LLM Application Development for Education & EdTech

Model choice is an engineering decision with a cost curve attached. We route across providers by task, so you are not paying frontier prices for work a smaller model handles perfectly.

In education & edtech, student data protection and academic integrity constrain what may be automated at all. That single fact reshapes how llm application development 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.

Built by engineers who ship production systems, not by a practice that subcontracts the build. Six weeks to something running in production, not six quarters to a strategy document.