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What is Simaril?

Silmaril represents a groundbreaking defense strategy against prompt injection, designed to autonomously repair itself in order to protect AI systems from complex, layered threats that traditional defenses often fail to address. Unlike standard techniques that simply filter out harmful inputs, it envelops inference requests, rigorously analyzing whether the series of actions could lead to adverse outcomes. Utilizing a multihead classifier, Silmaril assesses user motivations, application contexts, and execution states in parallel, enabling it to detect indirect injections, prolonged attack patterns, context alterations, and tool misuse before they can inflict damage. To bolster its protective features, Silmaril employs autonomous threat-hunting agents that navigate through systems, uncover vulnerabilities, and generate synthetic training data from real attack scenarios. This intelligence not only aids in automatic model retraining, allowing for the implementation of upgraded defenses in under an hour, but also ensures the distribution of anonymized protective strategies across all operational instances. Furthermore, this forward-thinking methodology guarantees that the system can maintain its resilience against new threats, continuously adapting to the shifting challenges in the cybersecurity landscape. By consistently evolving, Silmaril ultimately fortifies the security framework surrounding AI technology.

What is Gray Swan?

Gray Swan is an all-encompassing platform for AI security and assessment that is crafted to enable organizations to confidently deploy AI solutions while protecting LLM applications, agents, and model implementations from constantly evolving threats, policy violations, and dangerous content. It offers seamless integration with any LLM provider, allowing for enhanced security protocols without disrupting current workflows, and it incorporates automated adversarial testing, continuous red teaming, runtime monitoring, and adaptive defense mechanisms. By utilizing threat intelligence gathered from over 15,000 adversarial researchers and more than three million simulated attack scenarios produced through its Arena, Gray Swan not only identifies known risks but also assists teams in uncovering vulnerabilities before they are recorded in public threat databases. Among its key features are Shade, an innovative AI vulnerability assessment tool that operates continuously to evaluate LLMs as if managed by a dedicated security expert, and Cygnal, which serves as a protective barrier for real-time AI interactions and oversight. These advanced tools empower organizations to not only anticipate but also effectively manage potential risks tied to their AI implementations, fostering a safer deployment environment. Ultimately, Gray Swan equips organizations with the necessary resources to stay ahead in an increasingly complex security landscape.

Media

Media

Integrations Supported

Python
Agent Development Kit (ADK)
OpenAI
OpenClaw
TypeScript

Integrations Supported

Python
Claude Haiku 4.5
Claude Opus 4.5
Claude Opus 4.6
Claude Opus 4.7
Claude Sonnet 4.5
Claude Sonnet 4.6
GPT-5
JavaScript
Muse Spark
Muse Spark 1.2
Muse Spark 1.3
Muse Wonder
Muse Wonder Full
OpenAI o1
OpenAI o3-mini

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided

Pricing Information

Pricing not provided

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub
Online Training

Training Options

Documentation Hub
Online Training

Company Facts

Organization Name

Simaril

Company Location

United States

Company Website

www.silmaril.dev/

Company Facts

Organization Name

Gray Swan

Date Founded

2023

Company Location

United States

Company Website

www.grayswan.ai/

Categories and Features

AI Security

Not specified

Categories and Features

AI Security

Not specified

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