agent-evaluationv1.0.0

An e-commerce company deploys an LLM agent for customer support. Using the agent-evaluation skill, they run behavioral regression tests and adversarial tests to ensure the agent handles edge cases like angry customers or out-of-stock items. The evaluation catches flaky responses and prevents production failures.

A fintech startup builds an agent that provides investment advice. They use capability assessment and reliability metrics to verify the agent's accuracy in volatile markets and ensure it doesn't give inappropriate advice. Statistical test evaluation helps confirm consistency across multiple queries.

A health tech company tests a triage agent that prioritizes patient symptoms. They design benchmarks covering rare symptoms and use adversarial testing to see if the agent recommends harmful treatments. The evaluation ensures the agent meets safety standards before clinical deployment.

A legal firm uses an agent to review contracts for clauses. The team implements behavioral contract testing to ensure the agent consistently identifies risky clauses and doesn't change behavior after updates. Regression testing catches any drift in performance.

A software company deploys an agent that reviews pull requests. They set up reliability monitoring to track false positives/negatives in production. When metrics degrade, they use the evaluation framework to diagnose issues and retrain the agent.

Offer a platform where companies can upload their agents and receive automated evaluation reports, including behavioral tests, reliability scores, and benchmark comparisons. Charge per evaluation or subscription.

Provide consulting services to design custom evaluation frameworks for high-stakes agent deployments. Includes benchmark design, adversarial testing, and ongoing monitoring setup. Bill by project or retainer.

Release evaluation tools as open source to build community trust. Offer paid support, custom integrations, and advanced analytics dashboards for enterprises needing compliance and SLAs.