AWS and Cloudanix team co-authored this blog: Real-Time Threat and Anomaly Detection for Workloads on AWS

What Is Shadow AI?

Shadow AI is the use of AI tools, coding agents, IDE extensions, and model connections inside an organization without security's knowledge or approval.

Shadow AI is the use of AI tools and services inside an organization without the knowledge, review, or approval of the security team. It is the AI-era version of shadow IT. Developers adopt coding agents, IDE extensions, model connections, and automation tools faster than governance can keep up, and each unmanaged tool becomes a place where data can leave and actions can happen unseen.

The problem is not that people use AI. It is that security cannot protect what it cannot see. A coding agent that no one registered can still read source code, hold credentials, and call production systems.

Where shadow AI shows up

  • Coding agents and assistants installed on developer machines
  • IDE and editor extensions that send code or context to external models
  • Connected tools and MCP servers wired into an agent
  • Scripts and integrations that call model providers directly
  • Personal accounts used for work tasks, outside sanctioned tenants

Why shadow AI is a security concern

  • Data exposure. Prompts and file context may carry secrets, personal data, or proprietary code to external providers with no logging.
  • Unmanaged identity. Tools may hold long-lived credentials that no one is rotating or watching.
  • Ungoverned actions. An agent can run commands or change infrastructure without an approval step or an audit trail.
  • Inconsistent policy. Rules that apply to sanctioned tools simply do not reach the unsanctioned ones.
  • Blind spots in incident response. If an unknown tool is involved in an incident, responders start without context.

How to bring shadow AI under control

  • Inventory the AI tools, agents, extensions, and model connections actually running on developer machines and in the environment.
  • Tie each tool and agent to an owner and an identity.
  • Apply consistent policy — data controls, credential brokering, action approval, and audit — across sanctioned and newly discovered tools.
  • Make the sanctioned path easy, so developers do not route around it.
  • Re-scan continuously, because the tool landscape changes weekly.

Discovery comes first. You cannot govern an agent you have not found.

How Cloudanix helps

Cloudanix Coding Agent Guardrail includes shadow-AI discovery, which inventories the AI tools, IDE extensions, coding agents, and connected servers present on each developer machine. Once discovered, those agents can be brought under the same on-device policy that governs egress, actions, and audit — and paired with Coding Agent JIT so they request scoped, temporary credentials instead of holding standing keys.

Related reading: what is a coding agent firewall, MCP server security risks, and understanding non-human identities.

Frequently asked questions

What is shadow AI?

Shadow AI is the use of AI tools, coding agents, and model connections inside an organization without security’s knowledge or approval.

How is shadow AI different from shadow IT?

Shadow IT is unsanctioned software and services generally. Shadow AI is the AI-specific subset — agents and model tools that can read data, hold credentials, and take actions autonomously.

Why is shadow AI risky for developers specifically?

Developer AI tools often have access to source code, secrets, and production systems, so an unmanaged one carries more blast radius than a typical unsanctioned app.

What is the first step to managing shadow AI?

Discovery. Inventory the AI tools and agents actually in use, then apply consistent identity, access, and audit controls.

What Our Users Are Saying

Customer Reviews

Cloudanix is trusted by security leaders worldwide to deliver proactive, reliable, and cutting-edge cloud security.

One day, I changed the password of a root account, and my CTO called me within less than a minute to confirm if I did so. I was not expecting a reaction this quick. He told me Cloudanix alerted him of this password change and that he wanted to confirm as it was a critical security notification. I couldn't believe it!

Ritesh Agarwal
Ritesh Agarwal
CEO, Airgap Networks

Compliance is one way of staying secure, but what I want is the ability to go deeper and attain 'true security.' Cloudanix provides us the capability to do so.

Vishal Madan
Vishal Madan
Head of Engineering, iMocha

Cloudanix is building for the future of the cloud, which makes the product all the more desirable.

Ritesh Agarwal
Ritesh Agarwal
CEO, Airgap Networks

Cloudanix gave us the visibility we were missing. Being able to move from permanent access to a robust Just-In-Time (JIT) workflow has fundamentally changed our security posture without slowing down our engineering velocity.

Pavan Kumar Lekkala
Pavan Kumar Lekkala
SRE Lead, HugoHub

We are excited to leverage Cloudanix's comprehensive multi-cloud DevSecOps solution to secure our production workloads on AWS. Cloudanix has demonstrated that it can solve many challenges that DevSecOps teams face while continually adding new features such as SOC2 compliance and drift detection.

