Taming Shadow AI By Offering a Better Yes

Define the work people are trying to finish

Shadow AI is AI use that falls outside an organization’s approved oversight. It may begin with a personal account, a browser extension, an embedded feature, or a new connection inside software already in use. The useful question is what work employees are trying to finish and why the approved route is failing them.

Consider a hypothetical account team that needs to summarize long customer discussions. An approved tool exists, but nobody knows whether customer notes are allowed or how to request access. A colleague uses a personal assistant instead. The problem includes unclear guidance and slow access, as well as the unapproved upload.

Offer a better yes with a precise boundary

A useful approval describes a workflow, not simply a product name. State who may use the tool, what data may be supplied, what connections are permitted, and who must review the result. Explain what changes require another review. A tool approved for public copywriting may be unsuitable for confidential negotiations.

Give employees concrete examples. A public product description may be acceptable in one approved workspace, while an identifiable customer complaint may require a restricted workflow. Avoid promising that a vendor’s general enterprise label settles every question about retention, processing, or sharing. Check the actual service configuration and agreement.

Evaluate information flow before convenience

OWASP identifies sensitive information disclosure as a risk across the model and application context. Its guidance includes limiting access to necessary data and making data handling clear. A practical intake should examine what enters the tool, where outputs go, and whether connected services expand that path.

For the hypothetical account team, begin with synthetic notes and a bounded task. Compare the result against a human-produced summary. Check whether names, commitments, uncertainty, and missing context are handled correctly. Then decide which real data, if any, the reviewed deployment is allowed to process. A successful demonstration is evidence about that test, not unlimited approval.

Source: OWASP LLM02:2025 Sensitive Information Disclosure →

Make the request easy to complete

Use a short intake that an employee can answer without becoming a security specialist. Route the difficult technical and contractual questions to the people responsible for them. Publish an expected response time that the organization can actually meet, and provide a status contact when a request is waiting.

• What task are you trying to complete, and how often?
• What information would the tool receive?
• Would it connect to company systems or act on your behalf?
• Who will use or rely on the output?
• What approved option have you tried, and what is missing?

Assign ownership beyond the launch

NIST’s voluntary AI Risk Management Framework is intended to support trustworthy AI design, development, use, and evaluation. Use that lifecycle perspective to keep responsibility attached to the workflow after procurement. Assign an owner who can explain the approved scope and coordinate review when it changes.

A new connector, wider audience, or automated action can change the consequences of the same interface. The account team’s summarizer becomes a different proposition if it starts sending follow-up emails or updating customer commitments. Require a review at that transition instead of assuming the original approval covers all later features.

Source: NIST AI Risk Management Framework →

Measure whether the approved route is usable

Track request turnaround, unresolved access problems, repeat requests for missing features, and incidents involving unintended disclosure. Ask employees which parts of the process create pressure to bypass it. Use proportionate, authorized discovery methods with appropriate privacy review rather than assuming that maximal surveillance is necessary.

The most informative metric may be a recurring business task with no workable approved option. Give that gap an owner and a decision date. A longer list of prohibited products is unlikely to solve the underlying need. Sometimes the answer will remain no, but the explanation should identify the specific risk and a practical alternative.

Provide a safe route to report mistakes

Tell staff what to do if they have already entered restricted information into an unapproved tool. Ask them to report promptly, stop further sharing, and preserve relevant details for the response team without copying sensitive material into another uncontrolled channel. Avoid improvised deletion instructions that could interfere with investigation.

For the next review, choose one common task and publish a usable approved route from access request to output review. Pair it with a short explanation of the boundary and an escalation contact. A better yes works when employees can finish legitimate work and the organization can explain who approved the data flow.