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Brian Harmison
AI offers powerful business outcomes when it’s implemented properly. But not every company has an AI strategy. Many organizations have no control of AI usage among their staff. Teams who are eager to innovate may use—or even build—AI solutions outside the management and oversight of IT.
When this happens, you’ve got shadow AI on your hands.
So do you have it?
How would you know?
What can you do about it?
We’ve got all the answers in this article.
Key takeaways:
“Shadow AI” is the use of AI technology inside an organization without formal approval, oversight, or governance from IT, security, legal, or leadership teams. In the age of AI, it’s essentially the latest development in “shadow IT,” a phenomenon in which internal users adopt technologies outside official channels managed by IT and other stakeholders.
Shadow AI takes many forms in the real world. Here are some common types of shadow AI that we help our clients replace with governed AI systems and processes.
As you can see, shadow AI easily creates new problems for organizations. Let’s examine some of these problems.
Just like shadow IT, shadow AI is usually created with good intentions. Unfortunately, it fragments the IT environment even further, introducing all kinds of risks and roadblocks down the road.
Here are the biggest problems associated with shadow AI.
While the use of shadow AI isn’t immediately obvious, you can learn to spot some telltale signs. Here are some indications that your team may be using AI outside your organization’s oversight and governance.
The best way to find out is to ask directly. Collaborate with department heads to gain a clearer picture of how AI is being used across the organization. Make it clear that no one is being penalized—far from it. Rather, you need to build a picture of risk so you can equip teams with robust AI tools that are also secure and compliant. This is the key to maintaining innovation without introducing unnecessary risks.
Organizations can deal with shadow AI by using the following process.
As you engage this process, the key is to address shadow AI without sending a message that you don’t want your teams to innovate. There are two aspects of the challenge to consider here:
It would be shortsighted to ban AI entirely. In many industries, AI workflows are already essential to keep up in an increasingly efficient marketplace. Rather than banning AI, you should establish clear, practical governance over how the technology is used.
Here are some real-world tactics you can use to achieve this.
Microsoft offers several solutions to help organizations govern and manage AI usage among their staff. Here are the top tools that we recommend to our customers.
In the vast majority of cases, organizations are better off buying an AI tool rather than building one. Knowledge management becomes an ongoing challenge for any company that relies on an internally built AI solution.
Of course, in some cases, companies may be justified in building an AI tool in-house. It all depends on whether AI is a strategic differentiator for the organization.
Here’s a table to help you determine whether you should build or buy an AI solution.
Decision Factor | Build AI In‑House | Buy an AI Solution |
Strategic importance | AI is core to your competitive advantage | AI is a supporting capability |
Customization needs | Highly specific workflows or data | Standard or configurable use cases |
Speed to value | You can invest time to develop | You need results quickly |
Internal expertise | Strong ML, data, and engineering teams | Limited AI or data engineering resources |
Data sensitivity | Data must stay fully internal | Vendor meets security/compliance needs |
Cost profile | Long‑term investment makes sense | Lower upfront cost preferred |
Scalability & maintenance | You have the resources and C-suite commitment to take ownership of maintenance | You want vendor‑managed updates |
Risk tolerance | Comfortable with experimentation and iteration | Prefer proven, supported solutions |
Here’s a simple rule of thumb that we use with clients:
Shadow AI is a real issue for modern organizations, but it doesn’t have to derail innovation or data security. The key is to get a handle on shadow AI and build a plan to replace it with safe, integrated, approved tooling. Here at Corsica Technologies, we’ve helped 1,000+ clients solve their toughest problems with technology. We’re a Microsoft Solutions Partner with certifications in Modern Work, Security, and Azure infrastructure. If you’re ready to get control of AI at your organization, get in touch with us. Let’s take the next step on your journey.
About
Brian Harmison
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