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South KoreaPublic sector2023 – ongoing

Korea Electrical Safety Corporation

AI classification of melted-wire marks in fire investigations

Korea Electrical Safety reported preliminary fire-cause classifications in under 10 seconds

WorkingCompany's own claim

Problem

Examining melted electrical wires to determine fire causes could take up to 10 days. Investigators needed a faster preliminary assessment at the scene.

Approach

The corporation's research centre developed an AI image-classification app. Investigators photographed wires through a portable microscope connected to a smartphone and received classifications and assessment documents electronically. Offices and about 90 fire stations used the app from 2023, with disagreements between AI and experts tracked separately.

Results

under 10 secondstime to a preliminary classification, according to the corporationCompany's own claim[1]
about 5,700fire-cause assessments using the app through the third quarter of 2026, according to the corporationCompany's own claim[1]

Takeaway

The app helped investigators select cases for detailed examination; its reported speed concerned preliminary classification.

Categories

Business function
Production and quality
Innovation type
Process innovation
AI technology
Computer vision
Evidence
Company's own claim

Sources

Source summaries

[1]Lawissue6 Oct 2026

The corporation reported operational use of its wire-image classification app since 2023. It claimed preliminary results in under 10 seconds and about 5,700 assessments through the third quarter of 2026.

Full details are in the original sources.

Added 1 Nov 2026 · Updated 1 Nov 2026
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