Celeste IQ
Everything Data.

Phylogenetics reconstructs ancestry it can never directly observe — the same problem data lineage faces. Biology's answer, confidence over certainty, is the better model.

Catalogs were built for discovery. AI governance requires lineage, quality, and accountability woven together — here's what that looks like in practice.

AI projects rarely fail because of flawed algorithms — they fail because the data feeding them is inconsistent and fragmented. Why 2026 is a reckoning year for governance.

AECOM's $390M acquisition of Norwegian AI startup Consigli signals a shift: firms are owning their AI stack outright rather than licensing it — and it won't stop there.