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-tested configuration
Predict biomolecular structures
AlphaFold 3 documentation lists a single H100 80 GB as an officially supported inference configuration. Other H100 variants are not established by this evidence.
1 · Inputs
Biomolecular sequences and supported molecular inputs, with sequence-search preparation.
2 · Software & compute
H100 80 GB; CPU/RAM and sequence databases are also required. Larger inputs can require configuration changes.
3 · Outputs
Predicted structures for scientific review.
4 · Laboratory handoff
Editorial next step: select an appropriate structural or functional validation assay with the research team. No direct instrument integration has been verified.
Licence & commercial use
Code and model parameters have separate terms. Parameter access must be obtained from the provider; commercial eligibility is not established here.
Cost components
GPU access, CPU preparation, sequence storage and researcher time; no live price estimate.
Evidence limitations
Hardware support is not evidence of accuracy for a particular biological target. No local benchmark was run.
Inspect original evidence ↗
