What observed data says about venture capital fund size, entry valuations, dilution, fees, financing progression and LP returns—with a separate numerical stress test.

A top-quartile label is only the start. How LPs can connect benchmarks, manager selection, obtainable allocations and realized outcomes.

An AI startup with a copyable product can win. For an LP, the question is how the manager selects it at pre-seed and turns that advantage into a return for the fund.

Low DPI can be normal in a young fund. High TVPI still needs evidence. A practical guide to reading valuations, distributions and the manager’s contribution.

Eight questions family offices can use to evaluate AI venture capital funds, with practical evidence requests, warning signs and a checklist for the first manager meeting.