The open model ecosystem is fragmenting into specialized manufacturers, sovereign AI providers and product companies with distinct licenses and motivations — creating procurement and compliance complexity for CDOs while weakening central control.
Open models are closing the gap to the frontier, but different benchmarking methods and evaluation frameworks make reliable performance comparisons between open and closed systems difficult.