Trustworthy by design The new enterprise baseline

Security became nonnegotiable. Now fairness, privacy, and transparency are catching up fast. The shift is moving upstream into design, tools, culture, and metrics, turning “enterprise-grade” into something closer to “trustworthy-grade”

- By PCQ Bureau

A decade ago, security often sounded like a nice-to-have. Then it slowly became table stakes. Now that same shift is showing up again, but with a different theme: inclusion and fairness.

That is the frame set by Vasanthi Ramesh, Vice President Of Engineering and Engineering Site leader, NetApp India, who sees a clear change in how modern products are being built, especially as AI and autonomous systems move from demos into real workflows. The key point is simple: fairness is not traveling the same slow road that security once did. It is moving faster, and for a blunt reason. Bias is not just a reputational risk; it directly changes outcomes.

In older software models, inclusiveness often arrived late, as a downstream add-on. Make it more user-friendly. Add voice. Make it work better for people with disabilities. Helpful, yes, but still treated like an enhancement.

With Al-driven systems, that “add it later” mindset breaks quickly. The decisions these systems make can amplify whatever is already present in the data, the training, the workflow, and even the humans who rely on the output. If the base is skewed, the product is skewed.

That is why inclusiveness is shifting upstream. Not as polish. As foundation.

Signals that the shift is real

This is not just an internal engineering debate. Several signals point to a broader redefinition of what “good technology” even means.

One signal is the growing focus on “trustworthy technology.” The language itself matters. Trustworthy has a wider meaning than secure. It pulls in inclusion, ethics, and the risks that show up when these things are ignored.

Another signal is how research institutions are framing the problem. Fairness is being treated as a foundational pillar in how Al products should be built, not a feature request that comes after launch.