On the morning of November 27, 2025 in Da Nang, Ms. Huynh Thi Cam Huong - Director of Risk & Compliance, HVA Investment Joint Stock Company - attended the "AI SuperEdge 2025" Workshop organized by the Department of Science & Technology of Da Nang in collaboration with Orochi Network and Columbia University. The event brought together city leaders, international experts and the business community to discuss the latest AI trends, focusing on auditable data and transparent data infrastructure.
AI ecosystem: transparency is the foundation
As AI models increasingly penetrate into business operations and urban governance, the requirement for auditable data standards is not just a “plus” but has become a prerequisite. From digital urban management, healthcare, education to public services, every AI application needs a data infrastructure with a clear origin, auditability, and compliance with international standards on privacy, safety and ethical use.
HVA's mark at AI SuperEdge 2025
During the panel discussions, HVA representatives proactively discussed with the panelists about auditable data standards, “traceability-by-design” methods in system architecture, and the role of enterprises in implementing compliant AI. HVA’s spirit is to go straight to the “backbone” of the ecosystem: if data is standardized, has traceability logs, and independent monitoring mechanisms, AI models will be more reliable, easier to audit, and scalable without sacrificing transparency.
The questions HVA raises revolve around three main axes: how to ensure the integrity of input data; a mechanism to control the continuous learning of the model so that it does not drift away from compliance constraints; and a public-private partnership model so that data standards become a common infrastructure, not just a single initiative of a few organizations.
HVA – from compliance standards to application value
Accompanying Da Nang, HVA pursues a “compliance-first” approach without losing the pace of innovation. This is reflected in three consistent commitments:
- Safe and transparent: design a data audit process right from the collection stage, ensuring every movement has a trace and access rights are clearly separated.
- International standard: Reference global frameworks in data governance and AI risk management, enabling products and solutions to connect with the broader ecosystem.
- Practical implementation capabilities: Prioritize use cases that deliver measurable results for municipalities and local businesses, from optimizing operations to improving service quality.
Together with Da Nang, create an AI ecosystem
HVA Group's presence at AI SuperEdge 2025 is not only a networking activity, but also an affirmation of responsibility to accompany in building an AI ecosystem safe, transparent, sustainable. Through in-depth exchanges with international policymakers and experts, HVA continues to update trends, strengthen collaborative networks and contribute practical perspectives on topics that are shaping the city's digital future.
With Da Nang - a pioneering city in digital transformation - HVA hopes to work with its partners to turn "auditable data" and "transparent data infrastructure" into operating standards, so that all AI solutions when deployed are verified, trusted and bring clear social value. This is also a platform to attract high-quality investment, nurture local technology enterprises and expand the influence of Vietnam's AI ecosystem on the regional map.
Conclusion
AI is only truly sustainable when data is clean, auditable, and governed by clear principles. HVA Group will continue to accompany Da Nang, bringing risk - compliance - data capabilities into cooperation programs, so that AI is not only "smarter" but also reliable than, conform to international standards and practical service to the community.
