qFoldIT · client matrix · create scientific mission
Potential Clients.
Scientific Missions.
Representative B2B prospect matrix derived from the current qFoldIT architecture: scientific target → UAG → runtime/toolbelt → human search → CAMEO evaluation.
167
Prospects in this matrix
87
Tier A / immediate outreach
80
Tier B / second wave
17
Scientific / industrial domains
5
Primary runtime surfaces
1
Create Scientific Mission control plane
Prospect Matrix
Search and filter the outreach universe
| Company | Industry | Priority | Suggested Mission | qFoldIT Mission Fit |
|---|---|---|---|---|
|
Roche
Switzerland
|
Pharma | TIER A | Protein / Ligand | Oncology targets; antibodies; molecular docking |
|
Novartis
Switzerland
|
Pharma | TIER A | Protein / Ligand | Targeted oncology; small molecules |
|
Eli Lilly
USA
|
Pharma | TIER A | Protein / Peptide | Peptides; receptors; biologics |
|
Pfizer
USA
|
Pharma | TIER A | Protein / RNA | Targets; vaccines; RNA delivery |
|
Merck & Co. / MSD
USA
|
Pharma | TIER A | Protein / Ligand | Oncology; enzymes; antibodies |
|
Johnson & Johnson
USA
|
Pharma | TIER A | Protein / Biologics | Immunology; antibodies; targets |
|
AstraZeneca
UK / Sweden
|
Pharma | TIER A | Protein / Ligand | Oncology; respiratory; biologics |
|
Bristol Myers Squibb
USA
|
Pharma | TIER A | Protein / Antibody | Immuno-oncology; biologics |
|
AbbVie
USA
|
Pharma | TIER A | Protein / Antibody | Immunology; oncology; biologics |
|
Sanofi
France
|
Pharma | TIER A | Protein / Antibody | Therapeutic proteins; vaccines |
|
GSK
UK
|
Pharma | TIER A | Protein / Vaccine | Vaccines; immune targets |
|
Takeda
Japan
|
Pharma | TIER B | Protein / Ligand | Rare disease; neuroscience |
|
Amgen
USA
|
Pharma | TIER A | Protein / Antibody | Targeted oncology; biologics |
|
Gilead Sciences
USA
|
Pharma | TIER A | Protein / Ligand | Antiviral; oncology |
|
Regeneron
USA
|
Pharma | TIER A | Protein / Antibody | Antibody discovery; targets |
|
Novo Nordisk
Denmark
|
Pharma | TIER A | Peptide / Protein | Peptides; receptors; metabolic disease |
|
Alnylam Pharmaceuticals
USA
|
RNA / Gene Therapy | TIER A | RNA / Protein | RNAi therapeutics; delivery |
|
Moderna
USA
|
RNA / Gene Therapy | TIER A | mRNA / LNP | mRNA stability; lipid nanoparticles |
|
BioNTech
Germany
|
RNA / Gene Therapy | TIER A | mRNA / Protein | mRNA; immuno-oncology |
|
Ionis Pharmaceuticals
USA
|
RNA / Gene Therapy | TIER B | RNA | Antisense oligonucleotides |
|
Isomorphic Labs
UK
|
AI Drug Discovery | TIER A | Protein / Ligand | AI-generated structures; binding; validation |
|
Insilico Medicine
Hong Kong / USA
|
AI Drug Discovery | TIER A | Protein / Ligand | Generative molecular design |
|
Schrödinger
USA
|
AI Drug Discovery / Scientific Software | TIER A | Molecular / Protein | Physics-based drug discovery; human-in-loop |
|
Recursion
USA
|
AI Drug Discovery | TIER A | Molecular / Biological | AI + automated biology |
|
Generate Biomedicines
USA
|
AI Drug Discovery | TIER A | Protein Design | De novo protein design |
|
Xaira Therapeutics
USA
|
AI Drug Discovery | TIER A | Protein / Ligand | AI-native drug discovery |
|
insitro
USA
|
AI Drug Discovery | TIER A | Biology / Molecular | Machine learning + biology |
|
Genesis Therapeutics
USA
|
AI Drug Discovery | TIER A | Protein / Ligand | Deep learning molecular design |
|
Relay Therapeutics
USA
|
AI Drug Discovery | TIER A | Protein Dynamics | Protein motion / allostery |
|
Absci
USA
|
