What is Shadow AI?
Key takeaways
Shadow AI refers to AI tools and services employees use without IT or security approval
Includes ChatGPT, Claude, Microsoft Copilot, Google Gemini, GitHub Copilot, and hundreds of other AI tools
Growth is explosive: AI adoption is increasing at 48% per annum, with spend projected to grow 187% from 2024-2027
Primary risks: Data leakage, compliance violations, uncontrolled costs, and security vulnerabilities
Unlike traditional software, AI tools use new licensing metrics: tokens, GPUs, and API calls
Discovery requires specialized tools that can detect AI usage across browsers, SaaS apps, and cloud platforms
What is Shadow AI?
Shadow AI is the use of artificial intelligence tools, applications, and services without the knowledge or approval of IT, security, or governance teams.
This includes:
Standalone AI platforms (ChatGPT, Claude, Google Gemini)
AI-powered productivity tools (Microsoft Copilot, GitHub Copilot)
Embedded AI features within existing SaaS applications
AI APIs accessed directly by employees or developers
Image generation tools (Midjourney, DALL-E)
Shadow AI typically emerges when employees discover AI tools that make their work easier or faster and adopt them independently—often uploading company data without understanding the security or compliance implications.
Why Shadow AI is growing rapidly
The numbers tell the story
48% per annum growth in AI adoption
187% growth in AI spend projected from 2024-2027
Thousands of new AI tools launched every month
AI features embedded in nearly every SaaS application
Why employees use unauthorized AI
Reason | Example |
|---|
Reason | Example |
|---|---|
Productivity gains | "ChatGPT writes my emails in seconds" |
Ease of access | Free accounts available instantly |
No approval process | IT procurement too slow |
Peer adoption | "Everyone on my team uses it" |
Risks of Shadow AI
1. Data leakage and confidentiality breaches
Employees uploading sensitive data to AI platforms without realizing it becomes part of training data or is stored outside corporate controls.
2. Compliance and regulatory violations
Industry | Regulation | AI Risk |
|---|
Industry | Regulation | AI Risk |
|---|---|---|
Healthcare | HIPAA | Patient data sent to AI violates privacy rules |
Finance | SOX, PCI-DSS | Financial data processed outside compliance boundaries |
Legal | Attorney-client privilege | Privileged information disclosed |
3. Uncontrolled costs
Metric | How It Works | Cost Risk |
|---|
Metric | How It Works | Cost Risk |
|---|---|---|
Tokens | Charged per input/output text units | Costs scale with usage |
GPUs | Compute resources for AI workloads | Can spike unexpectedly |
API calls | Per-request pricing | Costs multiply with automation |
Shadow AI vs. Shadow IT
Shadow AI is a subset of Shadow IT, but with unique characteristics that make it more urgent.
Factor | Shadow IT (Traditional) | Shadow AI |
|---|
Factor | Shadow IT (Traditional) | Shadow AI |
|---|---|---|
Adoption speed | Weeks to months | Hours to days |
Free tier availability | Limited | Widespread |
Data exposure risk | Medium | High |
Cost predictability | Subscription-based | Consumption-based |
How Certero helps organizations manage Shadow AI
CerteroX SaaS Management discovers AI tools across the organization through:
Browser extension monitoring (Chrome, Edge, Firefox)
Entra ID and Okta connector integration
AI-specific application classification
AI tools detected include:
ChatGPT / OpenAI
Microsoft Copilot (M365, GitHub, Azure)
Google Gemini
Claude (Anthropic)
GitHub Copilot
Midjourney, DALL-E
Embedded AI in SaaS applications
Why Certero
#1 rated on Gartner Peer Insights for IT Asset Management
Four-time Gartner Customers' Choice winner
97% of customers would recommend Certero
Unified platform covering ITAM, SAM, SaaS, Cloud, and AI
Customer results: Organizations report up to 40% reduction in SaaS spend when using Certero.
Frequently asked questions
Is Shadow AI really that dangerous?
Yes. Unlike traditional Shadow IT, Shadow AI tools are specifically designed to ingest and process data. A single incident can expose years of proprietary information.
Can't we just block all AI tools?
Blocking is often counterproductive. The better approach is to discover what's being used, assess the risks, and provide approved alternatives with proper controls.
How quickly can Shadow AI spread?
Extremely fast. A free ChatGPT account can be created in 60 seconds. Shadow AI spreads faster than governance can respond.
Related resources
Last updated: February 2026