Private AI inference and confidential GPU computing infrastructure
Stage
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Founded
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Based in
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US
Pricing model
Contact for pricing
Paid
Pricing
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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
Real-time inference with 320ms latency for DreamZero 14B
40-50% lower tail latency than existing cloud providers
8+ concurrent robots on single H100
Support for frontier models including DreamZero and MolmoAct2
Bring your own model checkpoints
Fine-tuning for custom robot tasks
GPU kernel optimization
Real-Time Chunking network optimization
On-demand compute for experimentation and iteration
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
Eliminates need for expensive local GPUs for robot AI deployment
Optimizes entire inference stack from model to network
Achieves lower latency than NVIDIA with half the silicon
Designed specifically for robotics teams' workflow
Inference feels local despite cloud deployment
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
Dreamscale Labs
Confidential AI