
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...
04/08/2026
Dalet, a leading technology and service provider for media-rich organizations, t...
18/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
18/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
17/07/2026
In-venue and creative video staffers at the professional and collegiate level ha...
17/07/2026
Production workers at Brooklyn Bowl's Williamsburg location voted 15-1 to join IATSE Local 4. The bargaining unit covers 24 production workers at the venue,...
17/07/2026
DAZN and ADI Predictstreet have announced an exclusive global strategic partners...
17/07/2026
Zixi and Comcast Technology Solutions (CTS) have announced a strategic integrati...
17/07/2026
Professional Fighters League (PFL) has announced a multi-year partnership with E...
17/07/2026
Spectrum Business has announced Spectrum TV Control Pro, a centralized app-based...
17/07/2026
Clark Wire and Cable has announced that Rick Fernandez, Managing Director of Axxion Consulting, will serve as Independent Manufacturers Representative for Centr...
17/07/2026
TikTok, the NBA, and the WNBA have announced a multi-year global content partnership covering highlights distribution, creator access to marquee events, live-ga...
17/07/2026
Company alleges article contained false and misleading claims regarding customer data...
17/07/2026
Ratings Roundup is a rundown of recent rating news and is derived from press rel...
17/07/2026
(L-R) Edward James Olmos, Luis Valdez, Lou Diamond Phillips and Lupe Valdez attend American Pachuco: The Legend Of Luis Valdez Premiere during the 2026 Sundan...
17/07/2026
Full engine access with reduced soundset
Sonuscore have steadily been introducing a selection of reduced-cost and free versions of their flagship products r...
17/07/2026
Two new special-edition models revealed
Over the past week, Arturia have launched special-edition versions of both their premium MIDI controller and stage p...
17/07/2026
Original founder now back at the helm
In a message posted on his personal social media accounts, Dirk Ulrich has announced that both Plugin Alliance and Bra...
17/07/2026
Legendary presenter Anton Enus to sign off from SBS World News after 27 years wi...
17/07/2026
Millions rise before dawn to watch FIFA World Cup 2026 semi-finals on SBS
17 July, 2026
Media releases
England v Argentina attracted a Total TV reach of a...
17/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
17/07/2026
Foundry Releases SmartRoto for Nuke
Brie Clayton July 17, 2026
0 Comments
Spline-based AI powered plugin accelerates time-consuming rotoscoping, helping...
17/07/2026
A Short Documentary About a Giant Pencil Edited with DaVinci Resolve Studio
Brie Clayton July 17, 2026
0 Comments
SBIFF jury award winner finished fro...
17/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
17/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
17/07/2026
Lightware has published its second voluntary Sustainability Report, showing how energy efficiency, product longevity and responsible material use are increasing...
17/07/2026
Creative software developer Foundry today announced Griptape Enterprise, a new tier of the Griptape AI workflow orchestration platform, extended to meet the str...
17/07/2026
Creative software developer Foundry today announced the availability of SmartRoto, a new AI-powered plugin upgrade for Nuke, NukeX, Nuke Studio, and Nuke Indie ...
17/07/2026
The Final Release of Blackmagic Fairlight Live is Now Available!
Brie Clayton July 16, 2026
0 Comments
Fairlight Live is a new audio mixer designed fo...
17/07/2026
Leveraging All of Entertainment's IP
Andy Marken July 16, 2026
0 Comments
Nobody ever wins the games. Period. There are survivors. There\s no win...
17/07/2026
From intimate acoustic settings to large-scale festival stages, her focus has remained constant: preserving the true natural voice of the violin in every perfor...
17/07/2026
New and returning series, live festival broadcasts, powerful documentaries and major sporting moments headline RT Radio 1's summer schedule
RT Radio 1 is...
17/07/2026
Think of a professional athlete. What separates elite performers is what happens...
17/07/2026
Up For The Match - Live From Croke Park this Saturday at 8pm on RT One and RT ...
17/07/2026
RT Commercial has today announced DiscoverIreland.ie, as sponsor of The Traitor...
16/07/2026
Media organisations with tested plans for new products, services or revenue models can now apply for grants of up to 30,000 through the Business Innovation Syn...
16/07/2026
This recent graduate and Georgia native has turned an early fascination with live production into a growing passion for camera work
In the live-sports-video in...
16/07/2026
TNDV is marking the first anniversary of Aspiration 35, a mobile production truck built around ARRI Alexa 35 Live camera systems. Over its first year, the truck...
16/07/2026
ATSC has completed a major revision to its A/85 Recommended Practice: Techniques...
16/07/2026
FloSports has announced an exclusive global media partnership with CrossFit for the 2026 CrossFit Games, presented by Air National Guard, beginning July 21 in S...
16/07/2026
Sennheiser has released firmware version 1.4 for its Spectera wireless system and announced the Spectera Command Button (Cat. No. 701014). The update adds comma...
16/07/2026
ESPN and the Southwestern Athletic Conference (SWAC) have announced a multi-year...
16/07/2026
Audio-Technica has announced the 20 Series Control Application, a Stream Deck plug-in for compatible Audio-Technica USB microphones. The application is compatib...
16/07/2026
The fifteenth season of The Voice - La plus belle voix on TF1 used four Solid St...
16/07/2026
Gray Media and the Atlanta Hawks have announced a broadcast partnership that wil...
16/07/2026
Season 3 of Netflix's docuseries, which dropped this week, follows Jayden Da...
16/07/2026
The Texas Rangers and Rangers Sports Network presented by Progressive (RSN) have announced BZZR as the new direct-to-consumer distributor for Rangers game broad...
16/07/2026
With England's FIFA World Cup 2026 team getting ready to fly home after losi...