ABOUT

Making infrastructure monitoring automated, affordable, and actionable.

BlackBox: 39N was founded to close the gap between how often coal ash embankments are inspected and how quickly they can fail. We believe the earliest warning signs of structural failure are already visible in the drone photogrammetry utilities capture — if every survey actually gets analyzed.

FOUNDER
[ drop portrait ]
Garrett Winkelmaier, Ph.D.
FOUNDER · APPLIED MACHINE LEARNING

Full bio coming soon.

RESEARCH FOUNDATION

Grounded in peer-reviewed research, not a black box.

Our approach builds on a concept for image segmentation and tension-crack detection documented in peer-reviewed, publicly available research. BlackBox: 39N's model, training data, and implementation are our own — purpose-built for this surface type, this crack morphology, and this failure mode.

PEER-REVIEWED PUBLICATION
"Topographically Guided UAV for Identifying Tension Cracks Using Image-Based Analytics in Open-Pit Mines"
AUTHORS · G. Winkelmaier, R. Battulwar, M. Khoshdeli, J. Valencia, J. Sattarvand, B. Parvin
JOURNAL · IEEE Transactions on Industrial Electronics, vol. 68, no. 6, pp. 5415–5424
YEAR · 2021 · DOI 10.1109/TIE.2020.2992011
BBX's model, training data, and implementation are independently developed.
Read the publication →
APPROACH

Purpose-built for coal ash — not a general AI platform.

We are not building a general-purpose computer vision platform. Every part of the system — the imagery pipeline, the detection model, the reporting format — is built around one failure mode: tension cracking in coal ash embankments.

That focus is deliberate. It lets us go deep on a single, well-understood risk instead of shallow across many, and it keeps every output squarely in the hands of the engineers responsible for the facility.

A tool for engineers. Never a replacement for them.

CONTACT

If you are responsible for ash pond monitoring, we would like to talk.

We work directly with utility engineering teams, asset integrity groups, and the engineering firms supporting them — not procurement generalists. Available under NDA before any imagery changes hands.

FOUNDER
Garrett Winkelmaier, Ph.D.
DIRECT