Groups: labs, companies, consortia
79 organizations ranked by group rubric (output, quality, breadth, openness, industry uptake, longevity, translational signal).
| # | Name | Kind | Type | Country | # Benchmarks | Score | Flags |
|---|---|---|---|---|---|---|---|
| 1 | Broad Institute | lab | academic | USA | 2 | 100.0 | |
| 2 | Oxford OPIG (Deane Lab) | lab | academic | UK | 4 | 100.0 | |
| 3 | EMBL-EBI | consortium | academic | UK | 3 | 97.4 | |
| 4 | MIT CSAIL / Jameel Clinic / Coley Lab | lab | academic | USA | 3 | 97.4 | |
| 5 | Zitnik Lab | lab | academic | USA | 7 | 96.9 | |
| 6 | Broad DepMap | lab | academic | USA | 1 | 95.0 | |
| 7 | Biozentrum Basel / SIB | lab | academic | Switzerland | 3 | 95.0 | |
| 8 | Wellcome Sanger Institute | lab | academic | UK | 1 | 94.8 | |
| 9 | SIB Swiss Institute of Bioinformatics | consortium | academic | Switzerland | 2 | 94.0 | |
| 10 | Insilico Medicine | company | industry | UAE / USA / China | 7 | 93.8 | |
| 11 | Therapeutics Data Commons | consortium | academic | USA | 20 | 93.6 | |
| 12 | Open Targets | consortium | academic | UK | 1 | 92.4 | |
| 13 | MIT Lab for Computational Physiology | lab | academic | USA | 1 | 92.4 | |
| 14 | Coley Lab (MIT) | lab | academic | USA | 3 | 91.7 | |
| 15 | CASP Prediction Center | consortium | academic | USA | 2 | 90.0 | |
| 16 | Dana-Farber Cancer Institute | lab | academic | USA | 2 | 89.3 | |
| 17 | Recursion Pharmaceuticals | company | industry | USA | 1 | 88.8 | |
| 18 | Helmholtz Munich (Theis Lab) | lab | academic | Germany | 2 | 88.6 | |
| 19 | Marks Lab (Debora Marks) | lab | academic | USA | 1 | 86.9 | |
| 20 | Tatonetti Lab (Cedars-Sinai) | lab | academic | USA | 1 | 86.4 | |
| 21 | Genentech gRED (ML) | lab | industry | USA | 1 | 86.2 | |
| 22 | Sander Lab (Harvard/DFCI) | lab | academic | USA | 1 | 86.0 | |
| 23 | Microsoft Research AI4Science | lab | industry | International | 2 | 85.5 | |
| 24 | Barzilay Group (MIT) | lab | academic | USA | 1 | 85.0 | |
| 25 | Valence Labs (Recursion) | company | industry | Canada | 2 | 84.3 | |
| 26 | Broad CMap | lab | academic | USA | 1 | 83.8 | |
| 27 | CZ Biohub San Francisco | lab | nonprofit | USA | 1 | 83.6 | |
| 28 | Materials Project / LBL | lab | government | USA | 1 | 83.3 | |
| 29 | NIH NCBI (PubChem) | lab | government | USA | 1 | 83.3 | |
| 30 | Polaris Consortium | consortium | industry | International | 2 | 82.6 | |
| 31 | Sage Bionetworks (DREAM) | consortium | nonprofit | USA | 0 | 82.4 | |
| 32 | Novartis BR / AIDD | company | industry | Switzerland | 1 | 82.1 | |
| 33 | GSK Computational Biology | company | industry | UK | 1 | 82.1 | |
| 34 | The Institute of Cancer Research | lab | academic | UK | 1 | 81.7 | |
| 35 | Oxford OATML | lab | academic | UK | 1 | 81.2 | |
| 36 | AstraZeneca AIDD | company | industry | UK/Sweden | 1 | 81.2 | |
| 37 | FDA CDER | lab | government | USA | 1 | 81.2 | |
| 38 | Google Research (Kearnes) | lab | industry | USA | 1 | 81.0 | |
