# content-safety
5 articlestagged with “content-safety”
Content Safety APIs (Azure, OpenAI, Google)
Detailed comparison of Azure Content Safety, OpenAI Moderation API, and Google Cloud safety offerings, including API structures, category taxonomies, severity levels, testing methodology, and common gaps.
Building Input Guardrails for LLM Applications
Step-by-step walkthrough for implementing production-grade input guardrails that protect LLM applications from prompt injection, content policy violations, and resource abuse through multi-layer validation, classification, and rate limiting.
Output Filtering and Content Safety Implementation
Walkthrough for building output filtering systems that inspect and sanitize LLM responses before they reach users, covering content classifiers, PII detection, response validation, canary tokens, and filter bypass resistance.
Azure OpenAI Red Team Walkthrough
Complete red team walkthrough for Azure OpenAI deployments: testing content filters, managed identity exploitation, prompt flow injection, data integration attacks, and Azure Monitor evasion.
Integrating PyRIT with Azure OpenAI and Content Safety
Intermediate walkthrough on integrating PyRIT with Azure OpenAI Service and Azure AI Content Safety for enterprise red teaming, including managed identity authentication, content filtering analysis, and compliance reporting.