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AIShield AI Security Monitoring App for Splunk

Splunk Cloud
Overview
Details
Secure your AI workloads against emerging AI Security threats and connect with Splunk to get real-time insights into your AI model security posture

AIShield is an AI-security product designed to protect AI-powered devices in the face of emerging security threats such as Model Extraction, Evasion, Data Poisoning, and Model Inference attacks. AIShield provides automated hacker-level vulnerability analysis and endpoint protection to harden the systems against emerging AI-security threats. AIShield provided Threat Informed Endpoint Defense that integrates with Splunk Enterprise, Splunk Cloud, and Splunk Enterprise Security to deliver enhanced real-time monitoring capabilities to security teams for their AI assets, giving them insights into AI security incidents.

AIShield AI Security Monitoring App for Splunk

Secure your AI workloads against emerging AI Security threats and connect with Splunk to get real-time insights into your AI model security posture

The AIShield is an AI-security product designed to protect AI-powered devices in the face of emerging security threats such as Model Extraction, Evasion, Data Poisoning, and Model Inference attacks. AIShield provides automated hacker-level vulnerability analysis and endpoint protection to harden the systems against emerging AI-security threats. AIShield provided Threat Informed Endpoint Defense that integrates with Splunk Enterprise, Splunk Cloud, and Splunk Enterprise Security to deliver enhanced real-time monitoring capabilities to security teams for their AI assets, giving them insights into AI security incidents.

Features

This app contains helpful security alerts and dashboards.

  1. SavedSearch: Savedsearch creates high or medium severity alerts in Splunk Enterprise Security based on the AI model extraction attack probability.
  2. Dashboard: The user can see model breach attack data over time and high and medium severity alert counts over time.

Pre-requisite

Users will have to leverage AIShield product to scan their AI model for vulnerabilities and generate Threat Informed Endpoint Defense capable of integrating with Splunk Enterprise,Splunk Cloud and Splunk Enterprise Secuirty. To complete this step, please get in touch with AIShield.Contact@bosch.com

Installation Instructions

Please refer installation instructions links for Splunk Cloud and Splunk Enterprise to install AIShield AI Security Monitoring App for Splunk.

Once the application has been installed please follow the steps below to configure the application.

Create an Splunk HEC token for the app

Pre-requisite : Follow the instruction to create an custom index.

  1. Select AIShield AI Security Monitoring App for Splunk from the App dropdown in the Splunk console.
  2. Navigate to Settings > Data Input.
  3. Add a new HTTP Event Collector token with a name of your choice.
  4. Ensure indexer acknowledgement is not enabled.
  5. Click Next and set the source type to __json. Note : sourcetype value will be overwrite in HEC payload as "AIShield"
  6. Add the <your_index_name> index
  7. Set the Default Index to <your_index_name>.
  8. Click Review and then Submit.

Note: If you choose any other index, use the same while creating HEC token and updating the macro in the app. Follow the steps to set the macro to whatever index you have saved the data to as part of the HEC definition.
1. Navigate to Settings --> Advanced Search
2. Click on Search macro --> default_index macro
3. Update index value 'aishield_index' to whatever index you have saved. : index="<your_index_name>"
4. Click on save button

Configure and connect AIShield provided Threat Informed Endpoint Defense with Splunk

  1. Update the splunk endpoint url and token key in the AIShield provided Threat Informed Endpoint Defense.[Please follow the above mentioned step to create the Splunk HEC token setup]
  2. Update the url = "<https://<<host>>:8088/services/collector'>" and headers["Authorization"] = "Splunk <Token_Key>"
  3. The data will start showing after configuring both splunk_hec and splunk endpoint url in the AIShield provided Threat Informed Endpoint Defense. You can view the logs with the following Splunk search:'default_index'

After successful integration, AIShield provided Threat Informed Endpoint Defense will send logs to Splunk Enterprise or Splunk Cloud, Navigate to Activity --> Triggered alerts to see alerts.

  • The splunk endpoint will respond with either a success or an error message. Follow steps in the HTTP Event Collector documentation to resolve issues with the HEC endpoint.

Troubleshooting

No data displayed?
1) While sending logs from AIShield provided Threat Informed Endpoint Defense, please make ensure that sourcetype is set with a name of 'AIShield'.

Support

For any issues with this app, please send an email to AIShield.Contact@bosch.com.

Learn more

AIShield Flyer
AIShield Presentation

Release Notes

Version 1.0.6
Sept. 19, 2024
  • Updated Guardian rules
Version 1.0.5
Aug. 3, 2024
  • Added support for AIShield.GuArdIan
Version 1.0.4
Dec. 18, 2023
  • Updated app to support latest changes
Version 1.0.3
Aug. 30, 2023

Removed the "install_source_checksum" from the app.config file.(compatibility with the Splunk Cloud Platform)

Version 1.0.2
Feb. 1, 2023
  • Included some new AI attack types.(Image Classification extraction, Image Classification evasion, Tabular classification extraction)
  • Updated Dashboard to visualize all attack data.
Version 1.0.1
Sept. 2, 2022

Initial release


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