Markets Edge

ReadingThe shift from software licensing to consulting deployment means margins compress for pure-play LLM providers and expand for the middlemen. Customers in aerospace and finance are already pricing this in.

ReadingIndustrial asset holders should assume their capital expenditure schedules are now subject to 3D printing economics. PE knew; they exited before the margin compression hits.

ReadingAutodesk shareholders should prepare for one of two outcomes: board restructuring or a discounted acquisition offer that makes governance risk disappear. Both arrive within six months.

ReadingIndian mid-market companies should expect acquisition multiples to plateau within Q3. PE capital is abundant but selective. Bidders will wait for the next dip.

ReadingDelivery Hero's remaining public shareholders should monitor quarterly unit economics carefully. Uber's moves always precede restatements.

ReadingInstitutional capital is quietly re-pricing AI infrastructure. The dumb money is still in; the smart money is already out the door. This always precedes the volatility that separates the two.

ReadingMid-market PE funds that rely on family office capital should expect LP conversations about fee justification. The 123% acceleration is a warning signal, not endorsement.