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.
Project documentation; editorial evaluation plan
Evaluate single-cell representations
These are alternative research approaches. Batch effects and held-out donor evaluation must be considered; a direct pipeline between them is not verified.
1 · Inputs
Quality-controlled single-cell expression data
2 · Software & compute
Select the release and dataset size before sizing CPU, GPU, RAM and storage; no hardware configuration verified here.
3 · Outputs
Model-specific embeddings or downstream predictions
4 · Laboratory handoff
Editorial next step: review results against independent annotations, truth sets or relevant experiments. No automatic laboratory integration is established.
Licence & commercial use
Confirm the selected code, model and data terms separately.
Cost components
Compute, storage, annotation and researcher time; no current price estimate.
Evidence limitations
Tools are not locally benchmarked; this path describes an evaluation plan and does not assert clinical validity or superiority.
Inspect original evidence ↗
