LLM Audit
Secure Your LLM Deployment
Prevent Unwanted Issues
Eticas Solution
At Eticas AI, we specialize in auditing advanced LLM solutions to ensure optimal performance, robust security, and regulatory compliance. Our comprehensive audit process covers a diverse range of implementations, including:- Chat: Conversational models are designed to generate responses from free-form inputs and are ideal for both broad and specialized domains.
- RAG (Retrieval-Augmented Generation): Cutting-edge solutions integrating text generation with external information retrieval for context-aware responses.
- Solution-Based: Custom models engineered to address specific challenges such as ranking, recommendation, and classification.
Our Three-Step Model Audit Process
Module 1: Baseline Audit
Establishes a clear performance baseline and uncovers any potential risks or inconsistencies.
Module 1: Baseline Audit
Audit model version and implementation using benchmarking and the red team.
- Measure Model version.
- Ensure consistency.
- Risk-free performance.
Module 2: Solution Audit
Validates that the model meets the specific requirements of your application and identifies hidden weaknesses.
Module 2: Solution Audit
Audit the solution using custom benchmarking for the specific use case
- Measure Potential Bias.
- Detect compliance issues.
- Optimize Performance.
Module 3: Production Audit
Ensures robust, ongoing operation and user safety by catching problems that may not appear in testing.
Module 3: Baseline Audit
Audit the traces generated in the production environment
- Continuously monitor.
- Confidence in your models.
- long-term stability and security.
Eticas AI analyzed the following types of vulnerabilities
Ethics and Safety
Diversity, Non-Discrimination & Fairness
Scrutinizing biases to ensure every voice is valued and equality prevails.
Harmful Content
Eliminating hate speech and extremist language to keep your model safe and responsible.
Red Team
Security & Privacy
Shielding user data to ensure sensitive information never leaks.
Technical Vulnerability
Expose weak spots with rigorous tests to fortify your defenses.
Misuse and Technical Robustness
Misinformation & Disinformation
Block falsehoods to ensure integrity in every response.
Hallucinations & Overreliance
Keep outputs grounded in reality and prevent over-dependence.
Performance and Bias
Performance
Ensure that your solution consistently delivers high-quality, reliable outputs under diverse conditions.
Bias
Through comprehensive analysis, fairness is assessed across different demographic groups.
