Soren continuously tests, diagnoses, and experiments on your AI — helping teams iterate faster by automating test generation, failure detection, and experiments while keeping humans in the loop.

Key Features:

• Continuous evaluation: automatic evals on every model, prompt, or tool change
• Automated test generation and background test runs
• Failure surfacing, root-cause grouping, diagnosis, and autonomous experiments to surface likely fixes

Use Cases:

• Automatically detect regressions after model, prompt, or tool updates
• Generate and run fresh test cases to validate model updates
• Diagnose failures and run experiments to identify likely fixes while humans guide the process

Benefits:

• Faster iteration by automating test-generation and experiment workflows
• Reduced manual debugging through automated failure grouping and diagnosis
• Improved production reliability by surfacing failures immediately after changes