Protein Design / AI | TIER A | Protein Design | Generative biologics |
|
Cradle
Netherlands / UK
|
Protein Design / AI | TIER A | Protein Design | AI-guided protein engineering |
|
XtalPi
China / USA
|
AI Drug Discovery | TIER A | Molecular / Protein | AI + quantum / structural chemistry |
|
Atomwise
USA
|
AI Drug Discovery | TIER B | Molecular Docking | Virtual screening |
|
Iktos
France
|
AI Drug Discovery | TIER B | Molecular Design | Generative chemistry |
|
Owkin
France / USA
|
AI Drug Discovery | TIER B | Biology / Biomarkers | AI-driven drug discovery |
|
BenevolentAI
UK
|
AI Drug Discovery | TIER B | Target Discovery | AI-enabled biology |
|
Terray Therapeutics
USA
|
AI Drug Discovery | TIER B | Molecular Design | Experimental + ML chemistry |
|
EvolutionaryScale
USA
|
Protein Design / AI | TIER A | Protein Design | Foundation models for biology |
|
Chroma
USA
|
Protein Design / AI | TIER B | Protein Design | Generative protein design |
|
Profluent
USA
|
Protein Design / AI | TIER B | Protein Design | Generative protein engineering |
|
Nabla Bio
USA
|
Protein Design / AI | TIER B | Protein Design | Computational protein engineering |
|
Biomatter
Estonia
|
Protein Design / AI | TIER B | Protein Design | Protein design software |
|
Basecamp Research
UK
|
Protein Design / AI | TIER B | Protein Discovery | Biodiversity-derived proteins |
|
Ginkgo Bioworks
USA
|
Synthetic Biology | TIER A | Protein / Pathway | Cell programming; enzymes |
|
Novonesis
Denmark
|
Industrial Biotechnology | TIER A | Enzyme / Protein | Industrial enzymes and microbes |
|
Codexis
USA
|
Industrial Biotechnology | TIER A | Enzyme Design | Enzyme engineering |
|
Twist Bioscience
USA
|
Synthetic Biology | TIER B | DNA / Protein | DNA synthesis; libraries |
|
Bayer Crop Science
Germany
|
Agro-Tech | TIER A | Protein / Ligand | Pesticide selectivity; crop biology |
|
Syngenta
Switzerland / China
|
Agro-Tech | TIER A | Protein / Ligand | Crop protection; receptor binding |
|
Corteva Agriscience
USA
|
Agro-Tech | TIER A | Protein / Gene | Crop proteins; gene editing |
|
BASF Agricultural Solutions
Germany
|
Agro-Tech | TIER A | Molecular / Protein | Fungicides; biostimulants |
|
FMC Corporation
USA
|
Agro-Tech | TIER B | Molecular / Ligand | Crop protection chemistry |
|
UPL
India
|
Agro-Tech | TIER B | Molecular / Biological | Crop protection; biocontrol |
|
Pivot Bio
USA
|
Agro-Biotech | TIER A | Protein / Microbe | Nitrogen-fixing microbes |
|
Inari
USA
|
Agro-Biotech | TIER A | Protein / Gene | Seed design; gene editing |
|
Pairwise
USA
|
Agro-Biotech | TIER B | Gene / Protein | Gene editing; crop traits |
|
BASF
Germany
|
Chemicals / Materials | TIER A | Crystal / Molecular | Catalysts; polymers; adsorption |
|
Dow
USA
|
Chemicals / Materials | TIER A | Polymer / Molecular | Polymers; materials |
|
Evonik
Germany
|
Chemicals / Materials | TIER A | Molecular / Catalyst | Specialty chemicals; biomaterials |
|
Covestro
Germany
|
Chemicals / Materials | TIER A | Polymer / Molecular | Advanced polymers |
|
Arkema
France
|
Chemicals / Materials | TIER B | Polymer / Molecular | Advanced materials |
|
Clariant
Switzerland
|
Chemicals / Catalysis | TIER B | Catalyst / Molecular | Catalysis; specialty chemicals |
|
INEOS
UK
|
Chemicals / Materials | TIER B | Molecular / Polymer | Industrial chemicals |
|
SABIC
Saudi Arabia
|
Chemicals / Materials | TIER A | Polymer / Crystal | Advanced materials |
|
LyondellBasell
USA / Netherlands
|
