Market-ready
Software

Factory Floor Defect Twin

By Sofia Alvarez · Software inventor · Detroit, MI

Vision model that builds a live digital twin of assembly lines and flags defects before scrap compounds.

ManufacturingComputer visionOps

Problem

Many mid-size manufacturers still catch quality issues after a full batch is complete, burning material and labor.

Solution

Edge cameras plus a lightweight twin that maps each station, predicts defect cascades, and recommends the lowest-cost intervention in real time.

Seeking

Strategic customers in automotive and appliance assembly

Related pitches

Pilot
Climate
Carbon-Negative Packaging Foam

By Priya Nandakumar · Materials scientist

Mycelium foam that sequesters more carbon than it emits and replaces polystyrene in cold-chain shipping.

PackagingBiomaterialsLogistics
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312watching41reviewsPortland, OR4d ago

Seeking: Corporate offtake agreements and Series A manufacturing capital

Open pitch
Prototype
Climate
Grid-Edge Battery Router

By Noah Kim · Energy systems inventor

Home and small-business battery software that routes stored energy across neighbors during peak pricing windows.

EnergyGridSoftware
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221watching29reviewsDenver, COAug 4

Seeking: Utility pilots and climate-tech seed investment

Open pitch