HiddenLayer is the leading provider of Security for AI. Its security platform helps enterprises safeguard the machine learning models behind their most important products. HiddenLayer is the only company to offer turnkey security for AI that does not add unnecessary complexity to models and does not require access to raw data and algorithms. Founded by a team with deep roots in security and ML, HiddenLayer aims to protect enterprise’s AI from inference, bypass, extraction attacks, and model theft. The company is backed by a group of strategic investors, including M12, Microsoft’s Venture Fund, Moore Strategic Ventures, Booz Allen Ventures, IBM Ventures, and Capital One Ventures.
The Challenges
Accelerate AI Adoption
The finance industry continues to integrate AI technologies, inevitably causing multifaceted security challenges to arise. Safeguarding sensitive financial data from adversarial AI attacks and unauthorized use is crucial as cyber threats become more sophisticated. Additionally, the growing complexity of generative AI use cases and the risk of AI model theft imposes significant demands on resources, demanding more advanced and resilient defenses. Balancing effective security for AI with enterprise efficacy also adds to operational complexities, requiring constant refinement of AI systems. Addressing these challenges is essential to allow AI adoption in the financial sector.
Data Privacy and Protection
Ensuring compliance with stringent data privacy regulations while handling vast amounts of sensitive financial data
Model Security and Integrity
Adversarial attacks and model theft endanger the accuracy and intellectual property of AI models in financial applications
Prompt Injection Attack Prevention
Adversaries’ tactics continuously become more sophisticated, necessitating real-time detection and prevention
Our Approach
Secure, Defend & Automate
HiddenLayer’s AISec Platform is an AI Protection Suite that ensures the integrity of your models throughout the AIOps pipeline. By ensuring the security of pre-trained models, detecting malicious injections, and monitoring algorithm inputs and outputs for potential threats – The AISec Platform delivers an automated and scalable defense tailored for artificial intelligence in the financial sector.
Regulatory Compliance
Advanced protection for AI and ML infrastructure, mitigating the risk of data exposure and manipulation by malicious actors.
Defend Against
Protect against common adversarial techniques including model extraction/theft, tampering, data poisoning/model injection, and inference attacks.
Real-time Monitoring
Real-time, scalable monitoring for all model types, conducted without accessing your data or models, using vectorized inputs and outputs for detections.
Key Capabilities
- Malware Analysis — Scans AI Models for embedded malicious code that could serve as an infection vector & launchpad for malware.
- Model Integrity — Analysis of the AI Model’s layers, components & tensors to detect tampering or corruption.
- Protects against Gen AI Prompt injection — Protect LLMs from its inputs or outputs being deliberately changed.
- Protects against Model Theft — Stop reconnaissance attempts through inference attacks, which could result in intellectual property being stolen.
- Excessive Agency — Ensure GenAI outputs do not expose backend systems, risking privilege escalation or remote code execution.
Why HiddenLayer
The Ultimate Security for AI Platform
HiddenLayer, a Gartner recognized AI Application Security company, is a provider of security solutions for artificial intelligence algorithms, models & the data that power them. With a first-of-its-kind, non-invasive software approach to observing & securing AI, HiddenLayer is helping to protect the world’s most valuable technologies.
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