OceanToken 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.

OceanToken compared with Confidential AI
Detail	OceanToken	Confidential AI
What it does	One OpenAI-compatible API and prepaid balance for nearly 500 AI models at lower prices	Private AI inference and confidential GPU computing infrastructure
Stage	Not given	Not given
Founded	Not given	Not given
Based in	Not given	US
Pricing model	Freemium	Paid
Pricing	Free models with limited throughput; paid models charged per unit (language models per 1 million input and output tokens, images per image, video per second, speech per 1,000 characters, transcription per minute). Prices vary by model with discounts up to 50% compared to official rates. Example: Dee	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	Nearly 500 AI models from leading publishers OpenAI-compatible and Anthropic-compatible API Text, image, video, speech and transcription models Per-key spending limits MCP server integration with Codex, Claude Code, Cursor, Gemini CLI Free models with limited throughput Per-model pricing with no platform fee Prepaid balance system AI Workspace for team collaboration and research	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	Single API key and balance for nearly 500 models with no platform fee Discounts up to 50% compared to official model pricing OpenAI and Anthropic API compatibility without changing request format Works directly with Claude Code, Codex, Cursor and Gemini CLI via MCP server No data used for model training	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 votes	0	0
DR (Domain Rating by Ahrefs)	32 +1 (up) since last check	12 +1 (up) since last check
Trust Flow (Majestic)	3	7
Citation Flow (Majestic)	26	26
Referring domains (Majestic)	20	36

5 details filled in for both companies.

More alternatives to OceanToken More alternatives to Confidential AI