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Comparisons 6 min read

CASB versus AI governance

A CASB sees traffic to cloud services and can step in. AI governance records a decision per AI tool. What each misses, and when a CASB fits better.

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Quick answer

A CASB (cloud access security broker) looks at the traffic between your organisation and cloud services, using proxy and firewall logs, an agent on managed devices or an API connection to the services you bought. It recognises thousands of services, scores their risk, lets you sanction or unsanction them and can stop uploads and sessions. It does not see traffic outside the proxy, phones, the difference between a personal and a business account on the same domain or what someone types into a chatbot. That is where governance of AI use starts: which AI tools are opened, what was decided about them and whether staff see that decision when they open the tool.

01

A CASB sees traffic to cloud services and can step in; it is built for all SaaS, with AI as one category

02

The picture stops where the proxy stops: remote work without an agent, phones and personal accounts on a known domain fall outside it

03

A traffic log sees a domain and a session, not what someone typed into the text box or which terms applied

04

Governance of AI use adds the decision per tool, including "No decision yet", and shows it when the tool is opened, without a user ID

05

If you need to stop uploads to unknown storage or map all cloud use, a CASB is the right layer

The IT manager at an insurer receives the CASB discovery report every month. This month: 1,200 cloud services seen, 41 of them in the AI category, with ChatGPT at the top. The report says how much traffic went to each domain and from how many devices. It does not say whether that traffic belonged to the business account, whether the organisation ever decided anything about those 41, or how much AI use took place outside the office network.

A CASB never promised that, so it is not a failing. It is where governance of AI use begins.

A CASB (cloud access security broker) looks at the traffic between your organisation and cloud services and can step in there. Governance of AI use looks at the tool: which AI services are opened, what has been decided about them and whether the employee sees that decision when opening the tool. The two overlap in discovering use and then go in different directions.

What does a CASB see?

A CASB gathers its data in three ways. It reads the logs of your firewall or proxy and recognises the domains of cloud services in them. It can use an agent on managed devices, so that traffic outside the office network is included. And through an API connection to the services you have bought yourself, such as Microsoft 365 or Google Workspace, it can see which files are stored there and who they are shared with. Microsoft describes those three layers for its own CASB in the Defender for Cloud Apps documentation.

The result is a catalogue of thousands of services, each with a risk score, and a switch per service: sanctioned or not. Through a proxy a CASB can then stop uploads, limit downloads to unmanaged devices and cut a session short. It is built for all cloud use, from storage to project tools, and AI is one category within that.

That is a lot, and it is work that governance of AI use does not do. If you have to stop uploads to unknown storage services, or map all SaaS use for a supplier register, you need a CASB and not an AI register.

What does a CASB not see?

The picture stops where the proxy stops. A remote worker without an agent, a contractor on their own laptop, a phone: that traffic never lands in a log. How large that share is varies between organisations, and nobody knows precisely, because it is the part that is not measured. Why every method has a blind spot of its own is covered in our guide to finding out which AI tools employees actually use.

A traffic log sees a domain, not an account. An employee who logs in to chatgpt.com with a personal account that trains on conversations and a colleague using the business account appear as the same line in the log. That distinction accounts for a large part of the risk, and you cannot read it from the traffic.

And a CASB looks at sessions and files, not at the text someone types into a chat window. To a traffic log, a sentence containing a citizen service number sent to an AI tool is a request like any other. To reach that moment you need something that sits in the text box; that is a different layer, explained in our comparison of Purview and BeeSensible.

What does governance of AI use add?

The decision, and the moment at which that decision is visible. A CASB knows two states per service: sanctioned or not. Governance of AI use knows four, and the most interesting one is "No decision yet". That status shows which tools are in use but have not been assessed by anyone. In a CASB those tools end up in the same bucket as the tools that were deliberately unsanctioned.

The second is where the decision appears. A CASB steps in on the network, and the employee sees a blocked page or nothing at all. Governance of AI use shows the decision in the browser as soon as someone opens the tool, with the condition the organisation drafted itself, or with the approved alternative as the first button. The employee can carry on, unless the organisation has set it so that staff cannot continue to a tool that is not allowed. That keeps the use visible, because an employee who is not stopped has no reason to switch to a phone.

The third is identity. A proxy log contains a device or a user, because a CASB is built to act on a session. The governance question does not need that: "this tool was opened four hundred times this month and has no decision" is a complete answer. What that saves you under the GDPR and with the works council is covered in AI monitoring versus employee monitoring.

