
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 ...
04/08/2026
Dalet, a leading technology and service provider for media-rich organizations, t...
04/07/2026
April 7 2026, 19:00 (PDT) Detective Conan: Fallen Angel of the Highway Opens in...
01/06/2026
January 6 2026, 05:30 (PST) Dolby Sets the New Standard for Premium Entertainment at CES 2026
Throughout the week, Dolby brings to life the latest innovatio...
07/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/05/2026
At BroadcastAsia 2026, Interra Systems will demonstrate its latest innovations in automated quality control (QC), real-time monitoring, and captioning. The comp...
07/05/2026
At this year's Broadcast Asia, PlayBox Neo is set to unveil recent innovations across its PlayBox Neo Suite and integrated range of broadcast media solution...
07/05/2026
Strategic three-year partnership marks delivery phase of BFBS' next-generation media vision
Media organisation and military charity BFBS (British Forces Br...
07/05/2026
Amagi, the agentic industry cloud platform for unified broadcast, streaming, and monetization, today announced the availability of its In-Content Ads offering v...
07/05/2026
Lightware Visual Engineering has developed Rack Taurus for rack-based environments such as education and corporate training spaces. It enables clean and simple ...
07/05/2026
Jigsaw24, the UK's leading media equipment supplier and systems integrator, will showcase its expanded end-to-end workflow capabilities at MPTS 2026, signal...
07/05/2026
Ease Live, an Evertz company, today announced that it has been granted a US Patent for its proprietary graphical overlay technology, the foundation for interact...
07/05/2026
Test & measurement innovator Leader Electronics of Europe will present an extensive range of Leader, PHABRIX and LeaderPhabrix test and measurement solutions at...
07/05/2026
At Broadcast Asia 2026 (Stand 5H3 8), LiveU is redefining live production with its most powerful IP-video EcoSystem to date built to help broadcasters and con...
07/05/2026
January 8, 2024
Colorfront (colorfront.com), a leader in high-performance, on-s...
07/05/2026
February 9, 2024
Colorfront (colorfront.com), the multi-award-winning pioneer i...
07/05/2026
March 20, 2024
NAB 2024, Las Vegas - Colorfront (colorfront.com), the multi-awa...
07/05/2026
April 1, 2025
CINEMACON, APRIL 1, 2025 - Colorfront (colorfront.com), the multi-award-winning developer of high-performance dailies/transcoding/streaming syste...
07/05/2026
June 15, 2025
Colorfront (colorfront.com), an Academy and Emmy Award-winning de...
07/05/2026
June 15, 2025
Colorfront participated in the ICTA Barcelona Cinema Technology Summit on Sunday, June 15, 2025. Held at The Phenomena Experience, the event feat...
07/05/2026
July 1, 2025
Colorfront (colorfront.com), the multi-award-winning developer of high-performance dailies/transcoding/streaming systems for motion pictures, OTT,...
07/05/2026
July 1, 2025
Passion and dedication will take you places. Come with us on a short trip to the heart of India, where Annapurna Studios is living-up to the inspi...
07/05/2026
July 3, 2025
Colorfront (colorfront.com), the multi-award-winning developer of high-performance dailies/transcoding/streaming systems for motion pictures, OTT,...
07/05/2026
September 1, 2025
IBC 2025, Amsterdam - Colorfront (colorfront.com) - the Acade...
07/05/2026
April 17, 2026
LOS ANGELES - April 17, 2026 - Colorfront today announced Colorf...
07/05/2026
April 23, 2026
NAB 2026, Las Vegas - the Academy and Emmy Award-winning develop...
07/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/05/2026
Recreating the 1974 Doctor Who Time Tunnel in After Effects
Graham Quince May 6, 2026
0 Comments
The Time Tunnel from Doctor Who titles is one of th...
07/05/2026
Well known Irish faces pushed to the edge in new series of
Uncharted with Ray G...
07/05/2026
RT will premiere A Traveller Family, a compelling new documentary exploring the...
07/05/2026
Less typing, more tanking.
Faster logins mean more time in the gaming action - and this week provides GeForce NOW members with a smoother path straight into th...
06/05/2026
Gravity Media Chief RF Communications Engineer Glenn Willems uses Wisycom RF over Fiber and wireless solutions across major cycling events and international mar...
06/05/2026
A Sennheiser Spectera module is now available in Bitfocus Companion and Buttons, enabling direct integration of Spectera with the two software platforms. The mo...
06/05/2026
Ted Turner, the visionary media entrepreneur whose appetite for disruption helpe...
06/05/2026
Peacock is going all-in on the beautiful game - streaming all 104 FIFA World Cup...
06/05/2026
New pricing tiers for vocal/dialogue restoration tool
NoiseWorks Audio's AI-powered vocal and dialogue processing plug-in is now available in three diff...
06/05/2026
Popular mixing & routing software overhauled
Following a recent public beta test, RME have launched the final release version of the powerful mixing and rou...
06/05/2026
New SOS Video Feature
Focusrites ISA C8X is a milestone product that brings together the companys analogue heritage and their expertise in digital audio. Yo...
06/05/2026
Polands Miecznik-class frigates are part of the largest contract in Polish shipbuilding history. (Image Credit: PGZ Stocznia Wojenna)...
06/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
06/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
06/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
06/05/2026
Riedel Communications today announced the expansion of its leadership structure as part of a strategic initiative to strengthen both its operational management ...
06/05/2026
For nearly three decades, Veteran Production Sound Mixer and Five-time Emmy Award Winner Dirk Sciarrotta has helped define the sonic identity of the long-runnin...
06/05/2026
ZEISS CinCraft LensCore: Cinema Lens Looks for Compositing
Brie Clayton May 6, 2026
0 Comments
ZEISS announces the launch of CinCraft LensCore, a nove...
06/05/2026
Wisycom Solves Extreme RF Challenges Across Miles of Live Action for Gravity Med...
06/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
06/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...