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Compare biological models, docking engines, and computational workflows side-by-side. Filter by access model, compute footprint, and category to reach an actionable decision table in under a minute.
| Attribute | ＋ Add tool | |
|---|---|---|
| Category | Biological AI Models | — |
| Subcategory | Protein Design | — |
| Company | Google DeepMind | — |
| Access mode | Research Preview | — |
| Licence conditions | Research Publication / DeepMind Research | — |
| Compute requirements | GPU cluster for generative diffusion sampling and candidate filtering | — |
| Biological application | De novo binder design, targeted cancer therapeutics, viral inhibitors, and biosensors | — |
| Research workflow | Specify target protein structure and epitope binding site -> generate de novo binder sequences and 3D backbones | — |
| Evidence level | DeepMind Research Whitepaper & arXiv preprint (2024) | — |
| Commercial eligibility | Research publication & early academic collaboration | — |
| Price | Research Preview | — |
| Availability ⓘ | DeepMind research publication and ongoing academic collaboration | — |
| Features | Generates high-affinity protein binders for diverse target proteins without initial starting fragments, Trained on large macromolecular structure repositories and AlphaFold predictions, Demonstrates up to 300-fold higher binding affinities than prior computational design methods, Experimental success rates ranging from 9% to 88% across diverse target proteins in wet-lab biophysical assays | — |
| Entry type | AI Model | — |
| AI role | De Novo Binder Design | — |
| Input data | Not recorded | — |
| Output data | Not recorded | — |
| Validation | Not recorded | — |
| Type | Generative protein binder design model | — |
| Intended use | Not recorded | — |
| Compatibility | Not recorded | — |
| Manufacturer | Google DeepMind | — |
| Integration evidence | https://deepmind.google/discover/blog/alphaproteo-generates-novel-proteins-for-biology-and-health-research/ | — |
| Laboratory handoff | Designed binder sequences are ordered as synthetic DNA for yeast surface display and SPR/BLI affinity validation | — |