Deliver a fixed-scope production-readiness engagement covering benchmark design, representative test-set creation, model comparison, failure analysis, inference performance, and continuous testing requirements. The client receives reproducible evaluation assets, a risk register, deployment recommendations, and a prioritized remediation plan. Recurring managed evaluations can then test new models, prompts, data sources, and releases against the same acceptance criteria.

Organizations are hiring specialized staff to bridge research, product, and customer deployments, indicating that model commercialization has become a distinct operational responsibility. Rapid changes in models and frameworks also make one-time prototype testing insufficient.