AI Evaluation & Red Teaming for Education & EdTech

Orqent Labs red-teams AI systems before launch and leaves behind the evaluation harness your team runs on every change.

In education & edtech, student data protection and academic integrity constrain what may be automated at all. 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 administrative query handling, usually integrated against LMS. We build the smallest thing that proves the case, put it in front of real users, and expand only what earns its keep.

Multi-model by default, so a provider outage is a routing decision rather than an incident. Six weeks to something running in production, not six quarters to a strategy document.