
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 ...
09/10/2026
September 10 2026, 06:00 (PDT) Dolby Expands Dolby OptiView Platform with New Capabilities at IBC 2026
New Sports Intelligence helps providers better unders...
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...
15/09/2026
At IBC2026, Pixitmedia by DataCore will showcase its latest capabilities designe...
15/09/2026
Quantum Corp. today announced the release of Quantum Autonomous Data Management ...
15/09/2026
Former Wyndham Hotels & Resorts technology executive will focus on fan engagemen...
15/09/2026
Creator Sports Network (CSN) and FAN.live have announced a partnership giving CSN's network of more than 2,000 vetted creators access to live 3D NFL broadca...
15/09/2026
SVG and SVG Europewere all over the IBC 2026 show floor out in Amsterdam, bringi...
15/09/2026
Rise WIB has announced the shortlist for the Rise Awards 2026, returning to Troxy in London on Tuesday, November 17. The awards recognize outstanding women, adv...
15/09/2026
Major League Table Tennis (MLTT) has announced its media distribution lineup for the 2026-27 season, beginning September 11. Every match will stream live on the...
15/09/2026
Willow Sports has announced it will serve as the exclusive U.S. and Canadian hom...
15/09/2026
Gravity Media has announced it will provide outside broadcast production and technical services for the MXGP of Australia, the finale of the 2026 FIM World Moto...
15/09/2026
Co-founders Scott Coker and Peter Y. Levin have unveiled Ki MMA, a new global mixed martial arts promotion launching in the first quarter of 2027. The announcem...
15/09/2026
Sony Electronics has announced two new G Master super-telephoto prime lenses for...
15/09/2026
GlobeCast provides facility for AI-power automated production core...
15/09/2026
Gravity Media, a leading global provider of production and content, and media services and facilities, is empowering Tourism and Events Northern Territory (NT) ...
15/09/2026
New Thunderbolt audio interfaces aimed at pro studios
Audient's latest announcement sees the company introduce three new high-end audio interfaces desig...
15/09/2026
Completes core wireless system line-up
The latest addition to Sennheiser's Spectera range is now shipping, completing the core elements of the company...
15/09/2026
High-frequency dynamics plug-in upgraded
Schwabe Digital have just released a major free update for their acclaimed high-frequency dynamics processing plug-...
15/09/2026
DAW update launched alongside all-in-one subscription bundle
The latest version of Universal Audio's DAW software has just arrived, and has been release...
15/09/2026
Three popular hardware units go virtual
Rupert Neve Designs are entering the software market in style, with not one, but three of their sought-after hardwar...
15/09/2026
When longstanding OB specialist Cloudbass made the decision to expand its fleet to accommodate remote production facilities for a leading UK sports broadcaster&...
15/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
15/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
15/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
15/09/2026
Six Berklee Alumni Win at 2026 Emmy Awards The recipients were recognized for their contributions to Widow's Bay, Beef, South Park, and Bad Bunny's Su...
15/09/2026
OWC Announces Acquisition of OpenDrives, Expanding Software-Defined Video and Ri...
15/09/2026
Podcast The Vertical Buzz Shot with Blackmagic Pocket Cinema Camera 6K Pro
Brie Clayton September 14, 2026
0 Comments
Production team builds premium p...
15/09/2026
Grass Valley Launches AVORA at IBC2026
Brie Clayton September 14, 2026
0 Comments
New standalone solution gives production teams everything they need ...
15/09/2026
Brandon Woody Joins Berklee Student Ensemble for Signature Series Concert The acclaimed trumpeter, composer, and bandleader will lead a Berklee student ensemb...
15/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
15/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
15/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
15/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
15/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
15/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
15/09/2026
Applications open for Future Leaders Delegation to BitSummit 2027 15 September 2026
Applications are open for Screen Australia's annual Future Leaders Dele...
15/09/2026
Red Seat Ventures' Supercast Launches Live Streaming, Bringing Real-Time Vid...
15/09/2026
Arqiva recognised with Armed Forces Covenant Silver AwardPresented to organisations that demonstrate outstanding support for the Armed Forces community
--
Sh...
14/09/2026
Lil Baby's Dead Fresh kicks off ESPN's Week 1 Monday Night Football, ...
14/09/2026
With Super Bowl LXI waiting in Los Angeles, ESPN will use the regular season to ...
14/09/2026
By Bailey Pennick
One of the most exciting things about the Sundance Film Festival is having a front-row seat for the bright future of independent filmmaking. ...
14/09/2026
Three new models introduced
Sony have just announced the launch of three new pairs of headphones that span their premium, mid-range and entry-level line-ups...
14/09/2026
New flagship Thunderbolt units aimed at pro studios
Audient's latest announcement sees the company introduce three new high-end audio interfaces designe...
14/09/2026
Cobalt Digital IBC Stand 8.F90 // Journalists: Click to visit Cobalt
Highlights...
14/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
14/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
14/09/2026
Bitmovin, a leading provider of video streaming solutions, has announced that Australia's largest media company, Nine Entertainment (Nine), has deployed Bit...
14/09/2026
Creativepool Annual 2026 Winners Announced
Brie Clayton September 13, 2026
0 Comments
The creative industry's Most' awards celebrates another...
14/09/2026
At IBC2026, Ren M rch explains how the N-Series combines DPA's renowned microphone technology with a high-performance wireless platform, offering a wide tu...