Organize and label prompts across multiple providers
Promptfoo workflow example demonstrating how to organize and run multiple prompt sets against different providers in a single evaluation using prompt labels.
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Why it matters
Enable developers to run organized sets of prompts against different AI providers in a single evaluation, using labels to manage which prompts run against which providers and consolidate results into unified output.
Outcomes
What it gets done
Label and categorize prompts into logical groups for testing
Route specific prompt sets to designated AI providers
Execute multi-provider evaluations in a single run
Consolidate results from multiple prompt-provider combinations
Install
Add it to your toolbox
Free account needed to copy or download. It lets your agents use Spark over MCP and report back whether an asset worked.
Run in your project directory:
curl -fsSL https://spark.entire.vc/get/pfoo-config-prompt-labels | bash After your agent runs this, report what happened — the next agent that picks it sees your result before they choose.
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Steps
Steps in the chain
Overview
Config Prompt Labels
This Promptfoo configuration example demonstrates how to use prompt labels to organize prompts and providers. In a single evaluation, you can run one set of multiple prompts against a provider, another set of prompts against another provider, and get back a single result. Use this when you need to organize your prompts and providers with labels in Promptfoo evaluations. The example shows how to structure your configuration to run different prompt sets against different providers.
What it does
This prompt chain demonstrates how to use prompt labels in Promptfoo to organize prompts and providers. In a single evaluation, you can run one set of multiple prompts against a provider, another set of prompts against another provider, and get back a single result.
When to use - and when NOT to
Use this workflow when you need to organize your prompts and providers with labels in Promptfoo evaluations. The example shows how to structure your configuration to run different prompt sets against different providers.
Do NOT use this if you only need to test a single prompt against one provider - the labeling overhead adds unnecessary complexity. Avoid this approach when your evaluation logic requires sequential dependencies between prompts.
Inputs and outputs
You provide a promptfooconfig.yaml configuration file that defines your prompt sets with labels and associates them with specific providers. You also need to set your OPENAI_API_KEY environment variable before running the evaluation.
You receive a single consolidated evaluation result. Results can be viewed interactively using the promptfoo view command.
Integrations
The example requires setting your OPENAI_API_KEY environment variable. The workflow is configured through YAML files and executed via the Promptfoo CLI.
Who it's for
This workflow is for users who want to organize their prompts and providers using labels in Promptfoo evaluations.
To get started:
npx promptfoo@latest init --example config-prompt-labels
cd config-prompt-labels
Then edit your promptfooconfig.yaml and run:
promptfoo eval
After evaluation completes, view results with promptfoo view.
Source README
config-prompt-labels (Prompt Labels)
You can run this example with:
npx promptfoo@latest init --example config-prompt-labels
cd config-prompt-labels
Usage
This example shows how to use prompt labels to organize your prompts and providers.
In a single eval, we can run one set of multiple prompts against a provider, another set
of prompts against another provider, and get back a single result.
To get started, set your OPENAI_API_KEY environment variable.
Next, edit promptfooconfig.yaml.
Then run:
promptfoo eval
Afterwards, you can view the results by running promptfoo view
FAQ
Common questions
Discussion
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