Materials intelligence
for defense & aerospace.

Define your constraints. Watch a seven-phase AI pipeline screen candidates, predict properties, run thermodynamic analysis, and rank results. Live.

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Free scan · Reports from $1.5K

150K+

Materials

115

Curated Alloys

29

Families

7

Environments

Live Pipeline Demo

01Screening

Filtering candidates against your constraints — temperature, density, supply chain.

Inconel 718PASS
Ni superalloy
Ti-6Al-4VPASS
Ti alloy
Haynes 282PASS
Ni superalloy
CMSX-4PASS
Ni SX superalloy
SS 316LFAIL
Stainless steel
Al 7075FAIL
Al alloy

4 of 55 curated alloys passed · 150K+ materials screened

Built for teams that can't afford to guess

“We spent three months on materials selection for a turbine housing. This would have given us the same shortlist in an afternoon.”

Senior Materials Engineer, Tier 1 Aerospace

“The supply chain filtering alone is worth it. We can't have Chinese-sourced alloys in defense applications. This tool catches it automatically.”

Program Manager, Naval Systems

“The literature synthesis phase is remarkable. It found papers our team hadn't seen, with directly relevant experimental data.”

R&D Director, Advanced Manufacturing

What you get

Anatomy of a report.

Real pages from a generated report. Arctic defense vessel hull plating. 503 candidates screened, 3 recommended, 11 sections.

Instant clarity on the right material.

503 candidates screened. Three survive. The executive summary gives you ranked recommendations with composite scores, primary advantages, and a clear rationale. Ready for your program manager in minutes, not months.

Key insightMaraging-300 scores 0.655: tensile strength, supply reliability, weldability
ALLOYFATHER-Report-rpt_marine_hull.pdf
Executive Summary

Every report is an 11-section professional consultation document. Hover to preview each page.

01Executive Summary

Top-line recommendation with rationale. The one page your PM reads first.

02Methodology

Pipeline phases, data sources, scoring weights. Fully cited.

03Scope & Constraints

Temperature, mechanical, supply chain, cost. Your input documented.

04Material Survey

115 curated + 150K+ screened. Pass/fail rationale for every candidate.

05Property Analysis

CHGNet ML predictions + empirical correlations. UTS, yield, density, hardness.

06Literature Evidence

AI-extracted properties from published papers with DOIs. Powered by SciWeave.

07Cross Validation

Curated vs. literature vs. computed values. Agreement scored per property.

08Stability & Corrosion

Phase stability, oxidation resistance, PREN, DBTT, environmental degradation.

09Trade Study

Multi-criteria Pareto optimization. Ranked candidates with composite scores.

10Supply Chain

Producer concentration (HHI), sourcing risk, country-of-origin compliance.

11Recommendations

Final ranked picks with manufacturing routes, cost estimates, next steps.

Literature intelligence

Powered bySciWeave

Every report's literature section is backed by real academic papers, not hallucinated references. Try it yourself.

AI research assistant
with real citations.

SciWeave searches 250M+ scholarly works and returns expert-level answers backed by real papers with DOIs. Every claim is traceable to a source. No hallucinations. No fabricated references.

ALLOYFATHER uses SciWeave to power the Literature Evidence phase: extracting material properties, failure modes, and processing routes from published research, then cross-validating against computed values.

250M+Scholarly works indexed
Real DOIsEvery citation is verifiable
NERStructured property extraction from abstracts
Try SciWeave free
Literature NER Pipeline
4 papers · 4 properties extracted
Q

What are the mechanical properties of HY-80 steel for marine hull applications?

A

Extracted Properties
Tensile Strength550 MPahigh
Yield Strength350–380 MPahigh
Charpy Impact≥ 95 Jhigh
DBTT-70°Cmedium
Sources (4 papers)
[1] K. Woloszyk et al. (2023). “Material Properties of HY 80 Steel after 55 Years of Operation for FEM ApplicationsJ. Marine Science10.1016/j.jmst.2022.05.040
[2] H.F. Li, Z.F. Zhang et al. (2021). “Predictive fatigue crack growth law of high-strength steelsJ. Material Science & Technology10.1016/j.jmst.2021.04.042
[3] B.P. Somerday, Z.D. Harris (2025). “Hydrogen embrittlement of steels: Mechanical properties in gaseous hydrogenInternational Materials Reviews10.1177/09506608251338698
[4] K. Woloszyk, F. Goerlandt et al. (2024). “Framework for hull girder failure considering corrosion degradationReliability Engineering & System Safety10.1016/j.ress.2024.110336

How it works

Describe what you're building.

Plain English or structured input. Tell us the application, operating environment, temperature range, mechanical requirements, cost ceiling, and supply chain restrictions.

Example input:

“Turbine blade for next-gen fighter jet engine. Operating at 800–1200°C sustained. Must withstand 10M fatigue cycles. No Chinese or Russian supply chains. Budget under $900/kg.”

Capabilities

115curated alloys

29 families: superalloys, Ti, HEAs, HSLA, armor, refractory, ceramic

150K+materials screened

Materials Project DFT + SMACT novel compositions + curated DB

7environment regimes

Arctic · tropical marine · high-temp oxidizing · acidic · desert · space vacuum

ITAR-aware supply chain

Country-of-origin exclusion · CN/RU flagged · HHI concentration index

MIL-STD, ASTM, AMS, ISO, EN

Every candidate validated against your compliance requirements

Hard cost ceiling ($/kg)

Budget enforced during screening, not after. Won't recommend what you can't field

11-section consultation report

Executive summary → cross-validation → trade study → recommendations

Literature-backed with DOIs

SciWeave NER extraction from 250M+ scholarly works · no hallucinated refs

CHGNet ML property predictions

Universal potential energy/stress/magnetic moments for all MP candidates

Stop guessing.
Start specifying.

Free screening scan shows candidates instantly. Full report delivers the analysis your team needs.