Smart Prioritization Engine

Intelligent ranking of AI-generated thermoelectric material candidates

Materials in Queue

10

Ready for synthesis

In Synthesis

1

Active lab work

Testing Phase

1

Under validation

Avg. Predicted ZT

1.66

Industry standard: 1.0

Avg. Synthesis Cost

£1,493

Per material

Total Candidates

12

AI-generated

Prioritization Weights

Adjust weights to customize material ranking criteria

Total Weight Sum:1.00

Predicted thermoelectric figure of merit

25%

Lower synthesis cost preferred

15%

Lower complexity preferred

15%

Lower toxicity preferred

10%

Precursor material availability

10%

Uniqueness of material structure

10%

Market readiness potential

10%

Shorter synthesis time preferred

5%

How it works

Each material is scored on a 0-10 scale for every criterion. The weights determine how much each criterion contributes to the final priority score. Materials are then ranked from highest to lowest priority.

Top 10 Priority Candidates

Materials ranked by priority score (Queued status only)

Highest Score

7.54

Average Score

6.34

Candidates Shown

10

Material Candidates

12 materials • Click any row for details

Rank
Material
ZT
Cost
ComplexityStatus
Time
Actions
#17.5

Organic PEDOT Composite

PEDOT:PSS-Te

MAT-012

1.1
£320Low
Queued
5d
#27.5

Magnesium Silicide Alloy

Mg₂Si₀.₄Sn₀.₆

MAT-003

1.5
£450Low
Queued
7d
#37.1

Calcium Cobalt Oxide

Ca₃Co₄O₉

MAT-009

1.2
£420Low
Testing

Imperial

8d
#46.8

Zinc Antimonide Variant

ZnSb-Bi₀.₀₃

MAT-005

1.3
£580Low
Queued
10d
#56.6

Lead-Free Skutterudite

CoSb₂.₈₅Te₀.₁₅

MAT-004

1.9
£1,600Medium
In Synthesis

Cambridge

16d
#66.6

Silicon-Germanium Alloy

Si₀.₇Ge₀.₃

MAT-007

1.4
£950Medium
Queued
12d
#76.5

Iron Vanadate Silicide

Fe₂VAl-Si₀.₁

MAT-011

1.6
£1,100Medium
Queued
15d
#86.3

Bismuth-Antimony Telluride Composite

Bi₀.₅Sb₁.₅Te₃

MAT-001

1.8
£1,200Medium
Queued
14d
#95.8

Copper Selenide Nanocomposite

Cu₂Se-rGO

MAT-002

2.1
£2,800High
Queued
21d
#105.5

Half-Heusler Titanium Compound

TiNiSn₀.₉₈Sb₀.₀₂

MAT-008

1.7
£2,400High
Queued
24d
#115.4

Tin Selenide Composite

SnSe-SnTe

MAT-006

2.3
£3,200High
Queued
28d
#125.3

Zirconium Nickel Sn Composite

ZrNiSn-HfNiSn

MAT-010

2.0
£2,900High
Queued
26d