AI Evaluation & Red Teaming for Legal Services

Prompt injection is not theoretical once your system reads untrusted content, email, web pages, uploaded documents are all attack surface.

In legal services, privilege and confidentiality mean data handling is scrutinised more than model performance. 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 billing narrative drafting, usually integrated against billing systems. Every engagement opens with a measurement: the cycle time, the cost per transaction, or the error rate we are being asked to move.

Multi-model by default, so a provider outage is a routing decision rather than an incident. We hand over with runbooks, tests and a team that knows how it works, not a dependency.