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Wirkung vs BitsRun

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

Wirkung compared with BitsRun
DetailWirkung logo WirkungBitsRun logo BitsRun
What it doesEverything has an algorithm Deploy any open model from Ollama or Hugging Face as a private, OpenAI-compatible API
StageNot given Not given
FoundedNot given Not given
Based inNot given US
Pricing modelNot given Paid
PricingNot given Pay as you go: $0/month with prepaid credits from $10. Pro: $29/month with $29 monthly credits. Business: $299/month with $299 monthly credits. GPU pricing: NVIDIA L4 $0.95/hour ($0.000264/second, $1,180/month always-on); NVIDIA L40S $3.20/hour ($0.000889/second, $3,974/month always-on); 4x NVIDIA L
Key features
  • Constant-state attention: models serve any context length from the same memory per request
  • HCGM: models run from disk storage instead of memory
  • M-Rail: context processed by a model can be reused instantly in future requests
  • CPUDA/sGPU: run unmodified CUDA programs on CPUs with bit-identical results
  • Organ grafting: transfer capabilities between models without training
  • Personal instruction set (ISA) compiled on device from phone signals
  • Population ISA: compile laws from many people without personal records
  • Digital twins of customers, fleets, cities or markets
  • Results identical across all machines and architectures
  • Computation cost follows novelty not data size
  • Deploy models with one command via CLI
  • OpenAI and Ollama API compatibility
  • Scales to zero with configurable idle timeout (60 seconds to 60 minutes)
  • Private endpoints with no prompt logging
  • Supports GGUF and safetensors model formats
  • Free model storage (10GB to 1TB depending on plan)
  • Always-on option for no cold starts
  • Batch jobs pricing 30-50% cheaper
What makes it different
  • Constant memory cost regardless of context length or data size
  • Exact reuse: every computed result is kept and reused instantly
  • Portable execution with bit-identical results across all hardware
  • Models run from storage without retraining or fitting in memory
  • Privacy-preserving: raw data never leaves the device
  • No Dockerfile or server management required
  • Use your existing OpenAI or Ollama client with one URL change
  • Pay only for actual compute seconds used, not monthly subscription
  • Cold start time never billed and requests wait instead of failing
  • Prompts and outputs never logged or used for training
Community votes00
DR (Domain Rating by Ahrefs)Not checked yet no change since last checkNot checked yet no change since last check
Trust Flow (Majestic)00
Citation Flow (Majestic)00
Referring domains (Majestic)00

3 details filled in for both companies.

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