The point that every company has the same frontier models, so the edge sits in domain knowledge, governed data and the workflow around them, is the part a lot of roadmaps miss. Framing the question as whether you can defend it to a client's compliance team is a useful filter for private markets data. The section on measuring engineering productivity honestly would make a good follow up post on its own.