
Let's be blunt. Potentially toxic waste is just about the last thing you want to get in the mail. And that's just one of the opportunities for AI to make the business of analyzing wastewater better.
It's an industry that goes far beyond just making sure water coming from traditional sewage plants is clean.
Just about every industry on earth - from computer chips to potato chips - relies on putting water to work, which means we're all, literally, swimming in the stuff.
Just What the Doctor Ordered It's also an industry that depends on moving samples through the mail to be analyzed by human experts.
That started to change, however, thanks to a conversation Opseyes founder Bryan Arndt, then a managing consultant with Denmark-based architecture and engineering firm Ramboll, had with his brother, a radiologist.
Arndt was intrigued when his brother described how deep learning was being set loose on medical images.
Arndt quickly realized that the same technology - deep learning - that helps radiologists analyze images of the human body faster and more accurately could almost instantly analyze images, taken through microscopes, of wastewater samples.
Faster Flow The result, developed by Arndt and his colleagues at Ramboll, a wastewater industry leader for more than 50 years, dramatically speeds up an industry that's long relied on sending tightly sealed samples of some of the stinkiest stuff on earth through the mail.
That's critical when cities and towns and industries of all kinds are constantly taking water from lakes and rivers, like the Mississippi, treating it, and returning it to nature.
We had one client find out their discharge was a quarter-mile, at best, from the intake for the next city's water supply, Arndt says. Someone is always drinking what your tube is putting out.
That makes wastewater enormously important.
Water, Water, Everywhere It's an industry that was kicked off by the 1972 U.S. Clean Water Act, a landmark not just in the United States, but globally.
Thanks to growing awareness of the importance of clean water, analysts estimate the global wastewater treatment market will be worth more than $210 billion by 2025.
The challenge: while almost every industry creates wastewater, wastewater expertise isn't exactly ubiquitous.
Experts who can peer through a microscope and identify, say, the six most common bacterial filaments as they're known in the industry, or critters such as tardigrades, are scarce.
You've Got Ugh That means samples of wastewater, or soil containing that water, have to be sent through the mail to get to these experts, who often have a backlog of samples to go through.
While Ardnt says people in his industry take precautions to seal potentially toxic waste and track it to ensure it gets to the right place, it's still time-consuming.
The solution, Arndt realized, was to use deep learning to train an AI that could yield instantaneous results. To do this, last year Arndt reached out on social media to colleagues throughout the wastewater industry to send him samples.
Least Sexy Photoshoot Ever He and his small team then spent months creating more than 6,000 images of these samples in Ramboll's U.S. labs, where they build elaborate models of wastewater systems before deploying full-scale systems for clients. Think of it as the least sexy photoshoot, ever.
These images were then labeled and used by a data science team lead by Robin Schlenga to train a convolutional neural network accelerated by NVIDIA GPUs. Launched last September after a year-and-a-half of development, Opseyes allows customers to use their smartphone to take a picture of a sample through a microscope and get answers within minutes.
It's just another example of how expertise in companies seemingly far outside of tech can be transformed into an AI. After all, no one wants to have to wait a week to know if it's safe to take a sip of water, Arndt says.
Bottoms up.
Featured image credit: Opseyes
Most recent headlines
05/01/2027
Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be ...
07/10/2026
Dalet, a leading technology and service provider for media-rich organizations, today announced the latest Long-Term Supported (LTS) release of Dalet Flex. Build...
06/09/2026
June 9 2026, 23:00 (PDT) Dolby and MagentaTV Bring Fans Closer to the FIFA Worl...
06/08/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
06/08/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
06/08/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
06/08/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
06/08/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
06/08/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
06/08/2026
At this year's SET EXPO, PlayBox Neo will present recent innovations across its PlayBox Neo Suite and integrated range of broadcast media solutions. By show...
06/08/2026
Live demo at IBC2026 VisualOn Booth, Hall 5, Stand A55
Amsterdam, Netherlands Modern Streaming Solutions Private Limited, a rising force in India's dig...
06/08/2026
Screen Australia and YouTube Australia fund five new teams through eleventh Skip...
06/08/2026
How Karukera Studio Built a Media Production Hub with SNS EVO
Melanie Ciotti August 5, 2026
0 Comments
Hero images displays Karukera Studio in Sainte-...
