She said spending is increasingly shifting towards AI providers that can demonstrate value across cost, latency, performance and reliability, “this is giving an edge to providers that embed evaluation, cost transparency and usage tracking into customer workflows, making it easier to manage and optimise AI use. However, as spending becomes more usage-driven, providers face increasing pressure to demonstrate real adoption, sustained use and durable margins,” Cheparthi added.
