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Chiplab vs TokenMix

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

Chiplab compared with TokenMix
DetailChiplab logo ChiplabTokenMix logo TokenMix
What it doesThe API between AI agents and silicon OpenAI-compatible AI API relay for multiple AI models with prepaid wallet billing
StageNot given Not given
Founded2023 Not given
Based inDE HK
Pricing modelFreemium Paid
PricingFree tier: 1,000 credits per day, resets every 24 hours. Pay-as-you-do: €10 per 1,000 credits. Enterprise: Custom pricing with volume commit, on-prem, and SLAs. Chat models from $0.019708 per million tokens; Image models from $0.00386 per image; Video models from $0.016 per second; Audio models from $0.00291 per request; Embedding models from $0.019 per million tokens. Example rates: Grok 4.6 at $1.9 input/$5.7 output per million tokens, Claude Opus 5.5 at
Key features
  • Compile firmware against production toolchains remotely without installation
  • Execute firmware on virtual chip instances with verdict, trace, and register state
  • Unit and integration testing on virtual hardware with coverage reports
  • Inject synthetic sensor data into running firmware
  • Query collective embedded corpus for chip-specific solutions
  • Support for Rust, C, and multiple RTOS frameworks
  • OpenAI-compatible base URL and SDK support
  • 197 AI models across 30 brands
  • Chat, image, video, audio and embedding models
  • Prepaid wallet billing with per-token pricing
  • Minimum $1 top-up with multiple payment methods
  • Alipay, Stripe, Antom and cryptocurrency payments
  • Dashboard with usage and spending records
  • Seven-language interface
  • API keys and spending limits management
  • Public API status page for provider availability
What makes it different
  • Virtual instances of actual target chips, not generic CPU emulation, with same binary, peripherals, and interrupt timing as physical boards
  • Shared corpus that deepens with every call, allowing agents to inherit knowledge from previous runs
  • Eliminates need for physical hardware for testing, porting, and debugging
  • Single MCP endpoint exposes cross-compilation, peripheral simulation, sensor IO, and chip-specific plumbing
  • Access to licensed toolchains on demand without local installation
  • Single API key and endpoint for 197 models from 30 brands
  • OpenAI SDK compatibility with one-line URL change
  • Global payment options including cryptocurrency and Alipay
  • Transparent per-model pricing visible before API calls
  • Support for emerging AI providers and latest models
Community votes00
DR (Domain Rating by Ahrefs)29 no change since last check47 no change since last check
Trust Flow (Majestic)59
Citation Flow (Majestic)2734
Referring domains (Majestic)117677

6 details filled in for both companies.

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