Confidential AI & private inference
Confidential AI & private inference covers platforms that run model inference, fine-tuning or agents inside hardware trusted execution environments (CPU/GPU confidential computing) with remote attestation, so prompts, data and weights stay encrypted even from the operator.
In brief
Confidential AI & private inference, in brief.
What it isConfidential AI & private inference covers platforms that run model inference, fine-tuning or agents inside hardware trusted execution environments (CPU/GPU confidential computing) with remote attestation, so prompts, data and weights stay encrypted even from the operator.
Where it sitsOne of 16 categories in the Safety and trust layer. Safety and trust covers the tools that check, test and control AI systems: evaluations, guardrails, security, red-teaming, monitoring, and the platforms that handle governance and compliance.
What we track32 products, including Anjuna Seaglass / Northstar, Apple Private Cloud Compute, AWS Nitro Enclaves, Azure confidential GPU VMs (NCC H100 v5) and BlindAI.
The products
32 products in Confidential AI & private inference.
Each name opens a search for that product in our index.
ProductMakerIts own site
From our census of 2026-11-08. A product listed here is one that belongs in this category; the search answer says whether we have checked it.
Questions
Confidential AI & private inference, answered.
What is Confidential AI & private inference in AI infrastructure?Confidential AI & private inference covers platforms that run model inference, fine-tuning or agents inside hardware trusted execution environments (CPU/GPU confidential computing) with remote attestation, so prompts, data and weights stay encrypted even from the operator.
Which layer of AI infrastructure is Confidential AI & private inference in?Confidential AI & private inference is in the Safety and trust layer. Safety and trust covers the tools that check, test and control AI systems: evaluations, guardrails, security, red-teaming, monitoring, and the platforms that handle governance and compliance.
Which products are in Confidential AI & private inference?We track 32 products in Confidential AI & private inference, including Anjuna Seaglass / Northstar, Apple Private Cloud Compute, AWS Nitro Enclaves, Azure confidential GPU VMs (NCC H100 v5), BlindAI, CanaryBit (confidential AI/HPC infrastructure), Cocos AI (confidential computing system for AI) and Confident Security private inference API + OpenPCC. The full list is on this page.
Safety and trust
The other categories in Safety and trust.
AI agent management platformsAI governance & compliance platformsAI incident & risk databasesAI securityAI-generated content & deepfake detectionBias, fairness & explainabilityContent provenanceEvalsGuardrailsInterpretability & model internals toolingLLM & agent observabilityModeration & guard classifiersPrompt managementRed-teamingVoice & conversational agent simulation testing