Copilot Security

GenAI Security

Input Validation and Sanitization

1. Initial Consultation:

   1. Our team will meet with you to understand your specific use cases and requirements.

   2. We will review your current input handling processes and identify potential vulnerabilities.

2. Custom Validation Rules:

   1. Based on our assessment, we will help you define regex patterns or classifiers to detect and block malicious inputs.

   2. We will guide you on implementing automatic sanitization techniques to remove harmful elements from inputs.

3. Ongoing Support:

   1. We provide continuous support to ensure the validation rules remain effective and are updated as needed.

Contextual Awareness

1. Needs Assessment:

   1. Our team will analyze the contexts in which your GenAI models operate.

   2. We will work with you to define context-based filtering rules that align outputs with your intended use cases.

2. Implementation Guidance:

   1. We will assist in setting up and fine-tuning these filters to ensure optimal performance.

3. Review and Optimization:

   1. Regular reviews will be conducted to ensure the filters adapt to evolving threats and changes in your requirements.

Monitoring and Logging

1. Setup and Configuration:

   1. Our team will help you configure monitoring tools to track inputs and outputs for signs of prompt injection or anomalous behavior.

   2. We will guide you in setting up logging mechanisms to capture and analyze interactions with the model.

2. Real-Time Alerts:

   1. We will assist in configuring real-time alerts for suspicious activities, ensuring timely detection and response.

3. Continuous Improvement: 

   1. Ongoing support will be provided to refine monitoring and logging processes based on feedback and emerging threats.

Model Robustness

1. Robustness Assessment:

   1. We will evaluate the robustness of your current models against potential attack vectors.

   2. Our team will recommend adversarial training techniques to enhance model resilience.

2. Training Assistance:

   1. We will work with you to implement these techniques and train models with diverse and representative datasets.

3. Deployment Support:

   1. Guidance will be provided for deploying the updated models to your production environment.

Regular Audits and Updates

1. Scheduling Audits:

   1. Our team will help you set up a schedule for regular security audits to identify and address vulnerabilities. 

2. Implementing Updates:

   1. We will ensure that your GenAI systems are kept up to date with the latest security patches and improvements.

Data Integrity and Checks

1. Integrity Verification:

   1. We will guide you in implementing data integrity checks to verify the authenticity and quality of your training data.

   2. Cryptographic techniques such as hash functions will be recommended to ensure data has not been tampered with.

2. Ongoing Monitoring: 

   1. Continuous support will be provided to maintain data integrity and address any issues promptly.

Access Controls and Authentication

1. Defining Access Controls:

   1. Our team will help you configure access controls to restrict access to the GenAI system and its training data.

   2. We will assist in setting up multi-factor authentication (MFA) and role-based access controls (RBAC).

2. Security Enhancements:

   1. Ongoing support will be provided to refine access controls and adapt to new security requirements.

User Education and Awareness

1. Educational Resources:

   1. We will provide training materials and best practices for interacting with GenAI systems.

   2. Regular training sessions will be conducted to raise awareness about recognizing and responding to potential threats.

2. Support and Updates:

   1. Continuous updates and support will be provided to keep your team informed about the latest security practices.

By collaborating closely with our team, you can effectively implement the necessary controls to protect your GenAI systems against prompt injection and data poisoning attacks. Our comprehensive support ensures the integrity and reliability of your AI solutions in a production environment.