Inspect
Evaluation framework from the UK AI Security Institute and Meridian Labs for testing language models across reasoning, safety, and tool use.
Technical Architecture & Overview
Inspect is an open-source framework developed by the UK AI Security Institute and Meridian Labs for designing, running, and scoring large-scale LLM evaluations. It supports safety evaluations, multi-turn agentic scenarios, and benchmark scoring across multiple model providers.
Targeted Technical Use Cases
Running government-grade safety and security evaluations of foundation models at scale.
Evaluation & Trade-offs
Core Strengths
- +Official framework from a national AI security institute, designed for rigorous model evaluation.
- +Supports multi-turn agentic evaluations and complex scoring pipelines.
- +Works with OpenAI, Anthropic, Google, Mistral, Hugging Face, and local model providers.
Trade-Offs & Limitations
- -Focused on evaluation rather than automated attack generation.
- -Steeper learning curve for defining custom evaluation tasks and scorers.
Defensive Security Application
Conducting pre-deployment safety and security evaluations of foundation models for regulatory and risk assessment purposes.
Frequently Asked Questions
What is Inspect?→
Inspect is an open-source framework developed by the UK AI Security Institute and Meridian Labs for designing, running, and scoring large-scale LLM evaluations. It supports safety evaluations, multi-turn agentic scenarios, and benchmark scoring across multiple model providers.
What is Inspect used for?→
Running government-grade safety and security evaluations of foundation models at scale.
What are the strengths of Inspect?→
- +Official framework from a national AI security institute, designed for rigorous model evaluation.
- +Supports multi-turn agentic evaluations and complex scoring pipelines.
- +Works with OpenAI, Anthropic, Google, Mistral, Hugging Face, and local model providers.
What are the limitations of Inspect?→
- +Focused on evaluation rather than automated attack generation.
- +Steeper learning curve for defining custom evaluation tasks and scorers.
How is Inspect used defensively?→
Conducting pre-deployment safety and security evaluations of foundation models for regulatory and risk assessment purposes.