Evaluate AI behavior with LLM evals

Manage workflow processes

Validating LLM behavior against strict criteria (structure, safety, cost) that string assertions cannot verify.

• · CSV file path or content
• · Feature spec or user story
• · User request in natural language

• · Structured report (JSON or markdown)
• · Severity scorecard with grades
• · Inline code comments or findings
• · Issue/ticket records
• · Result summary or action performed

• · Linear API (tickets)

Source files or data accessible; required context loaded

• · Token limit exceeded on large files
• · Input format invalid or unparseable
• · External API rate limit or downtime

• · Includes test suite validation