Chemicals / Materials | TIER B | Polymer / Molecular | Polymers and circular materials |
|
Johnson Matthey
UK
|
Chemicals / Catalysis | TIER A | Catalyst / Crystal | Catalysts; hydrogen; materials |
|
Umicore
Belgium
|
Materials / Battery | TIER A | Crystal / Battery | Battery materials; recycling |
|
DSM-Firmenich
Netherlands / Switzerland
|
Food / Materials / Bio | TIER B | Enzyme / Molecular | Nutrition; ingredients; bio-based materials |
|
Mitsubishi Chemical
Japan
|
Chemicals / Materials | TIER B | Polymer / Molecular | Advanced materials |
|
Sumitomo Chemical
Japan
|
Chemicals / Agro | TIER B | Molecular / Ligand | Chemicals; agrochemicals |
|
Toray
Japan
|
Advanced Materials | TIER B | Polymer / Composite | Carbon fiber; advanced polymers |
|
LG Chem
South Korea
|
Chemicals / Battery | TIER A | Crystal / Polymer | Battery materials; polymers |
|
DuPont
USA
|
Advanced Materials | TIER A | Polymer / Material | Specialty materials |
|
3M
USA
|
Advanced Materials | TIER B | Material / Surface | Surface science; materials |
|
Corning
USA
|
Advanced Materials | TIER B | Crystal / Optical | Glass; photonics materials |
|
CATL
China
|
Battery | TIER A | Crystal Lattice | Solid-state; sodium-ion; electrode materials |
|
BYD
China
|
Battery / Automotive | TIER A | Crystal Lattice | LFP; next-generation cells |
|
LG Energy Solution
South Korea
|
Battery | TIER A | Crystal / Electrolyte | Cathodes; electrolytes; cells |
|
Panasonic Energy
Japan
|
Battery | TIER A | Crystal / Materials | Cell chemistry; stability |
|
Samsung SDI
South Korea
|
Battery | TIER A | Crystal / Materials | Next-generation cells |
|
SK On
South Korea
|
Battery | TIER A | Crystal / Electrolyte | Advanced EV batteries |
|
CALB
China
|
Battery | TIER B | Crystal / Cell | EV battery materials |
|
Gotion High-tech
China
|
Battery | TIER B | Crystal / Cell | LFP; battery materials |
|
EVE Energy
China
|
Battery | TIER B | Crystal / Cell | Battery chemistry |
|
Svolt Energy
China
|
Battery | TIER B | Crystal / Cell | EV batteries |
|
Sunwoda
China
|
Battery | TIER B | Crystal / Cell | Battery systems |
|
TSMC
Taiwan
|
Semiconductor | TIER A | Node / Crystal | Process geometry; advanced nodes |
|
Samsung Foundry
South Korea
|
Semiconductor | TIER A | Node / Crystal | GAA; advanced nodes |
|
Intel
USA
|
Semiconductor | TIER A | Node / Topology | Advanced packaging; silicon |
|
GlobalFoundries
USA
|
Semiconductor | TIER B | Node / Materials | Specialty processes |
|
UMC
Taiwan
|
Semiconductor | TIER B | Node / Process | Process optimisation |
|
SMIC
China
|
Semiconductor | TIER B | Node / Process | Advanced process development |
|
NVIDIA
USA
|
AI Hardware | TIER A | Topology Graph | Interconnect; chiplet; HBM topology |
|
AMD
USA
|
AI Hardware | TIER A | Topology Graph | Chiplet and package optimisation |
|
Qualcomm
USA
|
AI Hardware | TIER B | Topology Graph | SoC topology; power optimisation |
|
Broadcom
USA
|
AI Hardware | TIER A | Topology Graph | Networking silicon; interconnect |
|
Marvell
USA
|
AI Hardware | TIER B | Topology Graph | Datacenter interconnect |
|
MediaTek
Taiwan
|
AI Hardware | TIER B | Topology Graph | SoC optimisation |
|
SK hynix
South Korea
|
Memory | TIER A | 3D Topology | HBM; 3D memory |
|
Micron
USA
|
Memory | TIER A | 3D Topology | DRAM; HBM; packaging |
|
Kioxia
Japan
|
Memory | TIER B | 3D Topology | 3D NAND |
|
ASML
Netherlands
|
Semiconductor Equipment | TIER A | Optical / Topology | EUV optics; photon trajectories |
|
