
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
26/08/2026
Roku Sports Channel will stream eight matches free beginning Aug. 30 as league shifts Sunday-night games away from Victory+...
26/08/2026
Evertz and Mobile TV Group detail how on-premises infrastructure and cloud resou...
26/08/2026
The Sennheiser Group will demonstrate its broadcast audio portfolio at IBC2026 (Hall 8, Booth D50), covering wireless microphone workflows, studio monitoring, a...
26/08/2026
Appear and Transmisiones Televisivas TVTEL Limitada have announced the deploymen...
26/08/2026
Leader Electronics has announced that Danish broadcast rental company Minitech has purchased a Leader LPX500 hybrid IP/SDI waveform monitor and LT4670 sync puls...
26/08/2026
Encompass will demonstrate its Altitude media services at IBC2026 (IAMT Hub, Diamond Lounge, Hall 3, RAI Amsterdam, September 11-14).
Key products on show incl...
26/08/2026
Daktronics has partnered with Massillon Washington High School in Ohio to install a new LED video display and implement the Daktronics Camino show control platf...
26/08/2026
Clear-Com has appointed Dubai-based Venuetech LLC as its main partner for the Middle East. Venuetech distributes professional audiovisual solutions across the r...
26/08/2026
NBC Sports NOW, NBC Sports' free 24/7 streaming channel, will launch a new weekday lineup beginning Monday, August 31, including two new shows.
Not So Fast...
26/08/2026
Calrec will demonstrate updates to its ImPulseV DSP software and Argo ecosystem at IBC2026 (Stand 8.C47), including previews aligned with the EBU's Dynamic ...
26/08/2026
Imagine Communications will demonstrate AI applications across its ad tech and video infrastructure portfolios at IBC2026 (Stand 1.B73, RAI Amsterdam, September...
26/08/2026
Dalet will demonstrate updates to Dalet Flex, Dalet Pyramid, and Dalia, its agentic AI platform, at IBC2026 (Hall 7, Stand 7.A43). The company will also partici...
26/08/2026
Team-owned platform will stream every locally carried Predators game beginning t...
26/08/2026
The 12-day tournament receives the broadcaster's full onsite-studio presence...
26/08/2026
Ad Supported Viewing Represents 71.5% of TV in Q2
Streaming Captures Over 48% o...
26/08/2026
Charity sector ad spend reached $278 million as 44% of Australians donated to ch...
26/08/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
26/08/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
26/08/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
26/08/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
26/08/2026
MediaKind today announced that CNBC UK has selected Beam to modernize its contribution and distribution infrastructure, bringing greater flexibility, resilience...
26/08/2026
Telestream, a global leader in media workflow technologies, today announced the next evolution of Telestream UP, expanding the cloud-native platform introduced ...
26/08/2026
SMPTE, the home for media professionals, technologists and engineers, today announced its 2026 Honorees, recognizing individuals and organizations whose contrib...
26/08/2026
New solution bridges connected TV (CTV) and ecommerce to make shoppable performance advertising easier to scale for streaming platforms and broadcasters
Broadp...
26/08/2026
LA JOLLA, CA-Recent advances in robotics, automation and artificial intelligence...
26/08/2026
How WeFX Made From's' Monsters Feel Uncomfortably Real
Brie Clayton August 26, 2026
0 Comments
From eight-foot dolls and feathered birds to R...
26/08/2026
Eleanor Roosevelt High School Elevates Student Rallies with Blackmagic Design
Brie Clayton August 26, 2026
0 Comments
Student led production team uses...
26/08/2026
K-Frame and Maverik X innovations extend familiar production control into AMPP, alongside new replay, audio, commentary and communications capabilities.
At IBC...
26/08/2026
New products continue to enable any signal, anywhere for creators...
26/08/2026
Dalet, a leading technology and service provider for media-rich organizations, today announced a new integrated newsroom experience with Agence France-Presse (A...
26/08/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
26/08/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
26/08/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
26/08/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
26/08/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
26/08/2026
PTZ Camera Manufacturer and FPGA Design Specialist Join Alliance to Advance IPMX and Open AV-over-IP Standards
The Alliance for IP Media Solutions (AIMS) today...
26/08/2026
BATON offers ZOO Digital advanced audio and video quality analysis, and scalable architecture
Interra Systems, a leading provider of end-to-end quality assuran...
26/08/2026
Riedel Communications today announced the continued expansion of its managed coach communications partnership with Scottish Rugby Union. Now entering its third ...
26/08/2026
Zixi brings Broadcaster V19 and showcases interoperable platform on Stand 5.A76
Zixi, a leader in live video delivery and workflow orchestration, will be exhib...
26/08/2026
LA JOLLA, CA-Jeffery Kelly, the H. Lutcher Brown Professor of Chemistry at Scrip...
26/08/2026
Indie Developer Launches Orty, aWindows App That Helps Freelance VideoEditors Fi...
26/08/2026
BTS on Sinners and Is God Is Shot with Pocket Cinema Camera 6K Pro
Brie Clayton August 25, 2026
0 Comments
Award winning filmmaker Travis Henry elevat...
25/08/2026
Open, Sustainable, Predictable: What Utah Scientific Is Bringing to IBC 2026 As broadcast leaders prepare to gather at the RAI Amsterdam for IBC 2026, the main ...
25/08/2026
NC State's Matthew Byrd breaks down how an IP-based infrastructure is delivering greater flexibility and scalability for Wolfpack productions...
25/08/2026
Deal expands the DTC reach in-market of Capitals, Wizards, Mystics games and oth...
25/08/2026
The two-year renovation period will create a stadium of the future for the NFL f...
25/08/2026
Behind The Mic provides a roundup of recent news regarding on-air talent, includ...
25/08/2026
Shell Energy Stadium in Houston has installed a new L-Acoustics A Series loudspeaker system, designed and installed by LD Systems, a Clair Global brand. The 20,...
25/08/2026
FloCollege is expanding its distribution and product offerings for the 2026-27 season, covering more than 20 NCAA partner conferences across Division I, II, and...
25/08/2026
TNA Wrestling and REVOLT have announced a content partnership bringing exclusive TNA Xplosion matches and content from TNA's library to REVOLT.
Our indust...