Feature Library
Computational products for every stage of R&D.
Discovery workflows, simulation engines, and decision systems — each one dedicated to a specific class of materials questions, with documentation and examples.
Search & Discover
Find materials across 85 source databases with cross-source validation built in.
Formation Energy Predictor
A gradient-boosted model that ranks candidate chemistries for formation energy and relative stability before you spend simulation budget, falling back to warehouse DFT values when the model is unavailable. Performance on novel compositions may vary.
Rank by predicted formation energy before you spend simulation budget.
Cross-Source Confidence
Scores from 0-1 based on agreement across every indexed source that reports the formula.
Know how much corroboration sits behind a result.
Similarity Search
Find materials like NMC811 but without cobalt using compositional and property context.
Search by analogy, not just exact formula match.
Batch Formula Screener
Paste up to 500 formulas and get a ranked triage list back in a single pass.
Move from raw lists to an ordered backlog fast.
Patent Navigator
Search the indexed patent corpus by composition and technical whitespace.
Bring IP context into the first pass, not the last.
Autonomous IP Generator
Generate IP-exploration candidates scored across stability, synthesis, supply chain, and patent whitespace in one pass.
Rank warehouse candidates for review.
Patent Whitespace Discovery
Find compositions that are thermodynamically stable, synthesizable, and with no identified patent coverage in the indexed corpus.
Explore open space in the indexed patent corpus.
Knowledge Graph Explorer
Traverse the knowledge graph in a single BFS call — compositions, crystal structures, and synthesis recipes.
Discover non-obvious connections between materials, structures, and synthesis routes.
Simulate & Predict
Run electrochemical models and causal simulations before lab work.
Battery Digital Twin
Submit early-cycle data via API and get degradation context.
Get degradation context from early cycling data; accuracy not yet published.
6-Signal Assessment
One report spanning ranking, synthesis, lifecycle, supply, IP, and similar materials.
Replace six disconnected reviews with one decision frame.
PyBaMM Simulation
Electrochemical models with warehouse parameter sets for scenario testing.
Run electrochemical scenarios on governed parameters, not ad hoc assumptions.
Sabatier Volcano Engine
Position HER, OER, and CO₂RR catalysts on the right volcano in one call.
See catalytic tradeoffs in the language your team already uses.
Practical Stability Scorer
5-dimensional composite score: DFT hull distance, experimental synthesis evidence, cross-source agreement, supply risk, and novelty.
Go beyond formation energy — combine stability with recorded synthesis evidence.
Decide & Act
Get complete decision packages with economics, IP, and qualification paths.
Upgrade Package Generator
Ranked packages with synthesis, timeline, cost, and patent context in one deliverable.
Move from candidate lists to a decision-ready package.
Precursor Substitution Engine
Precursor alternatives ranked by how often they appear in published synthesis recipes.
Find realistic precursor swaps instead of theoretical substitutes.
Supply Chain Risk Monitor
Element-level HHI scoring with suggested alternatives for exposed chemistries.
See sourcing fragility at the composition level.
Multi-Objective Pareto Ranker
Balance battery capacity, voltage, energy, and supply risk on one frontier.
Stop arguing from one metric at a time.
Composition Intelligence Report
A complete research deliverable generated from one composition-level API call.
Turn one material request into a joined research brief.
Mineral Deposit Intelligence
Search 304K USGS MRDS mineral deposits across 166 countries with criticality scoring.
Understand supply geography before it becomes a supply problem.
Radiation-Hard Materials Screener
Screen wide-bandgap candidates for space and defense radiation environments using DFT properties and experimental irradiation data.
Shortlist wide-bandgap candidates for radiation testing.
Build your materials program on one surface.
Features ship through the UI and REST API, with MCP tools for core workflows — so humans and agents work from the same source of truth.