Applied Materials
USA
|
Semiconductor Equipment | TIER A | Process Geometry | Deposition; materials; process |
|
Lam Research
USA
|
Semiconductor Equipment | TIER A | Process Geometry | Etch and deposition |
|
KLA
USA
|
Semiconductor Equipment | TIER A | Geometry / Detection | Metrology; inspection |
|
Tokyo Electron
Japan
|
Semiconductor Equipment | TIER B | Process Geometry | Process equipment |
|
Entegris
USA
|
Semiconductor Materials | TIER B | Material / Crystal | Semiconductor materials |
|
IBM
USA
|
Quantum Computing | TIER B | Quantum Topology | Qubit topology; materials |
|
Google Quantum AI
USA
|
Quantum Computing | TIER B | Quantum Topology | Qubit layouts; error optimisation |
|
Quantinuum
UK / USA
|
Quantum Computing | TIER B | Quantum Topology | Trapped-ion systems |
|
IonQ
USA
|
Quantum Computing | TIER B | Quantum Topology | Ion-trap architecture |
|
Rigetti Computing
USA
|
Quantum Computing | TIER B | Quantum Topology | Superconducting circuits |
|
PsiQuantum
USA
|
Quantum Computing | TIER B | Photonics / Quantum | Photonic architectures |
|
D-Wave
Canada
|
Quantum Computing | TIER B | Quantum Topology | Annealing architectures |
|
Airbus
Europe
|
Aerospace | TIER A | CAD / Mesh | Aerodynamics; lightweight structures |
|
Boeing
USA
|
Aerospace | TIER A | CAD / Mesh | Aerodynamics; structures |
|
GE Aerospace
USA
|
Aerospace | TIER A | CAD / Material | Engine geometry; materials |
|
RTX
USA
|
Aerospace | TIER A | CAD / Material | Thermal; propulsion; materials |
|
Safran
France
|
Aerospace | TIER A | CAD / Material | Aero engines; composites |
|
Rolls-Royce
UK
|
Aerospace | TIER A | CAD / Material | Engine materials; thermal |
|
Lockheed Martin
USA
|
Aerospace / Defense | TIER B | CAD / Topology | Aerospace structures |
|
Northrop Grumman
USA
|
Aerospace / Defense | TIER B | CAD / Topology | Aerospace systems |
|
BAE Systems
UK
|
Aerospace / Defense | TIER B | CAD / Topology | Advanced systems |
|
SpaceX
USA
|
Space | TIER B | CAD / Structural | Launch systems; structures |
|
Blue Origin
USA
|
Space | TIER B | CAD / Structural | Propulsion; structures |
|
Rocket Lab
USA
|
Space | TIER B | CAD / Structural | Launch systems |
|
Tesla
USA
|
Automotive / Battery | TIER B | CAD / Crystal | Battery materials; vehicle aero |
|
Toyota
Japan
|
Automotive / Battery | TIER B | Crystal / CAD | Battery; manufacturing |
|
Volkswagen Group
Germany
|
Automotive / Battery | TIER B | Crystal / CAD | Battery; vehicle optimisation |
|
BMW Group
Germany
|
Automotive / Battery | TIER B | CAD / Battery | Vehicle aero; batteries |
|
Mercedes-Benz
Germany
|
Automotive / Battery | TIER B | CAD / Battery | Vehicle aero; materials |
|
Saudi Aramco
Saudi Arabia
|
Energy / Catalysis | TIER A | Catalyst / MOF | Catalysts; CO2; materials |
|
Shell
UK / Netherlands
|
Energy / Catalysis | TIER A | Catalyst / MOF | CCS; catalysts; materials |
|
ExxonMobil
USA
|
Energy / Catalysis | TIER A | Catalyst / MOF | CCS; refining catalysts |
|
Chevron
USA
|
Energy / Catalysis | TIER B | Catalyst / MOF | Energy materials |
|
TotalEnergies
France
|
Energy / Catalysis | TIER B | Catalyst / MOF | CCS; hydrogen |
|
ADNOC
UAE
|
Energy / Catalysis | TIER B | Catalyst / MOF | CCS; materials |
|
Petrobras
Brazil
|
Energy / Subsurface | TIER B | Fluid / Material | Reservoir and process optimisation |
|
Equinor
Norway
|
Energy / CCUS | TIER B | Catalyst / Subsurface | CCS; energy materials |
|
Linde
Germany / UK / USA
|