| 39 | NIH NCATS | lab | government | USA | 1 | 80.7 | |
| 40 | Rostlab (TU München) | lab | academic | Germany | 1 | 80.2 | |
| 41 | Isomorphic Labs | company | industry | UK | 1 | 80.0 | |
| 42 | CZI Science | consortium | nonprofit | USA | 2 | 80.0 | |
| 43 | Matter Lab (UToronto) | lab | academic | Canada | 1 | 79.0 | |
| 44 | AlQuraishi Lab (Columbia) | lab | academic | USA | 1 | 78.6 | |
| 45 | NCI CPTAC | consortium | government | USA | 1 | 78.3 | |
| 46 | US EPA CCTE | lab | government | USA | 1 | 77.4 | |
| 47 | Pfizer | company | industry | USA | 1 | 77.1 | |
| 48 | UC Berkeley (Song / Abbeel) | lab | academic | USA | 1 | 77.1 | |
| 49 | Open Systems Pharmacology consortium | consortium | nonprofit | International | 1 | 75.0 | |
| 50 | Open Problems Consortium | consortium | academic | International | 1 | 74.8 | |
| 51 | Fu Lab (RPI) | lab | academic | USA | 3 | 74.5 | |
| 52 | Certara / Simcyp | company | industry | UK/USA | 1 | 74.5 | |
| 53 | Sun Lab (Georgia Tech) | lab | academic | USA | 1 | 74.3 | |
| 54 | Vector Institute | consortium | academic | Canada | 1 | 74.0 | |
| 55 | CAFA Consortium | consortium | academic | International | 1 | 74.0 | |
| 56 | Mila (Tang Lab) | lab | academic | Canada | 1 | 74.0 | |
| 57 | VantAI | company | industry | USA | 2 | 73.6 | |
| 58 | Pande Lab (Stanford, alumni network) | lab | academic | USA | 1 | 73.1 | |
| 59 | Princeton Chemistry (Doyle, ex) | lab | academic | USA | 1 | 72.6 | |
| 60 | LIT Strasbourg (Rognan) | lab | academic | France | 1 | 72.6 | |
| 61 | DeepChem Community | consortium | nonprofit | International | 2 | 72.4 | |
| 62 | Bo Wang Lab (Vector/UofT) | lab | academic | Canada | 1 | 72.1 | self_referential |
| 63 | Gladstone Institutes | lab | academic | USA | 1 | 71.7 | |
| 64 | SIMM, Chinese Academy of Sciences | lab | academic | China | 2 | 71.2 | |
| 65 | Relay Therapeutics | company | industry | USA | 1 | 71.2 | |
| 66 | Gray Lab (Johns Hopkins) | lab | academic | USA | 1 | 71.0 | |
| 67 | Eindhoven AI Molecular Engineering (Grisoni Lab) | lab | academic | Netherlands | 1 | 69.5 | |
| 68 | BenevolentAI | company | industry | UK | 1 | 68.8 | |
| 69 | Hernández-Lobato Group (Cambridge) | lab | academic | UK | 1 | 68.6 | |
| 70 | Shoichet Lab (UCSF) | lab | academic | USA | 1 | 68.3 | |
| 71 | Univ Lille (Lensink) | lab | academic | France | 1 | 66.7 | |
| 72 | IBM Research Europe (CAPRI-era) | lab | industry | Belgium | 1 | 66.4 | |
| 73 | ML2Health | consortium | academic | USA | 1 | 66.2 | |
| 74 | Song Lab (Berkeley) | lab | academic | USA | 1 | 65.7 | |
| 75 | PKU AIDD / SIMM CAS / Tsinghua | consortium | academic | China | 0 | 65.0 | self_referential |
| 76 | ClawBio | consortium | nonprofit | International | 1 | 64.3 | |
| 77 | Biostochastics LLC | company | industry | USA | 1 | 59.3 | |
| 78 | MedBioinformatics Solutions | company | industry | Spain | 1 | 55.2 | license-gated-commercial |
| 79 | Tübingen (Boeckler Lab) | lab | academic | Germany | 1 | 54.0 |