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AI Needs Access to Data. That Doesn't Mean It Needs to See It | Opinion

AI Needs Access to Data. That Doesn't Mean It Needs to See It | Opinion

newsweek.com 07.10.2026 17:41 5 views
AI can improve financial services, but organizations need stronger access controls and privacy safeguards for sensitive data.

People should not have to understand an AI system’s design to expect reasonable protection for their financial information. When a bank uses customer records to improve a service or detect fraud, the responsibility for limiting exposure belongs with the institution. I believe that responsibility should extend to the moment information is processed.

As organizations expand AI use, privacy commitments need more than written policies. Governance and employee judgment matter, but they should be supported by technical enforcement at the data layer. Leaders should ask whether their systems actually restrict access to sensitive records, rather than simply instructing people to handle them carefully.

Imagine an AI assistant helping an employee resolve a payment query. If it can retrieve unrelated account details, even a routine request could expose information beyond its purpose. This hypothetical scenario shows why a useful tool should receive only the access its task requires.

I would want that boundary built into the system, with approval requirements for sensitive actions and a defined point when access ends. Employees should exercise judgment within those limits. They should not have to compensate for a design that gives an assistant unnecessarily broad permissions.

That scrutiny must include processing. Encryption at rest protects stored records, and encryption in transit protects them as they travel. Neither alone establishes what happens when software works with the information.

A protected database can still feed a process that makes sensitive details readable. Historically, conventional processing has generally required encrypted information to be decrypted before analysis. Research into encryption in use is creating alternatives for certain tasks.

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