Pauling runs computational chemistry pipelines -- dock a molecule into a binding pocket, run molecular dynamics, screen a compound library, validate every pose. Edison Scientific uses LLMs for scientific research assistance. When you need results and not just discussion, you need tools that execute simulations, not tools that talk about them.
| Category | Pauling | Edison Scientific |
|---|---|---|
| Scientific literature analysis | Basic -- focused on computational execution | Core strength -- LLM-driven literature search and synthesis |
| Research question exploration | Guided by simulation data and binding results | Can explore open-ended scientific questions across domains |
| Molecular docking | UniDock (GPU-accelerated Vina) with ranked poses | Cannot run docking calculations |
| MD simulation | Full GROMACS MD with checkpoint save/resume, ACPYPE parameterization | No molecular dynamics capability |
| Virtual screening | 10M+ compounds via Cloud Dataflow auto-scaling | Cannot screen compound libraries |
| ADMET profiling | Integrated ADMET pipeline | Can discuss ADMET concepts, cannot compute predictions |
| Quality control | PoseBusters pose QC + MolProbity structure validation | No structural validation tools |
| Computational execution | Real physics-based simulations on cloud GPUs | None -- LLM text generation only |
| Drug discovery pipeline | End-to-end: pocket detection, docking, MD, MM-PBSA, ADMET | Cannot execute any pipeline step -- advisory only |
| File format handling | Automatic PDB, PDBQT, SDF, MOL2, CIF, SMILES conversion | Cannot parse molecular structure files |
| Infrastructure | Cloud Dataflow with auto-scaling, no installation or licenses | LLM API -- no HPC, no molecular software |