Molecular
Molecular simulation
DFT-grade energies, geometries and force curves for small and mid-size molecules. The training substrate for reactive AI.
Attested pipeline
$MATRIX has launched on Virtuals Protocol on Robinhood Chain.View token
Scientific data, attested on-chain
The attestation layer for the data quantum-AI is starving for.
QMATRIX pairs domain-expert review with cryptographic provenance for molecular, materials and optimization datasets. Trainers get verified scientific data. Experts get paid in $MATRIX.
Most Successfull Quantum Companies
The protocol
Provenance, computation and consensus in one lane.
Generic labeling networks cannot verify a DFT calculation. QMATRIX routes every submission through compute and credentialed experts before it reaches a trainer.
01
Submit
Labs and research groups post datasets under a scientific class. Every submission carries provenance, method, and reproducibility metadata.
02
Compute
DFT and reference workflows re-run on standardized environments. Results are hashed on-chain alongside the inputs that produced them.
03
Attest
Verified domain experts stake $MATRIX to attest each record. Consensus across attesters, not a single reviewer, produces the signal.
04
Route
Trainers pull verified sets by class, method, and confidence. Attesters and contributors earn on downstream use.
Data classes
The scientific classes quantum-AI cannot crowdsource.
Materials
Materials properties
Band gaps, formation energies, elastic and dielectric tensors across crystalline and amorphous systems.
Attested pipeline
Catalysis
Catalysis and reactions
Transition states, activation energies and reaction networks that closed catalysis models depend on.
Attested pipeline
Protein
Protein ligand binding
Affinity, pose and free-energy windows attested by structural biology reviewers, not crowd labelers.
Attested pipeline
Optimization
Optimization landscapes
QUBO, Ising and combinatorial benches with verified optimal or best-known bounds for benchmarking.
Attested pipeline
Quantum chem
Reference benchmarks
Coupled-cluster and multireference reference sets that pin the ceiling for approximate methods.
Attested pipeline
Live explorer
See how we collect and label data for AI systems.
Every cell is one scientific dataset moving through submission, DFT computation, expert attestation and final verification. Click a row, column or cell to inspect the pipeline.
preview · sample attestations
Quantum-AI is starving for the one data class nobody can crowdsource.
sample.mol · DFT-PBE · 6-31G(d)
attesting
E = -76.4128 HaΔ = 0.0021verified ✓
the lanewhere QMATRIX sits in the market
centralized expert players
Off-chain black boxes. No token, no portable reputation, no neutral attestation surface.
decentralized data players
Target broad, general-purpose data. Not built for DFT-grade scientific labels.
decentralized scientific compute
Runs the simulations. Complements QMATRIX. Does not attest who labeled what, or how well.
QMATRIX
Pairs domain-expert attestation with the scientific data class. The on-chain Mercor or Surge for quantum-AI data.
1,420
datasets in pipeline
380
credentialed attesters
6
scientific data classes
100%
on-chain provenance
$MATRIX
The economy that pays for verified science.
$MATRIX is the coordination asset. Attesters stake to review, trainers pay to route, contributors earn on downstream use. One token, one grid, one clearing layer for scientific training data.
Stake
Attesters bond $MATRIX to review a class.
Route
Trainers pay to pull verified data.
Earn
Contributors accrue on downstream use.
Slash
Consensus drift is penalized economically.
Roadmap
Domains open over time. No hard dates.
- Now01
Attester onboarding
Credentialing DFT, materials and structural-biology reviewers.
- Next02
Class expansion
Catalysis, protein ligand and optimization pipelines go live.
- Later03
Trainer routing
Verified sets routed to trainers by class, method and confidence.
- Standard04
The scientific default
QMATRIX becomes the clearing layer for scientific training data.
Verified science.
On-chain, by default.
$MATRIX is live on Virtuals Protocol on Robinhood Chain. Join the attester network or follow the launch. QMATRIX is the on-chain Mercor for scientific training data.