How to Detect Deep Fake Apps in Android and iOS

Last updated February 23, 2025 by Appdome

This Knowledge Base article describes how to use Appdome’s AI/ML in your CI/CD pipeline to continuously deliver plugins that Detect Deep Fake Apps in Mobile apps.

What are Deep Fake Apps?

Deep fake applications manipulate video feeds using AI-generated content, often streamed through virtual cameras. These virtual cameras act as intermediaries, replacing real webcam input with pre-recorded or synthesized footage. This technique is commonly used for identity spoofing, fraud, and bypassing facial recognition systems, posing significant security risks.

How does Appdome Detect Deep Fake Apps?

Detecting virtual cameras involves multiple techniques, including enumerating video devices to identify software-based sources, inspecting device drivers to distinguish real hardware from emulated inputs, and analyzing frames for AI artifacts or latency issues. Motion tracking and challenge-response tests, such as randomized user interactions, further help verify authenticity. A combination of these methods strengthens security against deep fake attacks.

Prerequisites for Using Appdome's Detect Deep Fake Apps Plugins:

To use Appdome’s mobile app security build system to Detect Deep Fake Apps , you’ll need:

How to Implement Detect Deep Fake Apps in Mobile Apps Using Appdome

On Appdome, follow these 3 simple steps to create self-defending Mobile Apps that Detect Deep Fake Apps without an SDK or gateway:

  1. Designate the Mobile App to be protected.

    1. Upload an app via the Appdome Mobile Defense platform GUI or via Appdome’s DEV-API or CI/CD Plugins.

    2. Mobile App Formats: .ipa for iOS, or .apk or .aab for Android
    3. Detect Deep Fake Apps is compatible with: Obj-C, Java, JS, C#, C++, Swift, Kotlin, Flutter, React Native, Unity, Xamarin, and more.
  2. Select the defense: Detect Deep Fake Apps.

      1. Create and name the Fusion Set (security template) that will contain the Detect Deep Fake Apps feature as shown below:
        fusion set that contains Detect Deep Fake Apps

        Figure 1: Fusion Set that will contain the Detect Deep Fake Apps feature

      2. Follow the steps in Sections 2.2-2.2.2 of this article to add the Detect Deep Fake Apps feature to your Fusion Set via the Appdome Console.

      3. When you select the Detect Deep Fake Apps you'll notice that the Fusion Set you created in step 2.1 now bears the icon of the protection category that contains Detect Deep Fake Apps.

        Fusion Set applied Detect Deep Fake Apps

        Figure 2: Fusion Set that displays the newly added Detect Deep Fake Apps protection
        Note: Annotating the Fusion Set to identify the protection(s) selected is optional only (not mandatory).

      4. Open the Fusion Set Detail Summary by clicking the “...” symbol on the far-right corner of the Fusion Set. Copy the Fusion Set ID from the Fusion Set Detail Summary (as shown below): fusion Set Detail Summary image

        Figure 3: Fusion Set Detail Summary

      5. Follow the instructions below to use the Fusion Set ID inside any standard mobile DevOps or CI/CD toolkit like Bitrise, Jenkins, Travis, Team City, Circle CI or other system:
        1. Refer to the Appdome API Reference Guide for API building instructions.
        2. Look for sample APIs in Appdome’s GitHub Repository.
    1. Add the Detect Deep Fake Apps feature to your security template.

      1. Navigate to Build > Anti ATO tab > Deep Fake Detection section in the Appdome Console.
      2. Toggle On Detect Deep Fake Apps.

        (a) Choose to monitor this attack vector by checking the Threat Events checkbox associated with Detect Deep Fake Apps as shown below.

        (b) To receive mobile Threat Monitoring, check the ThreatScope™ box as shown below. For more details, see our knowledge base article on ThreatScope™ Mobile XDR.
        Detect Deep Fake Apps option

        Figure 4: Selecting Detect Deep Fake Apps

        Note: The Appdome Platform displays the Mobile Operation Systems supported by each defense in real-time. For more details, see our OS Support Policy KB.

      3. Select the Threat-Event™ in-app mobile Threat Defense and Intelligence policy for Detect Deep Fake Apps:
        1. Threat-Events™ OFF > In-App Defense

          If the Threat-Events™ setting is not selected. Appdome will detect and defend the user and app by enforcing Deep Fake Apps.

        2. Threat-Events™ ON > In-App Detection

          When this setting is used, Appdome detects Deep Fake Apps and passes Appdome’s Threat-Event™ attack intelligence to the app’s business logic for processing, enforcement, and user notification. For more information on consuming and using Appdome Threat-Events™ in the app, see section Using Threat-Events™ to Detect Detect Deep Fake Apps Intelligence and Control in Mobile Apps.

        3. Threat-Events™ ON > In-App Defense

          When this setting is used, Appdome detects and defends against Deep Fake Apps (same as Appdome Enforce) and passes Appdome’s Threat-Event™ attack intelligence to the app’s business logic for processing. For more information on consuming and using Appdome Threat-Events™ in the app, see section Using Threat-Events™ for Detect Detect Deep Fake Apps Intelligence and Control in Mobile Apps.

      4. Configure the User Experience Options for Detect Deep Fake Apps:
        With Threat-Events™ OFF, Appdome provides several user experience options for mobile brands and developers.
        1. App Compromise Notification: Customize the pop-up or toast Appdome uses to notify the user when a threat is present while using the protected mobile app.
        2. Short message Option. This is available for mobile devices that allow a banner notification for security events.
        3. Localized Message Option. Allows Appdome users to support global languages in security notifications.

