Singapore, 21 August 2026 – Hydra X was recently featured in Znews following a discussion at Conviction 2026 in Ho Chi Minh City on the role of data infrastructure in bringing artificial intelligence into real-world business operations.

Speaking at the event, Tam Pham, VP Product at Hydra X, shared lessons from Hydra X’s experience integrating AI into internal workflows and product development.

While businesses can experiment with AI using relatively contained datasets, moving from pilot to production introduces a different set of challenges. Enterprise data is typically distributed across multiple systems and must be interpreted within the appropriate business context.

Tam highlighted that effective AI deployment therefore requires more than access to a large language model. Organisations must also consider where their data resides, how it is connected, how context is maintained, and how AI systems are governed and monitored as they become more deeply embedded in operational processes.

The discussion reflects a broader theme across emerging technologies: moving from experimentation to production requires robust infrastructure, clear governance and an understanding of how technology integrates into existing systems and workflows.

Read the full Znews article here