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BioFlow Studio
An AI-native process simulation environment.
- AI-native
- Multi-engine
- Collaborative
- Decision-linked
Overview
What it does
In developmentThe first AI-native process engineering environment where process models are living knowledge graphs rather than static simulation files.
Import existing models, work from shared assumptions, and connect each process change to techno-economic analysis, life cycle assessment, and downstream engineering decisions. BioFlow Studio is faster to iterate, more collaborative, and tightly integrated with the decisions that follow the simulation.
- Living process knowledge graphs
- Import Aspen, BioSTEAM, QSDsan, DWSIM, and spreadsheet models
- Connected techno-economic and life cycle analysis
- Scenario, uncertainty, and scale-up analysis
- Collaborative, versioned model review
- Configurable agent-assisted workflows
Inside the workspace
See BioFlow Studio in practice
From flowsheet setup to TEA, inventory generation, and route comparison.
Interactive flowsheet editor
Build unit operations, edit inputs, and inspect stream data.
TEA and inventory analysis
Review CAPEX, OPEX, cash flow, inventory, and scenario results.
Interface concepts. Labels and details may change during development.
Features
Capabilities
Core functions in the current product direction.
Living process models
Represent units, streams, assumptions, evidence, and results as a connected engineering knowledge graph.
Import existing models
Bring in Aspen, BioSTEAM, QSDsan, DWSIM, and spreadsheet models without rebuilding the study from scratch.
Connected TEA and LCA
Carry process changes into cost, inventory, impact, and scenario analysis from the same assumptions.
Collaborative engineering
Give teams one shared, reviewable model instead of isolated simulation files and disconnected reports.
Scenarios and optimisation
Compare routes, scale-up assumptions, constraints, uncertainty, and operating conditions.
Configurable engineering agents
Use agents for model setup, checks, analysis, and documentation while engineers retain control.
Integrations
Import the models you already use
BioFlow Studio connects Aspen, BioSTEAM, QSDsan, DWSIM, spreadsheets, and Python workflows to one shared engineering model.
Connects with
- Aspen
BioSTEAM- QSDsan
- DWSIM
- Spreadsheets
- Python
How it works
How BioFlow Studio works
A connected path from existing models to reviewed engineering decisions.
- 01
Import or build
Start with Aspen, BioSTEAM, QSDsan, DWSIM, spreadsheets, or a new model.
- 02
Connect the model
Map units, streams, assumptions, evidence, and dependencies into a living graph.
- 03
Simulate
Run the selected engines and keep model state, inputs, and outputs synchronized.
- 04
Evaluate
Connect process results to TEA, LCA, scenarios, and uncertainty analysis.
- 05
Decide together
Review trade-offs, document evidence, and carry approved changes downstream.
Model interoperability
Multiple modeling engines. One connected process model.
Import and orchestrate existing models without forcing the study into a single simulator.
Import
Existing process models
Aspen, BioSTEAM, QSDsan, DWSIM, and spreadsheets
BioFlow Studio
Living process knowledge graph
Connected analysis
Simulation
Multi-engine execution
TEA
Cost and cash flow
LCA
Inventory and impact
Decisions
Scenarios and trade-offs
Use cases
Where it applies
Representative applications for process and route evaluation.
Green hydrogen
Design and evaluate hydrogen production pathways with TEA, LCA, and scenario analysis.
Bioprocess evaluation
Assess fermentation, downstream processing, and product recovery systems.
Sustainable materials
Model bio-based polymers, fuels, and chemicals from renewable feedstocks.
Circular manufacturing
Evaluate circular strategies, waste valorisation, and resource recovery systems.
Status
Development status
In developmentProduct development is in progress.
BioFlow Studio is modular and human-reviewed. Engineers choose the modeling engines, validate assumptions and results, and control every approval.
Also from SDAI
LCAgo
An agentic environment for life cycle assessment.
Interested in BioFlow Studio?
Tell us what you are modeling and which tools you use.