{"type":"analysis","id":"analysis:attested-inference-stops-the-vendor-reading-your-prompts-not-the-vendor-cutting","slug":"attested-inference-stops-the-vendor-reading-your-prompts-not-the-vendor-cutting","title":"Attested inference stops the vendor reading your prompts, not the vendor cutting you off, and both sovereignty routes run on NVIDIA's root of trust","description":"Cohere's confidential Model Vault beta and NVIDIA's European open-model projects take opposite approaches to the same buyer fear. Our read: both depend on NVIDIA hardware and attestation. Attestation narrows the risk that the vendor reads your data. It does nothing about jurisdiction or the risk of losing access.","published_at":"2026-10-24T13:00:00.000Z","updated_at":"2026-10-24T13:00:00.000Z","record_date":"2026-10-24","topics":["design"],"source_urls":["https://cohere.com/blog/inside-cohere-model-vault-building-verifiable-confidential-ai-inference","https://cohere.com/blog/introducing-confidential-computing-on-cohere-model-vault","https://blogs.nvidia.com/blog/confidential-computing-model-builders-infrastructure","https://blogs.nvidia.com/blog/european-public-sector-open-models"],"language":"en","routes":{"html":"https://newruntime.com/analysis/attested-inference-stops-the-vendor-reading-your-prompts-not-the-vendor-cutting/","markdown":"https://newruntime.com/analysis/attested-inference-stops-the-vendor-reading-your-prompts-not-the-vendor-cutting.md","json":"https://newruntime.com/analysis/attested-inference-stops-the-vendor-reading-your-prompts-not-the-vendor-cutting.json"},"author":{"role":"author","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"editorial_provenance":{"desk":"authorial","target_ref":"story_cluster:cohere-model-vault-confidential-ai-inference-286ae08af140","authorial_article_id":"f04f4031-3d40-4794-9939-ec981b3da2b3"},"next_reads":[{"type":"topic","path":"/topics/design/","url":"https://newruntime.com/topics/design/","title":"Design","reason":"Explore the design topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/design.md","json_url":"https://newruntime.com/topics/design.json"},{"type":"collection","path":"/analysis/","url":"https://newruntime.com/analysis/","title":"Analysis","reason":"Open the latest authorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/analysis.json"},{"type":"collection","path":"/source-ledger.json","url":"https://newruntime.com/source-ledger.json","title":"Source Ledger","reason":"Inspect the public source evidence graph.","media_type":"application/json"}]}