Build vs buy in AI is downstream of organizational position, not upstream of it. The decision answered without that context is mostly noise.

Responsible AI in edtech needs the rigor of clinical or financial AI, plus a constraint those domains don't share: the population can't advocate for itself.

The lightweight version of AI governance: four artifacts, named owners across functions you already have, before implicit governance is the only kind you've got.