AI digital twin · SaaS

Digital twins for the living pipeline

SOK-IO simulates BioRhizombium, methane, ammonia and nitrate systems end to end — then lets a merge agent clone, refactor and deploy the pipeline code that runs them, on hardware that sips power.

See subscriptions
4
pipeline families
12 W
median edge draw
RAG
enzyme-grounded
Glowing mycelial rhizome network merging with a data pipeline inside bioreactor vessels

Four twins, one substrate

Each pipeline ships with simulated telemetry so you can model a site before a single sensor is installed.

BRZ-01

BioRhizombium

Rhizosphere symbiont twin modelling root-network colonisation, nutrient exchange and strain fitness under live soil telemetry.

CH4-02

Methane

Methanogenesis and capture twin tracking digester load, flare loss and conversion yield across anaerobic reactor stages.

NH3-03

Ammonia & Nitrate

Nitrification / denitrification twin balancing NH₃ and NO₃⁻ flux for effluent compliance and fertiliser recovery.

The pipeline stack

Macrophage code building

Immune-response models compiled into executable pipeline stages with typed assay contracts.

Biocompatibility

Automated cytotoxicity, haemolysis and inflammatory scoring against ISO-style reference panels.

Bio sequencing

Read ingestion, assembly and annotation streamed straight into the twin's state graph.

Bioremediation

Contaminant decay curves, consortium selection and site-level remediation forecasting.

Enzymatic RAG

Retrieval over enzyme kinetics, pathway literature and your own run history to ground every generated step.

Low-energy deployment

Quantised inference and edge scheduling for field gateways running on solar or battery budgets.

The merge agent

Code cloning, solvent pull requests, integration and deployment — driven by what the twin actually observes.

  1. 01

    Clone

    Mirrors your pipeline repositories and indexes them into the twin's context.

  2. 02

    Solvent pull request

    Opens dissolving PRs that refactor stale pipeline code against live twin state.

  3. 03

    Merge

    Runs assay-aware checks, resolves conflicts and merges when the twin validates.

  4. 04

    Deploy

    Ships to low-energy targets with rollback anchored to the last verified run.

Subscriptions

Every plan runs on simulated pipeline data until you connect a live site.

Culture

For single-lab experimentation.

$49/month

  • 1 digital twin
  • Simulated pipeline data
  • Sequencing + biocompatibility modules
  • Community support
Most adopted

Consortium

For teams running production pipelines.

$249/month

  • 10 digital twins
  • All four pipeline families
  • Enzymatic RAG workspace
  • Merge agent: clone, PR, deploy
  • Low-energy edge targets

Biosphere

For multi-site industrial operators.

Custom

  • Unlimited twins
  • On-prem / air-gapped deploy
  • Custom assay integrations
  • Dedicated engineer
Free

Demo

Explore simulated pipelines with no commitment.

$0/14 days

  • 1 sandbox twin
  • Simulated telemetry
  • All pipeline families
  • No credit card