AI Evaluation & Red Teaming for Media & Entertainment

Hallucination rate is measurable against a labelled set. Teams who say the model 'mostly gets it right' have not measured, and usually the number surprises them.

In media & entertainment, rights, attribution and factual accuracy are reputational risks before they are legal ones. That single fact reshapes how ai evaluation & red teaming has to be built here, the guardrails, the approval points and the evidence trail are design inputs rather than things bolted on before go-live.

The workload we are most often asked to take on first is content moderation, usually integrated against subtitling and dubbing platforms. We start from the constraint, not the capability, what the system must never do, who signs off, and what happens when it is wrong.

Built by engineers who ship production systems, not by a practice that subcontracts the build. We hand over with runbooks, tests and a team that knows how it works, not a dependency.