
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
25/03/2026
Live match directors Sarah Cheadle (Sky Sports), Rob Levi (TNT Sports), and Andrew Swift (BBC Sport) sit down with the Premier League's Rachel Nightingale t...
25/03/2026
The senior from Upstate New York is manning the mic while also interning for the athletic department's sports-information team
In the live-sports-video ind...
25/03/2026
Synamedia has announced ContentArmor Edge Watermarking, a server-side solution t...
25/03/2026
SES has announced meoSphere, a medium Earth orbit (MEO) satellite network targeted for operation by 2030. The first phase will pair SES-developed software-defin...
25/03/2026
TVU Networks is working with Reuters on a phased migration from satellite to a c...
25/03/2026
Nielsen has announced three senior appointments. Seth Ladetsky has been named Head of Global Sports. Trevor Fellows will lead Nielsen's advertiser and agenc...
25/03/2026
Anoki and Amagi have launched In-Scene Ads powered by Anoki ContextIQ across Amagi's portfolio of in-content ad formats for Free Ad-supported Streaming TV (...
25/03/2026
Arkona Technologies will announce a series of enhancements to its BLADE//runner platform at NAB 2026 (Booth C.1808). The updates focus on usability and workflow...
25/03/2026
Daktronics has installed two tower displays and a video wall in the Lexus Club at Petco Park in San Diego ahead of the 2026 season.
Continuing to improve the ...
25/03/2026
MultiDyne Video & Fiber Optic Systems is celebrating its 50th anniversary as NAB Show 2026 approaches. The company was founded in 1976 by Vincent Jachetta, an N...
25/03/2026
IPC, a provider of integrated communication solutions, will make its NAB 2026 de...
25/03/2026
Live production categories were led by NBC, FOX, and ESPN's NFL coverage...
25/03/2026
The Atlanta Braves and Spectrum have announced a multiyear distribution agreemen...
25/03/2026
(L-R) Charlie Tyrell and Daniel Roher attend The AI Doc: Or How I Became An Apocaloptimist Premiere during the 2026 Sundance Film Festival at The Ray Theatre ...
25/03/2026
L3Harris Technologies and RFTEQ Pty Ltd signed a memorandum of understanding to ...
25/03/2026
L3Harris delivers combat-ready Torpedo Tube Launch and Recovery system, which deploys and retrieves Iver4 900 autonomous underwater vehicles through submarine t...
25/03/2026
The company expands leadership team under Chief Revenue Officer Amilcar Perez
S...
25/03/2026
Winter Olympic Games Opening Ceremony features in top 10 programmes of the month...
25/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
25/03/2026
Providing wide view timing visibility across the entire production chain...
25/03/2026
Continuing development drives advances in security, availability, access and connectivity...
25/03/2026
Caudalie, the renowned French cosmetics brand, has unveiled a state-of-the-art 200-seat auditorium at its new headquarters in the historic Marais district of ce...
25/03/2026
Telestream, a global leader in media workflow technologies, today announced expanded integration with Adobe Premiere, Adobe Media Encoder (AME), and Frame.io, d...
25/03/2026
Marshall Electronics is expanding its lineup of high-performance POV cameras designed for broadcast, live production and professional AV applications with the d...
25/03/2026
OOONA, a global provider of professional management and production tools for the media localization industry, announced today that it has been awarded the TPN G...
25/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
25/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
25/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
25/03/2026
SipRadius, specialists in secure, low-latency media transport, will drive innovation and interoperability still further with the launch of the SipMX Alliance at...
25/03/2026
QuickLink, a leading provider of award-winning video production and remote contribution solutions, will showcase its award-winning StudioPro ecosystem at The 2...
25/03/2026
Alfalite, the only European manufacturer of LED screens, will once again be present at NAB Show, the leading global event for the broadcast, media and entertain...
25/03/2026
PC, a leading provider of integrated communication solutions, will make its NAB 2026 Show debut in Booth C 3341. The company will highlight the newly branded On...
25/03/2026
Open video transport network simplifies satellite transition with new partnerships and global reach as spectrum auction nears
LTN will demonstrate how its purp...
25/03/2026
Test & measurement innovator, Leader Electronics, will present the full range of Leader, PHABRIX and LeaderPhabrix T&M solutions at the NAB Show, which takes pl...
25/03/2026
MNC Software, a global leader in network management and operational support systems tailored to the broadcast and media industry, today announced the appointmen...
25/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
25/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
25/03/2026
Starfish highlights flexible TS Splicer releases and new Monitoring Dashboard at...
25/03/2026
XLNTSOUND Elevates Video Production with Blackmagic Design
Brie Clayton March 24, 2026
0 Comments
Audio company upgrades workflow with Blackmagic Cine...
25/03/2026
First Time Exhibitor IPC Introduces One Link Keypanels for One Connect Intercom ...
25/03/2026
Back to All News
Netflix Announces the Start of Production for Reasonable Doubts
Entertainment
25 March 2026
GlobalSpain
Link copied to clipboard
Download...
25/03/2026
Back to All News
2026 World Baseball Classic Becomes the Most-Watched Program ...
25/03/2026
NBC Sports Deploys viztrick AiDi to Stream Live Events in 9:16 Mobile-First Form...
25/03/2026
At the half-time whistle of the UEFA EURO 2020 round of 16 football match betwee...
24/03/2026
Utah Scientific to Showcase a Variety of Hybrid SDI/IP Innovations at the 2026 N...
24/03/2026
Mediaproxy will showcase an updated version of its LogPlayer interface at NAB Sh...
24/03/2026
C gep de Jonqui re, a public college in Qu bec, has upgraded its TV studio complex with five Calrec Brio consoles and a Dante IP network. The installation was c...
24/03/2026
The American Association of Professional Baseball (AAPB) has announced new and r...
24/03/2026
National Telecom Public Company Limited (NT) used Ateme's KYRION platform fo...
24/03/2026
Grass Valley has expanded its relationship with ImSoPROD, the TV production entity of FDJ United, with the deployment of LDX C98 compact cameras across its nati...