CASBGovernance of AI use
What it seesTraffic to cloud services, files in connected servicesWhich AI tools are opened in the browser
Where it looksProxy, firewall, agent on managed devices, API connectionsThe browser the extension is installed in
Remote work without a proxy or agentNot visibleVisible, if the extension is installed
PhonesNot visibleNot visible
Personal or business accountCannot be told apart by domainCannot be told apart by domain; it is a question for the register
The text boxOut of reachOut of reach for this layer; highlighting sensitive data is a separate module
Statuses per serviceSanctioned or notAllowed, limited use, no decision yet, not allowed
Stepping inCan block and limit sessionsShows the decision and the alternative; does not block of its own accord, but the organisation can set it so that staff cannot continue
Link to a personDevice or user in the logNo user ID; only the domain, at most once a day per device
ScopeAll cloud useAI tools only

Two rows stand out. Neither sees the phone. And neither can read the account type from the domain; that is a decision you record in the AI register and show when someone opens the tool.

What does this look like in practice?

A municipality has allowed Copilot and runs a CASB on the office network. The discovery report shows Copilot, ChatGPT and Perplexity. When the organisation then looks at what is opened in the browser, including by remote workers, three specialised tools appear: a transcription tool for meetings, a translation tool and a service that summarises policy memos. Two of the three are not in any register.

The CASB did nothing wrong. The three tools were mostly used at home, outside the proxy, and for the tools that did appear in the report there was no decision to compare the report against. That is not an incident. It shows that a list of domains only becomes useful once each domain has a decision next to it, and that the decision has to reach remote workers too.

AI register
AllowedUnder reviewNot allowedAll tools
Search by tool, vendor, domain or former name…
1,012 tools
DeepSeek
Critical · 90/100
Not allowed
Otter.aiNew
High · 68/100
No decision yet
Grok
High · 67/100
Not allowed
ChatGPT
High · 62/100
Allowed
Perplexity
Medium · 55/100
No decision yet
HeyGen
Medium · 53/100
No decision yet

Every tool, scored for risk

Over 1,000 AI tools, each scored from Low to Critical. Nothing is approved or blocked until someone decides.

More about AI Governance

BeeSensible links a catalogue of over 1,000 assessed AI tools to the use observed in the organisation: only the domain, at most once a day per device, with no user ID and no page content. An admin sees in the Inbox which tools still have no decision and records one. The extension sees only the browser it is installed in, does not block anything of its own accord and sends no logs to a SIEM; if you need that, that is what a CASB is for.

Which layer do you need?

If your question is "which cloud services do we use, and how do we stop uploads to the wrong place", a CASB is the answer, and AI tools are one category within it. If your question is "which AI tools are in use, at home too, what have we decided about them and do staff know that at the moment they open one", a CASB answers the first part at most, and only within the proxy.

Put your CASB discovery report next to the AI tools your organisation has taken a decision on. The domains in the report with no decision anywhere are your first list. The tools missing from the report because they never touched the proxy are the second, and you only see those by looking in the browser. More on that second list is on the AI governance topic page.

FAQ

Common questions

What is a CASB?

A cloud access security broker: software that watches and manages the traffic between your organisation and cloud services. It uses proxy and firewall logs or an agent on managed devices to discover which services are in use, matches them against a catalogue with risk scores and can stop or limit uploads, downloads and sessions through a proxy or an API connection to the service itself.

Does a CASB see shadow AI?

It sees the part of shadow AI that passes through the proxy or the agent: which AI domains are visited from managed devices on the network. It misses use from a phone or from a home laptop without an agent, and it cannot tell a personal account from a business one on the same domain. A CASB measures traffic; whether that traffic belongs to a tool with a decision is something you have to check alongside it yourself.

Can a CASB block AI tools, and is that wise?

Yes, a CASB can stop domains and uploads, and sometimes that is exactly what you want, for unknown storage services for instance. For AI tools, a block tends to move the use to a phone or a personal laptop, out of sight. A decision per tool, shown when someone opens it and with the approved alternative alongside, keeps the use visible and leaves the choice with the employee.

When is a CASB the better choice?

When your question is wider than AI: mapping all cloud use, stopping uploads to unsanctioned storage, limiting sessions on unmanaged devices or monitoring files inside your own SaaS services through an API connection. A CASB does that and governance of AI use does not. If you already run one, the only remaining question is what it misses about AI use and decisions.

Can a CASB and AI governance exist side by side?

Yes, and then they look at the same use from two directions. The CASB covers the network side: traffic, uploads, enforcement where needed. Governance of AI use covers the tool side: which AI services are opened, including outside the proxy, what was decided about them and whether staff see that decision. The catalogues partly overlap; the decisions live in one place.

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