06/08/2026
NHK drama series Rosanjin no Kamado shot on PYXIS 6K
Brie Clayton August 5, 2026
0 Comments
Blackmagic PYXIS 6K and DaVinci Resolve Studio capture the...
06/08/2026
Camera Match: AutoSetup 3d Plugin / script for Photomontages- Cinema 4D
Jamie Cardoso August 5, 2026
0 Comments
If you do any kind of Architectural Vi...
05/08/2026
Thomson's Climate Crisis Toolkit for Media in Tanzania is being included in a new virtual library designed to ensure accurate and engaging storytelling arou...
05/08/2026
RSNs, teams, leagues, and streamers explore the present and future of local spor...
05/08/2026
As sports-production workflows generate larger volumes of unstructured data and ...
05/08/2026
Three aspiring broadcasters will contribute on-camera and inside the production ...
05/08/2026
Adam Meeks attends the premiere of his film Union County, an official selection of the 2026 Sundance Film Festival. (Photo by Jemal Countess/Sundance Institut...
05/08/2026
Major discounts, updates & remakes of early VST plug-ins
Steinberg are currently celebrating two significant anniversaries, with this week marking the 30th ...
05/08/2026
Flagship monitor range gains wireless remote control
KRK's flagship studio monitor range has just been upgraded, with three new fifth-generation models ...
05/08/2026
Rohde & Schwarz launches next phase of Airways New Zealand Air Traffic Control s...
05/08/2026
Rohde & Schwarz presents the R&S MP007, a man-portable tactical direction findin...
05/08/2026
Advertisers invested $53.6 million in the retirement sector in the last 12 month...
05/08/2026
Nielsen CMI and Ad Intel data reveals who's visiting IKEA, where else they s...
05/08/2026
Media buyers and sellers can now compare deduplicated campaign reach across computer, mobile, connected TV and linear TV across all measurable CTV publishers in...
05/08/2026
Stranger Things' Leads All Streaming Titles with 23.3 Billion Minutes in Fir...
05/08/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
05/08/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
05/08/2026
QuickLink, the leading provider of award-winning video production and remote guest integration solutions, announces the appointment of Kane Peterson to its Nort...
05/08/2026
XR research reveals marketers believe they have control over production costs, yet budget overruns, campaign delays and creative cutbacks remain commonplace
Se...
05/08/2026
Game On Live Studio Uses Blackmagic Design to Stream Tropical 7s
Brie Clayton August 4, 2026
0 Comments
Every match of world's largest youth rugby...
05/08/2026
Chris Fitzgerald to Head TDC's Experiential Growth
Brie Clayton August 4, 2026
0 Comments
Technical Direction Company promotes Chris Fitzgerald to...
05/08/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
05/08/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
05/08/2026
Profuz Digital is set to launch a powerful upgrade to its Profuz LAPIS digital media management platform at IBC this year at Stand 8.A88. France Galop, Canal+ F...
05/08/2026
KRK, a Gibson brand and leader in professional studio monitoring for nearly four decades, launches its new V Series Five Studio Monitors, the latest evolution o...
05/08/2026
Network expansion, continued customer growth and stable financial performance characterized Magyar Telekoms business results for the first half and second quart...
05/08/2026
Wednesday 5 August 2026
The Sky Foundation launches new bursary programme to su...
05/08/2026
Charlie Sheen Launches Mostly Sheenius in Partnership with Red Seat Ventures After Decades as One of the World's Most Recognizable and Interviewed Celebr...
04/08/2026
Live production in the cloud is a growing trend across the industry, and Major L...
04/08/2026
LAFC co-managing owner will succeed Don Garber on Jan. 1, 2027, as league prepar...
04/08/2026
In 2022, when the PGA TOUR was breaking ground on its new, state-of-the-art broa...
04/08/2026
Provided by POVORA, the new camera angle offers a dealer's-eye view of the c...
04/08/2026
Spiideo will provide the camera setup, with NEP handling broadcast integration and off-site video operations...
04/08/2026
Production team streamed more than 750 youth rugby matches using ATEM switchers,...
04/08/2026
Agreement gives KTC early access to NDI's Advanced SDK for integration across commercial displays, digital signage, and interactive panels...
04/08/2026
Twelve projects across four categories recognize collaborative work in productio...
04/08/2026
Multi-year agreement will introduce SkeleTRACK, semi-automated offside, automate...