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Scale vs Confidential AI

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Scale compared with Confidential AI
DetailScale logo ScaleConfidential AI logo Confidential AI
What it doesReliable AI systems for critical decisions Private AI inference and confidential GPU computing infrastructure
StageEstablished Not given
FoundedNot given Not given
Based inUS US
Pricing modelContact for pricing Paid
PricingNot given Confidential Inference: DeepSeek V4.1 Flash $0.30 input and $1.20 output per 1M tokens; Kimi K3 $3.00 input and $15.00 output per 1M tokens; GLM 5.3 $1.40 input and $4.40 output per 1M tokens; Qwen3.8 27B $0.30 input and $1.80 output per 1M tokens. Confidential VMs: B300 at $7.50 per GPU-hour, B200
Key features
  • High-quality training data sourced from contributors with 25% having advanced degrees
  • Model evaluations and red-teaming
  • RLHF (Reinforcement Learning from Human Feedback)
  • Private benchmarks and leaderboards for AI companies
  • Full-stack AI systems deployment
  • Hands-on AI application building for specific use cases
  • OpenAI-compatible endpoint for private LLM inference
  • Hardware-encrypted VMs on Intel TDX, AMD SEV-SNP and NVIDIA GPUs
  • Client attestation verification before sending requests
  • Support for multiple open-weight models including DeepSeek, Kimi, GLM, Qwen
  • Confidential Kubernetes for data center scale deployments
  • Confidential training and fine-tuning on licensed stack
  • Root access over SSH to confidential VMs
  • Encrypted GPU communications with NVLink encryption on B200 and B300
  • Confidential agents runtime support
  • Prompt caching with cached input billing
What makes it different
  • Powers 90% of the world's leading generative AI model builders
  • Humans stay in the loop throughout the AI stack
  • 10 years of proven experience in AI breakthroughs
  • Prompts and model weights verified by clients with cryptographic attestation before any data is sent
  • Operator-blind inference: data remains unreadable to the company and hosting provider
  • Flexible deployment: choice of hosted cloud, rented VMs, or licensed stack on own infrastructure
  • Open-weight models only, no closed-source frontier models
  • Full cryptographic verification stack including open-source tools
Community votes00
DR (Domain Rating by Ahrefs)80 no change since last check12 +1 (up) since last check
Trust Flow (Majestic)237
Citation Flow (Majestic)5326
Referring domains (Majestic)830036

5 details filled in for both companies.

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