both the selected and counter workflows side by side.

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Setting Up a Simulation

1

Open the Simulations Panel

Navigate to your workflow in the dashboard and click the Simulations tab. Click Create Simulation to begin.

Simulation configuration

2

Select the Two Workflows

Choose the selected workflow (the version or configuration you want to test) and the counter workflow (the baseline you are comparing against). These can be different versions of the same workflow or two entirely different workflows.
3

Configure the Number of Runs

Set how many simulation iterations to execute. Each iteration creates one run pair — one run for the selected workflow and one for the counter. More iterations give you more reliable comparison data.
4

Run the Simulation

Click Run Simulation. The platform creates a simulation batch and begins spawning run pairs in the background.

Active simulation batch

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Simulation Run States

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Batch Status

The simulation batch has been created and the platform is beginning to spawn individual run pairs.
Run pairs are actively executing. You can monitor progress as individual runs complete.
All configured iterations have finished. The evaluation summary is available for review.
The simulation batch was stopped before all iterations completed. Runs already in progress finish, but no new pairs are spawned.
An error prevented the batch from completing. Check individual run details for diagnostics.

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Reviewing Simulation Results

Once a simulation batch completes, navigate to the batch to view its results.
The summary compares both workflows across all iterations:
  • Total runs — number of iterations executed
  • Success / Failure counts — how many runs completed vs. failed for each workflow
  • Average evaluation score — mean score across all evaluated runs
  • Score distribution — breakdown of scores across defined ranges
Drill into any individual iteration to see the full run details for both the selected and counter workflow — every node that fired, the outputs produced, variables collected, and the evaluation result for that specific run.
You can run multiple simulation batches against the same simulation configuration. Compare batch summaries over time to track how your workflows evolve across iterations of improvement.

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Stopping a Simulation

If you need to stop a simulation batch before it completes:
  • Click Stop on the running batch
  • The batch status changes to Cancelled
  • Run pairs already in progress finish naturally — no new pairs are spawned after the stop

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Best Practices

The counter workflow is your baseline. Keep it pinned to a known-good version so that differences in evaluation scores are attributable to your selected workflow changes, not baseline drift.
A small number of runs may not produce reliable comparison data. Run at least enough iterations to cover the expected variability in inputs and LLM outputs.
If the selected workflow has a higher failure rate than the counter workflow, investigate the individual failed runs before activating it for live traffic.

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Next Steps

Workflow Versioning

Create and activate versions once simulation confirms your changes perform better

Building a Workflow

Go back to the workflow builder to refine nodes and edges

Node Types

Reference for all node types to help diagnose simulation run failures

Workflow Webhooks

Subscribe to run completion events for automated post-simulation reporting