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AI-SPM vs CNAPP

CNAPP is cloud-native application protection platform bundling CSPM, CWPP, CIEM and sometimes ASPM into one console. AI-SPM is the broader programme that adds asset discovery, adversarial testing, runtime gateway controls, and control-ID compliance evidence.

Last reviewed September 2026

What AI-SPM vs CNAPP really means

CNAPP addresses one part of AI risk. What it leaves uncovered is the rest of the AI surface: CNAPP suites that ship an AI module typically discover managed model services and add a few prompt-injection probes on top of their cloud posture engine; they do not run a self-hosted runtime AI gateway, do not enumerate MCP server tools, do not score RAG corpus tainting, and do not produce control-ID evidence across the six AI frameworks.

How Penaxtra closes the gap

AI-SPM covers the AI-specific layer directly: 11 AI asset kinds today, adversarial testing scored by deterministic checks, a self-hosted runtime gateway, and control-ID evidence across seven frameworks. It usually runs alongside CNAPP, since the two address different layers. Plans and what each tier includes are on the pricing page.

What Penaxtra adds

Asset discovery across LLM apps, agents, MCP servers, RAG, vector DBs, gateways

Self-hosted runtime gateway with Ed25519-signed policy distribution

Deterministic checks on every adversarial response; a three-judge panel (Anthropic, OpenAI, Google) is built for cases that need model scoring and shipped switched off on every adversarial finding

Six-framework compliance mapping at control-ID level

PDF + JSON audit-evidence export with twenty-five cross-framework overlaps

Compliance coverage compared

AI-SPM evidence stands alongside CNAPP findings; the two cover different ground and are used together.