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Tokonomics 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.

Tokonomics compared with Confidential AI
DetailTokonomics logo TokonomicsConfidential AI logo Confidential AI
What it doesBudget-first AI cost metering proxy for any stack Private AI inference and confidential GPU computing infrastructure
StageStartup Not given
Founded2025 Not given
Based inCA US
Pricing modelFreemium Paid
PricingFree: $0/month with 100 API calls/month, 1 seat, basic analytics, 30-day retention. Pro: $49/month with unlimited API calls, 5 seats, full analytics, hard spending caps, 90-day retention. 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 cost tracking with per-model and per-tag breakdowns
  • Budget alerts via email, Slack, or Teams at configurable thresholds
  • Hard spending caps that block requests with 429 response
  • Rate limiting with sliding window per API key
  • Support for 9 LLM providers and 60+ models
  • Analytics dashboard with daily spend charts and latency metrics
  • Works with any programming language via HTTP proxy
  • AES-256 encryption for provider API keys with BYOK model
  • 90-day data retention on Pro plan
  • Tag-based cost attribution by team, feature, or customer
  • 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
  • Minimal 31ms proxy overhead, only 3.6% latency impact on typical calls
  • No SDKs required, works with any HTTP client out of the box
  • Never stores prompts or completions, only billing metadata
  • Hard spending caps enforced by Redis to prevent overspend
  • 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)28 no change since last check12 +1 (up) since last check
Trust Flow (Majestic)57
Citation Flow (Majestic)1926
Referring domains (Majestic)6936

6 details filled in for both companies.

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