          Localized Message

          Figure 5: Default User Experience Options for Appdome’s Deep Fake Apps

        4. Detect Deep Fake Apps Threat Code™. Appdome uses AI/ML to generate a unique code each time Detect Deep Fake Apps is triggered by an active threat on the mobile device. Use the code in Appdome Threat Resolution Center™ to help end users identify, find and resolve active threats on the personal mobile devices.
    2. Initiate the build command either by clicking Build My App at the bottom of the Build Workflow (shown in Figure 4) or via your CI/CD as described in Section 2.1.4.
    Congratulations!  The Detect Deep Fake Apps protection is now added to the mobile app
  3. Certify the Detect Deep Fake Apps feature in Mobile Apps

    After building Detect Deep Fake Apps, Appdome generates a Certified Secure™ certificate to guarantee that the Detect Deep Fake Apps protection has been added and is protecting the app. To verify that the Detect Deep Fake Apps protection has been added to the mobile app, locate the protection in the Certified Secure™ certificate as shown below: Detect Deep Fake Apps shown in Certificate secure

    Figure 6: Certified Secure™ certificate

    Each Certified Secure™ certificate provides DevOps and DevSecOps organizations the entire workflow summary, audit trail of each build, and proof of protection that Detect Deep Fake Apps has been added to each Mobile app. Certified Secure provides instant and in-line DevSecOps compliance certification that Detect Deep Fake Apps and other mobile app security features are in each build of the mobile app.

Using Threat-Events™ for Deep Fake Apps Intelligence and Control in Mobile Apps

Appdome Threat-Events™ provides consumable in-app mobile app attack intelligence and defense control when Deep Fake Apps are detected. To consume and use Threat-Events™ for Deep Fake Apps in Mobile Apps, use AddObserverForName in Notification Center, and the code samples for Threat-Events™ for Deep Fake Apps shown below.

The specifications and options for Threat-Events™ for Deep Fake Apps are:

Threat-Event™ Elements Detect Deep Fake Apps Method Detail
Appdome Feature Name Detect Deep Fake Apps
Threat-Event Mode
OFF, IN-APP DEFENSE Appdome detects, defends and notifies user (standard OS dialog) using customizable messaging.
ON, IN-APP DETECTION Appdome detects the attack or threat and passes the event in a standard format to the app for processing (app chooses how and when to enforce).
ON, IN-APP DEFENSE Uses Appdome Enforce mode for any attack or threat and passes the event in a standard format to the app for processing (gather intel on attacks and threats without losing any protection).
Certified Secure™ Threat Event Check
Visible in ThreatScope™
Developer Parameters for Detecting Deep Fake Apps Threat-Event™
Threat-Event NAME VirtualCameraDetected
Threat-Event DATA reasonData
Threat-Event CODE reasonCode
Threat-Event REF 6801
Threat-Event SCORE
currentThreatEventScore Current Threat-Event score
threatEventsScore Total Threat-events score
Threat-Event Context Keys
message Message displayed for the user on event
failSafeEnforce Timed enforcement against the identified threat
externalID The external ID of the event which can be listened via Threat Events
osVersion OS version of the current device
deviceModel Current device model
deviceManufacturer The manufacturer of the current device
fusedAppToken The task ID of the Appdome fusion of the currently running app
kernelInfo Info about the kernel: system name, node name, release, version and machine.
carrierPlmn PLMN of the device. Only available for Android devices.
deviceID Current device ID
reasonCode Reason code of the occurred event
buildDate Appdome fusion date of the current application
devicePlatform OS name of the current device
carrierName Carrier name of the current device. Only available for Android.
updatedOSVersion Is the OS version up to date
deviceBrand Brand of the device
deviceBoard Board of the device
buildUser Build user
buildHost Build host
sdkVersion Sdk version
timeZone Time zone
deviceFaceDown Is the device face down
locationLong Location longitude conditioned by location permission
locationLat Location latitude conditioned by location permission
locationState Location state conditioned by location permission
wifiSsid Wifi SSID
wifiSsidPermissionStatus Wifi SSID permission status
threatCode The last six characters of the threat code specify the OS, allowing the Threat Resolution Center to address the attack on the affected device.

With Threat-Events™ enabled (turned ON), Mobile developers can get detailed attack intelligence and granular defense control in Mobile applications and create amazing user experiences for all mobile end users when Deep Fake Apps are detected.


The following is a code sample for native Mobile apps, which uses all values in the specification above for Detect Deep Fake Apps:


Important! Replace all placeholder instances of <Context Key> with the specific name of your threat event context key across all language examples. This is crucial to ensure your code functions correctly with the intended event data. For example, The <Context Key> could be the message, externalID, OS Version, reason code, etc.



Using Appdome, there are no development or coding prerequisites to build secured Mobile Apps by using Detect Deep Fake Apps. There is no SDK and no library to code or implement in the app and no gateway to deploy in your network. All protections are built into each app and the resulting app is self-defending and self-protecting.

Releasing and Publishing Mobile Apps with Detect Deep Fake Apps

After successfully securing your app by using Appdome, there are several available options to complete your project, depending on your app lifecycle or workflow. These include:

Related Articles:

How Do I Learn More?

If you have any questions, please send them our way at support.appdome.com or via the chat window on the Appdome platform.

Thank you!

Thanks for visiting Appdome! Our mission is to secure every app on the planet by making mobile app security easy. We hope we’re living up to the mission with your project.

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