
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
North America Stories
11/06/2026
The immense size of the tourney and its Atlantic-spanning operation also disting...
11/06/2026
Nielsen has released a new soccer fandom consumer research report, The Fans Behind The Game: FIFA World Cup 2026 Edition, examining the soccer audience in the...
11/06/2026
Telemundo will launch its FIFA World Cup 2026 coverage on Thursday, June 11 with...
11/06/2026
FuboTV Inc. has announced a distribution agreement with NBCUniversal. Fubo customers can now stream Telemundo and Universo, with NBC Sports Network (NBCSN), NBC...
11/06/2026
DAZN has announced its in-app features for FIFA World Cup 2026 coverage in Spain...
11/06/2026
Roblox has released the 2026 Roblox Digital Expression Report: Wave 4 - Sports D...
11/06/2026
FIFA has unveiled DNA, the Official FIFA World Cup 2026 Anthem, performed by A...
11/06/2026
ESPN will provide English- and Spanish-language news and information coverage of FIFA World Cup 2026 across its U.S. media platforms from June 11 through July 1...
11/06/2026
The latest product of the outstanding RIT Sports Network program, this recent grad from Long Island is carving out a promising path in broadcast engineering
In...
11/06/2026
DAZN has announced a multi-year agreement to make DSPORTS channels available to ...
11/06/2026
Laura Dern at the 1986 Sundance Institute Directors Lab (Photo by Eric Edwards)
By Lucy Spicer
It takes a village to bring together the Sundance Institute lab...
11/06/2026
MTI FILM acquires Mango/New Edit Posted by MTI Film on June 10, 2026
LOS ANGELES, CA - June 2026 - MTI FILM, the multiple Emmy Award winning Hollywood post-p...
11/06/2026
Study underscores the need for authoritative content intelligence to build trust...
11/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
11/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
11/06/2026
Maxon Brings Real-Time Architectural Visualization to AIA26 With New Redshift fo...
11/06/2026
ABC Kid's Caper Crew Shoots Australian Adventure with Blackmagic Design
Brie Clayton June 11, 2026
0 Comments
DP Judd Overton and team bring Wes A...
11/06/2026
PTZOptics, and LayerJot today announced live demonstrations at InfoComm 2026 showing how prompt-based AI, robotic camera control, and high-performance computing...
11/06/2026
Lightware, an industry leader in signal management, announces the release of GPIO-Button-10S, a dedicated control interface enabling straightforward press-to-a...
11/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
11/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
11/06/2026
Kiloview, a leading innovator in AV-over-IP video solutions, will return to InfoComm 2026 (Booth# N8327) with broadcast-grade AV-over-IP solutions designed for ...
11/06/2026
Berklee's Tonya Butler Named Music Business Educator of the Year The Music Business Association honored Butler at its annual Bizzy Awards.
June 10, 2026
...
11/06/2026
Ann Mincieli to Receive Honorary Doctorate at Berklee NYC Graduate Commencement The five-time Grammy-winning engineer and producer, known for her longstanding...
11/06/2026
Back to All News
Hadewych Minis and Geert van Rampelberg to Star in New Netflix...
11/06/2026
Back to All News
Official Trailer for Anime Adaptation of Thunder 3' Unvei...
11/06/2026
The GeForce NOW summer sale kicked off today with limited-time savings of up to ...
10/06/2026
DAZN-owned digital-media company launches three fan-first series leaning into cr...
10/06/2026
Clear-Com has announced the appointment of Jason Dino as Southwest Regional Sales Manager USA, covering Southern California and the Southwest region. Dino joins...
10/06/2026
An 11% decrease in number of global broadcast deals reflects the organization...
10/06/2026
The Women Without Boundaries Awards recognize women whose work is advancing the future of media, broadcast, AV, workplace technology, digital experience, and re...
10/06/2026
Today is match day minus two for FIFA and HBS. On Thursday, there will be two ma...
10/06/2026
SES is supporting broadcast distribution of the world's biggest football tou...
10/06/2026
NDI has announced that BirdDog has become the first hardware manufacturer to achieve full NDI 6.3 compatibility across its complete lineup of cameras, encoders,...
10/06/2026
Vince Caputo and Scott Carter, winners of the 2026 Sports Emmy for Outstanding Post Produced Audio have been announced as presenters for the 2026 SVG Advanced A...
10/06/2026
FOX One today unveiled a slate of new product features and enhancements designed to elevate the viewing experience for fans on the official streaming platform o...
10/06/2026
Primary production partners Dome Productions and Raycom Sports once again played...
10/06/2026
The Women in Sports Filmmaking Experienceship is an immersive professional devel...
10/06/2026
The league has expanded its HSAN architecture for the NBA Finals to manage more ...
10/06/2026
The inaugural MoonPay X Games League (XGL) Winter Draft will take place Wednesday, September 16, 2026 at Cosm Los Angeles from 7-9 p.m. PT. The event will strea...
10/06/2026
The University of Oklahoma (OU) Athletics Department and Learfield have announce...
10/06/2026
The Video Services Forum (VSF) has released TR-06-4 Part 8, a new specification for RIST Satellite-Hybrid: Out-of-Band Method. The specification creates a mecha...
10/06/2026
Riedel Communications provided the communications infrastructure for the 14th World Live Neurovascular Conference (WLNC) in Lisbon, supporting live medical proc...
10/06/2026
A still from The Doom Generation by Gregg Araki (Courtesy of Sundance Institute)
By Lucy Spicer
Have you checked out our Sundance Film Festival 101 list yet...
10/06/2026
Media buyers and sellers can now compare YouTube reach from computer, mobile, an...
10/06/2026
Accedo, Humans not Robots, and the Institution of Engineering and Technology (IET) have announced the launch of Ecoflow X. Formerly an IBC Accelerator project, ...
10/06/2026
Frequency, the engine powering the world's leading streaming television channels, today announced that James Smith has joined the company as General Manager...
10/06/2026
At the 14th World Live Neurovascular Conference (WLNC) in Lisbon, Riedel Communications provided the communications infrastructure for live medical procedures s...
10/06/2026
Globecast, a leading provider of broadcast, media, and entertainment managed services, today announced the launch of its Content Exchange platform powered by Or...
10/06/2026
Klvr will showcase how venues, integrators and production teams are rethinking disposable battery usage at InfoComm 2026 (Las Vegas, June 17-19, booth #N6311). ...