FROM RESEARCH QUESTION TO TOOLS
Build your research workflow
Connect software, computing and laboratory steps using documented evidence. A workflow is a planning guide, not a validated experimental protocol.
Research workflow suitability and Decision Passport
The previous fixed-template workflow scorer cannot establish comparative scientific suitability. For a task-specific assessment, enter the biological objective, the actual sample/data modalities and method constraints in the offline Decision Lab. Select the reviewed method deliberately and compare it against a mandatory non-AI baseline.
Open scientific Decision LabHistorical workflow templates are examples, not validated executable pipelines, clinical decisions or ranked model recommendations.
CORE BIOAI WORKFLOW PILLARS
Industry-Standard Computational Biology Blueprints
🧬Protein Structure & Binder Design
Benchmark AlphaFold 3, RFdiffusion, Chai-1, and ProteinMPNN. Compare open weights vs. cloud APIs with curated Academic and Startup stacks.
Explore Workflow Blueprint →
💊Small-Molecule Docking & Design
Benchmark DiffDock, EquiBind, GNINA, and Chemistry42 across docking accuracy and screening throughput.
Explore Workflow Blueprint →
🦠Single-Cell & Spatial Omics Analysis
Compare scvi-tools, Scanpy, Seurat, scGPT, and cell2location for cell atlasing and perturbation modeling.
Explore Workflow Blueprint →
1 documented paths · Evidence and planning notes recorded September 2026. Commercial eligibility has not been independently confirmed for these complete workflows.
Provider implementation example
Run protein-folding workflows in the cloud
AWS documents AlphaFold2 and OpenFold workflows on SageMaker. This evidence does not establish AlphaFold 3 compatibility.
1 · Inputs
Protein sequences and the chosen workflow's reference data.
2 · Software & compute
Workflow-specific cloud instances, storage and orchestration; verify current instance availability and dependencies.
3 · Outputs
Structure predictions and tracked experiments.
4 · Laboratory handoff
Editorial next step: choose experimental validation based on the biological question. No automatic laboratory handoff is documented here.
Licence & commercial use
AWS service terms and each model/data licence must be evaluated separately.
Cost components
Instance runtime, storage, data transfer and idle resources; confirm regional prices.
Evidence limitations
Historical implementation example; not a guarantee that the original deployment instructions still run unchanged.
Inspect original evidence ↗
