Autonomous Materials Engine
Autonomous Materials Discovery at Scale
Topology-driven screening, Ising solver cascades, and cryptographic provenance. Battery electrolytes, MOFs, alloys, and semiconductors — discovered autonomously.
2191624
Materials Screened
What You Get
Topology-Driven Screening
Betti number analysis filters materials by topological viability — ion tunnels (b1) and void spaces (b2).
Ising Solver Cascade
4 Hamiltonian solvers (SBM, CIM, DMM, CVTR) rotate via weighted cascade, with 3 reserve solvers (SOLG, Kuramoto, HDC) available.
Cryptographic Provenance
Every discovery is SHA-256 hashed into an append-only proof ledger — verifiable, immutable, timestamped.
5-Axis Radar Profile
Stability, conductivity, topology, cost, and synthesizability — scored and visualized per material.
127
Materials Discovered
2191624
Total Screened
26
Novel
459878
Proofs
Autonomously Verified
0.29
Avg Topology Score
Betti number persistent homology across all candidates
0.55
Avg Composite Score
5-axis weighted average across all candidates
459878
Proof Provenance
SHA-256 hashed discovery records
How It Works
1
Browse
Explore materials across 4 discovery profiles: battery, MOF, alloy, and semiconductor.
2
Filter
Filter by composite score, novelty status, profile, and synthesizability.
3
Purchase
Buy individual discoveries with research licenses and IP royalty tracking.
Plans
Explorer
Free
forever
- 2 API calls/day
- Score ≤ 0.50 visible
- Masked formulas
- Composite score only
- 50 credits/month
- Per-discovery purchase
RECOMMENDED
Research Pass
$49
/month
- 200 API calls/day
- Full catalog, no ceiling
- Full formulas revealed
- All scores + radar
- 500 credits/month
- Verification data + exports
- Per-discovery purchase
Per-Discovery Pricing
Purchase individual materials. Every purchase includes a research license. Commercial use requires royalty or buyout.
| Data Tier | Price | Novel (2x) | Royalty | Buyout |
|---|---|---|---|---|
| DISCOVERY | $49 | $98 | 2% | $735 |
| PROFESSIONAL | $249 | $498 | 3% | $3,735 |
| ENTERPRISE | $999 | $1,998 | 4% | $14,985 |
| VAULT | $4,999 | $9,998 | 5% | $74,985 |
| Feature | Explorer (Free) | Research Pass ($49/mo) |
|---|---|---|
| Browse catalog | Score ≤ 0.50 | Full catalog |
| Formulas | Masked | Full |
| Sub-scores | Composite only | All scores + radar |
| Daily API calls | 2 | 200 |
| Monthly credits | 50 | 500 |
| Per-discovery purchase | ✓ | ✓ |
| Verification data | — | ✓ |
| Data export (JSON, CIF, CBOM) | — | ✓ |
| Investment reports | — | ✓ |
| Engine stats | — | ✓ |
| Provenance chain | ✓ | ✓ |
FAQ
Axiom Lattice is an autonomous materials discovery marketplace. Our engine screens thousands of candidate compositions using topology-driven Ising solver cascades, scores them on 5 axes, and publishes results with cryptographic provenance.
Four profiles: Battery (solid-state electrolytes via b1 ion-tunnel topology), MOF (CO2-capture frameworks via b2 void topology), Alloy (high-entropy alloys via phase stability), and Semiconductor (thermal interface materials via band structure).
There are two access levels. Explorer (free) sees materials with scores up to 0.50, with masked formulas and composite scores only. Research Pass ($49/mo) unlocks the full catalog with all scores, radar charts, verification data, and exports. Any individual material can also be purchased per-discovery ($49–$4,999 based on data tier, 2x for novel materials). Each purchase includes a research license with a royalty on commercial use.
Every discovery generates a SHA-256 hash from its metrics and evidence. These are stored in an append-only ledger, creating an immutable timestamp of when each material was discovered and verified.
Each material formula is searched against the Semantic Scholar literature database within its domain context. A confidence score from 0.0 (heavily published) to 1.0 (completely unknown) indicates commercial novelty potential.
Yes — every material can be purchased individually. Pricing is based on the data tier: DISCOVERY $49, PROFESSIONAL $249, ENTERPRISE $999, and VAULT $4,999. Novel materials are priced at 2x. Each purchase includes a research license (free use in papers/R&D). Commercial products incorporating the formula owe a net revenue royalty (2–5% depending on tier), or you can buy out the royalty for a one-time fee.
Four active Ising/Hamiltonian solvers rotate via weighted cascade: Simulated Bifurcation Machine (SBM), Coherent Ising Machine (CIM), Digital Memcomputing Machine (DMM), and Chaotic Variable-Time Relaxation (CVTR). Three additional solvers — Sparse Online Learning Gradient (SOLG), Kuramoto oscillator, and Hyperdimensional Computing (HDC) — are implemented and available as reserves.
Research Pass subscribers get API access with 200 calls/day. The API supports search, detail, stats, export, and proof verification endpoints. ACO/MCP protocol discovery is available at /.well-known/agent.json.
Start Exploring
Browse autonomously discovered materials with cryptographic provenance.
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