Industrial Gas | TIER A | Crystal / Adsorption | Hydrogen; gas separation |
|
Air Liquide
France
|
Industrial Gas | TIER A | Crystal / Adsorption | Hydrogen; gas separation |
|
Climeworks
Switzerland
|
Carbon Capture | TIER A | MOF / Adsorption | Direct air capture sorbents |
|
Svante
Canada
|
Carbon Capture | TIER A | MOF / Adsorption | Solid sorbent materials |
|
Nel
Norway
|
Hydrogen | TIER B | Catalyst / Crystal | Electrolyzers |
|
Plug Power
USA
|
Hydrogen | TIER B | Catalyst / Material | Fuel cells; hydrogen |
|
Rio Tinto
UK / Australia
|
Mining | TIER A | Crystal / Ligand | Mineral separation; flotation |
|
BHP
Australia / UK
|
Mining | TIER A | Crystal / Ligand | Ore processing; reagents |
|
Vale
Brazil
|
Mining | TIER B | Crystal / Process | Ore beneficiation |
|
Glencore
Switzerland
|
Mining / Materials | TIER B | Crystal / Process | Mineral processing; materials |
|
Anglo American
UK
|
Mining | TIER B | Crystal / Ligand | Ore separation |
|
Freeport-McMoRan
USA
|
Mining | TIER B | Crystal / Process | Copper processing |
|
Newmont
USA
|
Mining | TIER B | Crystal / Ligand | Gold processing |
|
Barrick Mining
Canada
|
Mining | TIER B | Crystal / Ligand | Gold/copper processing |
|
Fortescue
Australia
|
Mining / Energy | TIER B | Crystal / Process | Iron ore; green energy |
|
Zijin Mining
China
|
Mining | TIER B | Crystal / Process | Mineral processing |
|
Dassault Systèmes / BIOVIA
France / USA
|
Scientific Software | TIER A | Molecular / CAD | Materials and molecular simulation |
|
Ansys
USA
|
Scientific Software | TIER A | CAD / Physics | Engineering simulation |
|
Siemens Digital Industries Software
Germany
|
Scientific Software | TIER A | CAD / Topology | Digital engineering |
|
Cadence
USA
|
Scientific Software / Hardware | TIER A | Topology Graph | Electronic design |
|
Synopsys
USA
|
Scientific Software / Hardware | TIER A | Topology Graph | EDA; chip design |
|
Autodesk
USA
|
Scientific Software | TIER B | CAD / Mesh | Design and simulation |
|
Altair
USA
|
Scientific Software | TIER B | CAD / Physics | Simulation and optimisation |
|
COMSOL
Sweden
|
Scientific Software | TIER B | Physics / Mesh | Multiphysics simulation |
|
Wolfram
USA
|
Scientific Software | TIER B | Graph / Science | Computational intelligence |
|
AWS
USA
|
Cloud / Scientific AI | TIER B | Scientific Workflow | Cloud compute; research platform |
|
Microsoft
USA
|
Cloud / Scientific AI | TIER B | Scientific Workflow | Azure AI; research computing |
|
Google
USA
|
Cloud / Scientific AI | TIER B | Scientific Workflow | AI/Science infrastructure |
Mission Taxonomy
One control plane, multiple industry evaluators
MOLECULAR / BIOLOGICAL
PDB / FASTA → protein folding, binding, antibodies
SDF / MOL2 → ligand docking and conformational search
mRNA / RNA → stability, structure, delivery
Protein Design → de novo sequences and structures
MATERIALS / CRYSTAL
CIF / XYZ → batteries, catalysts, semiconductors
MOF / Adsorption → CO₂ capture and gas separation
Crystal Lattice → ion diffusion, stability, defects
Materials CAMEO → deterministic evaluator pipelines
ENGINEERING / TOPOLOGY
Graph / JSON → chip interconnects and DAGs
CAD / Mesh → aerospace and automotive geometry
Physics → thermal, aero and structural optimisation
Topology CAMEO → objective scoring against constraints
INDUSTRIAL / ENERGY
Catalyst → adsorption and reaction pathways
Hydrogen → electrolyzers and storage materials
Mining → flotation and mineral separation
Subsurface → fluid / reservoir geometry