MAVI Insights

AI is hollowing out the junior work that trained senior finance leaders. The supply of proven talent is about to tighten.

63 top modellers ranked construction the least human-critical phase of their work. It changes who you should hire.

The question isn't in-house vs. remote - it's which roles actually need to be US-based.

Not one of 63 leading modellers would trust an AI model unreviewed. The consensus reshapes how to staff finance.

The complete finance hiring roadmap – which roles to add at Seed, Series A, B, and C, when to hire globally vs. in-house, and how to avoid costly sequence mistakes.

Finance hiring just rebounded to pandemic-era highs, right as the qualified-candidate pool tightened sharply.