Why Automated Valuation Models Cannot Price Fine Art
We set out to build an automated valuation model for fine art. The market proved a model cannot produce a defensible value. Here is what the research found, and the architecture we built instead.
What Governance Looks Like for a 10,000-Piece Collection
Large collections outgrow spreadsheets fast. Here is what institutional-grade governance actually requires, and what happens when you skip it.
Valuation Cycles: When a Revaluation Is Overdue
Most collections are underinsured because valuations go stale. Here is how to build a defensible revaluation cycle, and the warning signs that yours is overdue.
Family Office Collections: The Audit Trail Question
Family offices manage collections worth millions but rarely apply the same governance rigor as financial portfolios. The audit trail is where this gap shows.