MetalAiQ turns every approved lab result into permanent R&D intelligence — so your metallurgists go from a customer spec to a validated, audit-ready grade in weeks, not months, with the proof to defend every decision. It's the metals expression of the Innovate-AiQ closed loop.
Your labs generate more data than ever — and answer the same questions over and over, because none of it compounds.
The same disciplined Amplinth loop, tuned to metallurgy — every approved trial makes the platform smarter.
Ingest specs, standards & trial history; connect to your LIMS (SAP QM, LabWare, STARLIMS, Sample Manager).
A metallurgical knowledge graph + real CALPHAD physics. Trust Tiers T1–T6 on every parameter. No black box.
Pareto fronts, Bayesian optimization & SHAP narrow the design space before the furnace.
Closed lab-trial loop: request → execute → capture → review → approve. Every approval retrains the surrogate.
30–50% fewer trials · modelled; one-click EN 10204 3.1 certificate.
A complete R&D workbench — knowledge, materials science, lab operations and governance — built as one platform, not a stack of point tools.
Grade Explorer across 2,294 indexed grades; specifications & equivalence mapping (EN / ASTM / JIS); Document Intelligence (IntelliKnow) extracting specs, tables & microstructure into a hierarchy graph; graph-aware RAG with citations to standards, papers and your own approved trials; knowledge-graph viewers for Grade ↔ Spec ↔ Trial ↔ Property ↔ Outcome.
Real CALPHAD engine (pycalphad Gibbs-energy minimisation, KG-augmented, with Schaeffler/DeLong/PREN fallback); recommendation engine across 13 endpoints (Pareto + Bayesian Optimisation with GP + Expected Improvement + SHAP); DoE engine (factorial, Box-Behnken, Plackett-Burman, optimal); phase modelling & weld simulation; failure-analysis assistant.
Sample registration & chain of custody; the closed lab-trial loop (request → execute → capture → review → approve); instrument registry, calibration, maintenance & inventory; TAT / SLA dashboards with breach detection; external customer portal & event-driven notifications.
Production Digital Twin for industrial selection & supply-chain views; ISO 17025 dashboard; one-click EN 10204 Type 3.1 Certificate of Analysis in minutes; Trust Tiers T1–T6 grading every parameter by source quality; e-signed, immutable approval audit trail; enterprise LIMS connectors.
2,294 grades indexed · 3,497 approved CALPHAD parameters · full closed-loop trial workflow running today. Every figure below carries its maturity label.
2,294 grades and 3,497 approved CALPHAD parameters, running in one live, closed-loop production deployment.
Live deployment figures are Realized; the client is shown anonymized until its name is cleared for public use. Throughput and time figures are stated for full (Level-3) adoption.
Connect MetalAiQ to your specs, standards, trial history & LIMS. Customize it to your grade library and workflows — the shape is reusable; the science is what we tailor. Operate the closed loop in production, where every approved trial makes the platform smarter. Your R&D IP and trial data never leave your control.
Purpose-built for steel & specialty-alloy R&D — real CALPHAD physics and a metallurgical knowledge graph, not a generic copilot bolted onto your documents. The only closed learning loop of its kind in production today.
Neurosymbolic grounding + provenance: every prediction names its model, its training data, and a confidence band tied to actual residuals. Trust Tiers T1–T6 gate every parameter by source quality.
Fewer trials, faster qualification, compliance in minutes — quantified by EVA. Compliance is a feature, not a project: automatic audit trail, e-signatures and one-click standards packs.
The next metallurgist to ask "has anyone tried this before?" should get a real answer in seconds, with citations to papers, standards, and your own approved trials.