Satish Mohan
Satish Mohan
Co-founder & CTO, Airgap Networks

Managing third-party partner access was once a major concern for our security posture. With Cloudanix JIT Cloud, we've effectively achieved zero third-party risk. We can now grant access confidently, knowing that it is temporary, audited, and automatically revoked, resulting in a 100% reduction in our privileged access exposure.

Okesh Badhiye
Okesh Badhiye
Head of Technical Engineering, Finfinity

The snooze feature and responsible alerts have helped us save time and prioritize what to tackle first.

Satish Mohan
Satish Mohan
Co-founder & CTO, Airgap Networks

Implementing Cloudanix JIT internally allowed us to practice what we preach. By eliminating permanent access to our own clouds and databases, we've neutralized the risk of standing privileges, ensuring our own 'keys to the kingdom' are never left exposed.

Girish Manghnani
Girish Manghnani
Managing Partner, Tech Inspira

The problem with permissions is a lot of times, the gaps are left open due to oversights from inside the organization itself. With Cloudanix's CIEM, we get a complete view of user permissions and access. This enables us to update the permissions, reducing the attack surface.

Nilesh Pethani
Nilesh Pethani
Application Architect, iMocha

In the world of Fintech, trust is our currency. Cloudanix provided the frictionless visibility we needed to secure our EKS workloads across AWS, ensuring we stay audit-ready for SOC2 and GDPR without slowing down our engineering velocity.

Amol Naik
Amol Naik
Head of Security & Infrastructure, HugoHub

Cloudanix delivered value within 5 minutes of onboarding. Continuous monitoring, timely detection, and excellent documentation helped us attain a great cloud security posture.

Divyanshu Shukla
Senior DevSecOps, Meesho

Technology strategies and business strategies are in a state of constant change which includes centralization and decentralization of responsibilities. Regardless of strategic shift, we still have intellectual property to protect. Cloudanix are critical partners for us in our public cloud security posture across our three cloud providers.

Jerry Locke
Jerry Locke
Senior Director Global Solutions Engineering, Eversana

Cloudanix has been amazing. They opened up a common Slack channel with us — and it feels like we are talking to our own team and getting things done with Cloud security. The support team is always available, friendly, helpful, and ready to go out of their way.

Satish Mohan
Satish Mohan
CTO, Airgap Networks

Beyond just access management, Cloudanix CSPM has given us a unified view of our AWS environment. The real-time alerting and anomaly detection allow us to prevent any untoward activity before it happens, which is critical for a marketplace connecting 50+ financial institutions.

Okesh Badhiye
Okesh Badhiye
Head of Technical Engineering, Finfinity

For a Fintech company, data is our most valuable — and most sensitive — asset. Cloudanix DAM hasn't just improved our visibility; it has given us control. The ability to mask data and prevent unauthorized queries in real-time is a game-changer for our compliance and customer trust.

Jiten Gala
Jiten Gala
President Engineering and Product, Kapittx

Our clients, especially in the Middle East financial sector, demand absolute accountability. Cloudanix JIT Cloud has been a competitive differentiator for us, allowing us to provide secure, governed access to customer accounts that meet their strictest audit and compliance requirements.

Girish Manghnani
Girish Manghnani
Managing Partner, Tech Inspira

Cloudanix is always on my team's lips because of its exceptional support. Be it a small or big query, Cloudanix has gone above and beyond to resolve them. This one's a keeper for us.

Sujit Karpe
Sujit Karpe
CTO, iMocha

For a long-lasting partnership, great support goes a long way. Cloudanix has delivered exceptional support whenever required. Their edge is their team is always ready to go beyond to solve any issues that we have. This speaks volumes about the culture at Cloudanix.

Akash Maheshwari
Akash Maheshwari
Co-founder, MoveInSync

Beyond the technology, Cloudanix feels like an extension of our own team. Their willingness to stand up a dedicated Middle East tenant for us and provide exceptional support at a sensible price makes them a long-term partner for Hugosave.

Surya Tamada
Surya Tamada
CTO, HugoHub

The real-time notifications that Cloudanix provides are a real lifesaver. Their adaptive notifications ensure that my team stays productive and doesn't get interrupted all the time.

Digvijay Singh
Staff Security Engineer, Meesho

The whole point in technological evolution is to help improve the world we live in. We must protect that and to do so requires an effective and efficient security strategy. The Cloudanix team helped make our public cloud security posture management strategy a reality. The symbiotic relationship we have allows for a continuous feedback loop which is how business should operate.

Larry Wheat
Larry Wheat
Staff Solutions Engineer, Eversana

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