Airia AI Discovery vs Protopia AI Stained Glass Transform: Side-by-Side Comparison (2026)

Airia AI Discovery: Discovers and inventories shadow AI usage across enterprise apps, APIs, and code. built by Airia. Core capabilities include Discovery of AI agents, LLM API calls, and MCP servers across the enterprise, Centralized AI asset inventory with risk level classification, Real-time browser-based AI activity monitoring with block, warn, redirect, and audit controls..

Protopia AI Stained Glass Transform: Protects sensitive data in LLM prompts without exposing plain-text to providers. built by Protopia AI. Core capabilities include Transforms sensitive data in LLM prompts to prevent plain-text exposure to LLM providers, Allows enterprises to retain ownership of sensitive data regardless of LLM deployment location, Supports secure use of hosted Generative AI models with enterprise data..

Both serve the AI SPM market but differ in approach, feature depth, and target audience.

Airia AI Discovery differentiates with Discovery of AI agents, LLM API calls, and MCP servers across the enterprise, Centralized AI asset inventory with risk level classification, Real-time browser-based AI activity monitoring with block, warn, redirect, and audit controls. Protopia AI Stained Glass Transform differentiates with Transforms sensitive data in LLM prompts to prevent plain-text exposure to LLM providers, Allows enterprises to retain ownership of sensitive data regardless of LLM deployment location, Supports secure use of hosted Generative AI models with enterprise data.

Airia AI Discovery is developed by Airia. Protopia AI Stained Glass Transform is developed by Protopia AI. The vendor behind a product decides its roadmap, support, and longevity, so check each company's profile before you commit.

Airia AI Discovery integrates with ChatGPT Enterprise, Gemini, Claude, Microsoft 365, Slack and 9 more. Protopia AI Stained Glass Transform integrates with AWS. Check integration compatibility with your existing security stack before deciding.

Airia AI Discovery and Protopia AI Stained Glass Transform serve similar AI SPM use cases. Review the feature comparison above to determine which fits your requirements.