
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
04/09/2026
Eluvio will demonstrate updates to its Content Fabric platform at IBC2026 (Hall 8, Stand 8.MS5, and Future Tech Zone, Hall 14, Stand 14.A58, September 11-14). C...
04/09/2026
LiveU has joined the IBC Accelerator's Smart Stories consortium, a multi-vendor initiative developing an open standard for Story Context interoperability in...
04/09/2026
Telos Alliance will demonstrate new audio observability capabilities at IBC2026 (Stand 8.D37, RAI Amsterdam, September 11-14), covering monitoring of audio heal...
04/09/2026
World Team Tennis (WTT) has announced a broadcast partnership with USA Sports, the sports division of Versant. USA Sports will air all six of WTT's live mat...
04/09/2026
Gravity Media has appointed Alex Pannell as Chief Business Officer. Pannell joins from Appear, where he served as Chief Commercial Officer. He will be based in ...
04/09/2026
Dalet has announced new agentic workflow capabilities for Dalia, its AI platform for media organizations, ahead of IBC2026. The updates extend Dalia from an AI ...
04/09/2026
L-Acoustics has achieved EN 54 certification across a portfolio of loudspeakers,...
04/09/2026
EVS and Matrox Video have announced a technology partnership integrating Matrox ...
04/09/2026
NEP Group will exhibit at IBC2026 (Hall 7, Stand 7.B55, RAI Amsterdam, September 11-14), demonstrating software-defined production capabilities across NEP Platf...
04/09/2026
The Television Academy has awarded an Engineering Emmy to Dr. Roman Foltyn, Chief Engineer of FoMaSystems, and Curt O. Schaller for the development of the ARRI ...
04/09/2026
InSync Technology will exhibit at IBC2026 (Stand 1.A55, RAI Amsterdam, September 11-14), demonstrating its FrameFormer and NOVA conversion platforms for frame r...
04/09/2026
The Professional Triathletes Organisation (PTO) has signed a multi-year agreemen...
04/09/2026
Accedo and MediaKind have announced a white-label, end-to-end streaming solution for operators, combining Accedo's native application framework and cloud-ba...
04/09/2026
TAG Video Systems has announced TAG Blue, a cloud platform for shared monitoring visibility across video delivery chains, with AI-powered root-cause analysis. T...
04/09/2026
TwelveLabs has launched a video compliance platform for media organizations, inc...
04/09/2026
The Television Academy and the National Academy of Television Arts & Sciences ha...
04/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
04/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
04/09/2026
ACEMAGIC First to Introduce Ryzen AI Max PRO 495 AI Mini Workstation at IFA 202...
04/09/2026
Krotos Brings Video to Sound Footsteps Directly into Premiere Pro and DaVinci Re...
04/09/2026
RED DIGITAL CINEMA Comes Out Swinging at IBC 2026 with Next-Generation Live Broa...
04/09/2026
Orty v2.0-web - the cold-outreach assistant moves to the web
Brie Clayton September 4, 2026
0 Comments
Orty today announced v2.0-web of its AI cold-ou...
04/09/2026
Lightware is expanding its LARA (Lightware Advanced Room Automation) platform with the GUDE Power Distribution Units (PDU) driver module. GUDE devices can now b...
04/09/2026
Lightware shares the second release in its ESG communications series. Following the first piece, which focused on the companys environmental performance, this r...
04/09/2026
Big Blue Marble supported a leading European public service broadcaster in delivering the Soccer World Cup 2026 streams, supplying more than 10 Tbps of bandwidt...
04/09/2026
Outstanding achievement in engineering, science and technology
Hitomi Broadcast has been recognised with an Engineering, Science & Technology Emmy from the Ac...
04/09/2026
California, Hollywood at a Crossroads
Andy Marken September 3, 2026
0 Comments
I'm doing everything alone. Crossing roads alone. Seeing the Eiffe...
04/09/2026
Berklee Announces Winners of 2026 SongwritersdB Songwriting Contest Students Luca Alexandru, Annika Wild, and Johanna James received the top prizes for origin...
04/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
04/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
04/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
03/09/2026
NEP Group has announced leadership changes at Creative Technology Group. Founder and CEO Graham Andrews will step away from day-to-day leadership at the end of ...
03/09/2026
The NFL and TikTok have announced a multi-year partnership renewal expanding the league's presence on the platform. NFL posts on TikTok increased more than ...
03/09/2026
Grass Valley has appointed Ronny Van Geel as Vice President, Cameras. Van Geel began his career in 1999 at Philips DVS and moved into product management in 2005...
03/09/2026
Telestream has announced Vantage Super Resolution, an AI-powered upscaling capability for the Vantage media workflow platform, developed in collaboration with N...
03/09/2026
Solid State Logic (SSL) will debut the TCA Tour at IBC2026 (Hall 8, Stand 8.B45), a portable production system built from System T components in a desktop frame...
03/09/2026
DPA Microphones has announced the 6388 CORE Headset Microphone, making its debut at IBC2026 (Hall 8, Stand D60). The supercardioid headset features a physicall...
03/09/2026
Qvest will present a multi-vendor Dynamic Media Facility (DMF) showcase at IBC2026 (Booth 10.C24), demonstrating how the EBU's DMF architecture can be imple...
03/09/2026
Imagine Communications will showcase the Magellan PanelFlex control surface and other control portfolio updates at IBC2026 (Stand 1.B73, RAI Amsterdam, Septembe...
03/09/2026
Bridge Technologies will announce at IBC2026 (Booth 1.A71) that its VB440 production probe is now available as a software-based solution, deployable on commerci...
03/09/2026
Audio-Technica has unveiled the BP350ST MS (mid-side) microphone in two versions: the camera-mount BP350ST-UL and the boundary or gooseneck-mountable BP350ST-UB...
03/09/2026
Telos Alliance will introduce updates to the J nger Audio flexAI audio processin...
03/09/2026
DUNKMAN, the professional dunk league founded by Shaquille O'Neal in partner...
03/09/2026
Orlando's WRDQ TV 27, WFTV Channel 9 previously named over-the-air broadcast...
03/09/2026
EverPass Media has announced a multi-year commercial distribution agreement with Netflix, expanding on an existing partnership that has delivered NFL Christmas ...
03/09/2026
Yahoo Sports and Apple TV have announced a partnership to deliver alternate broadcasts of select Friday Night Baseball and MLS games on the Yahoo Sports website...
03/09/2026
With another academic year underway, college athletic departments across the cou...
03/09/2026
Facility becomes permanent home of NFL Live on Sept. 9; centerpiece studio for c...
03/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
03/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...