Safety, Eliminate Hallucinations, and Keep Your Brand Safe Using AI/LLM for Improved Efficiency

Artificial intelligence brings new ways of thinking, working, and strategically growing. It is all done quickly, and its name says “intelligently.” New challenges arise at the same speed as AI evolution, especially regarding vulnerabilities and security. Large language models (LLMs) and chatbots are reshaping our digital interactions with new opportunities and risk assessments.

With so many cases of leaks and hacking, user privacy, data integrity, and system reliability must be addressed. Exploring these is critical to your business's success. Read more here!

5 Risk Situations to Avoid When Using IA/LLM?

1. Private Prompt Leak?

Private Prompt Leak is the unintentional exposure of confidential or sensitive information contained within AI prompts to unauthorized parties, often due to improper handling or security vulnerabilities.

2. Security Leak?

A Security Leak, within AI, is the unauthorized disclosure of protected or sensitive information that bypasses the security alignments defined in LLMs, exposing them to manipulation and potentially leading to prejudicially unpredictable results.

3. Prompt Injection?

Prompt Injection occurs when combining trusted with untrusted prompts. The untrusted prompt replaces the trusted one, allowing attackers to control and influence the original prompt, thereby manipulating the AI system to generate unintended responses.

4. Leakage of Data

Leakage of data in this scenario refers to the unauthorized or unintentional exposure of all private knowledge provided to the LLM, where attackers deceive the model to access original training data considered private and valuable, potentially revealing Personal Identifiable Information (PII).

5. Apply Unauthorized/Unsafe Code?

Data leakage in this scenario refers to an LLM application that executes code based on its generation results. A malicious user can trick the model into running harmful code on the host machine. This leads to multiple attack vectors, such as planting trojans, stealing personal and sensitive information, and infiltrating internal networks.

Discover and Elevate your Company’s AI Maturity

As you can see, risks and challenges exist. Your company needs to be prepared to ensure the safety and effectiveness of this valuable investment. Cutting-edge technologies offer many opportunities; we’ll help you understand how to implement them best. Check it out!

Conduct Tests and Training

Data leakage occurs when a malicious user tricks an LLM into executing harmful code, leading to attacks like trojan planting and data theft. To improve the model's security, protect against this by conducting tests, training, and simulating adversarial attacks.

Increase the Security Protocols

Enhance security protocols by conducting tests and training, simulating adversarial attacks, and implementing measures such as access control, input validation, and encryption of model outputs to maintain the integrity and reliability of LLMs.

Use Advanced System Prompts

To prevent data leakage in LLMs, use advanced system prompts to prevent malicious users from tricking the model into executing harmful code. Additionally, integrate access control, input validation, and encryption of model outputs to ensure the integrity and reliability of LLMs.

Protect Sensitive Data

It's normal for companies to handle a large amount of sensitive data from their customers and themselves. Training LLMs to process and analyze this data intelligently is crucial for ensuring privacy.

NeuralSeek: Your Brand-Safe and More Efficient

NeuralSeek, a generative AI solution for enterprises, has built-in security measures, including PII detection and careful LLM selection to protect sensitive information. To avoid risks such as Private Prompt Leaks, Security Leaks, Prompt Injections, Data Leakage, and the application of Unauthorized/Unsafe Code, NeuralSeek employs rigorous security protocols. These include advanced system prompts, thorough tests and training to simulate adversarial attacks, and robust measures like access control, input validation, and encryption of model outputs. By proactively addressing these potential vulnerabilities, NeuralSeek ensures AI applications' integrity, reliability, and safety, helping companies securely elevate their AI maturity and capitalize on cutting-edge technology.

NeuralSeek offers generative AI solutions for businesses and organizations, ensuring trust, transparency, and information control.

Rely on NeuralSeek's security and reliability in your company. We’ll help you protect sensitive data and improve the effectiveness of artificial intelligence. Contact us to learn more.?