
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...
14/05/2026
Code of Silence has won the BAFTA for Best Drama Series at Sunday night's ceremony at the Royal Festival Hall.
The series, starring Rose Ayling-Ellis and w...
14/05/2026
Soldiers equipped with Falcon IV radios will soon gain a sense-and-protect capa...
14/05/2026
Artists concept of the L3Harris Next Gen RTG in flight configuration, designed to provide 250 watts of reliable power for decades-long missions in deep space....
14/05/2026
Vivid Broadcast was embracing remote production long before it became the industry norm. Now, with Calrec's True Control 2.0-enabled Argo M and Type R conso...
14/05/2026
Car ad spend rises sharply in March as more auto buyers turn to electric, hybrid...
14/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
14/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
14/05/2026
CueScript's CueiT 4.0 Wins Future's Best of Show Award, Presented at 2026 NAB Show by TV Tech
CueScript, a leading international developer of professio...
14/05/2026
Expert-Led Education Sessions and Development of Online Training Program Accelerate IPMX Adoption and Deployment
The Alliance for IP Media Solutions (AIMS) to...
14/05/2026
Klvr is launching in the United States with a professional-grade rechargeable battery solution that cuts costs and improves performance across live entertainmen...
14/05/2026
Shooting into the depths of Bedlam with URSA Cine 17K 65
Brie Clayton May 14, 2026
0 Comments
Indie feature film paired digital 65mm capture with a Bl...
14/05/2026
WeMakeColor expands with Baselight, becoming hybrid color facility
Caroline Shawley May 14, 2026
0 Comments
Boutique Mexican-based studio integrates B...
14/05/2026
Berklee's Summer in the City Returns with Free Concerts Throughout Boston Ar...
14/05/2026
Chelsey Green Named to Billboard's 2026 Women in Music List The Berklee professor and chair of the Recording Academy Board of Trustees joins other high-pr...
14/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
14/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
14/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
14/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
14/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
14/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
14/05/2026
Six decades of products built around the people who use them...
14/05/2026
Designed to embrace multiple production processes and deliver high-end live broadcast workflows, Vivid Broadcast has combined Calrec True Control 2.0 enabled co...
14/05/2026
Today, Jigsaw24, the UK's leading media equipment supplier and systems integrator, announces a new partnership with EVS, a global leader in live video techn...
14/05/2026
Transforming bold ideas into market-ready productions: Digital Originals returns 14 May 2026
Top (L-R): Bronte Gosper (Musket), Mema Munro (Rogue One), Nathan ...
14/05/2026
Berklee Convenes Leaders in AI, Music for Inaugural AIMS Symposium The three-day event puts musicians at the center of the future of music creation, ethics, a...
14/05/2026
Back to All News
The Last Laugh: NIAJ Fest Wraps Another Successful Los Angeles Takeover
Entertainment
14 May 2026
GlobalUnited States
Link copied to clipb...
14/05/2026
Scripps Research establishes endowed chair honoring renowned structural biologist Ian Wilson Keren Lasker to be inaugural chair holder
May 13, 2026
LA JOLLA ...
14/05/2026
Back From The Brink airs Sunday 17 May and Sunday 24 May at 6.30pm on RT One an...
14/05/2026
Dive masks on - Subnautica 2 is making a splash on GeForce NOW day-and-date with launch, so members can plunge into the title's brand-new alien ocean from a...
13/05/2026
New Adobe Premiere Color Grading Mode Accelerated on NVIDIA GPUs
Joel Pennington May 13, 2026
0 Comments
New NVIDIA RTX-accelerated features streamlin...
13/05/2026
Grass Valley announced that dB Broadcast has delivered new IP-based outside broadcast (OB) trucks for Cloudbass, featuring Grass Valley LDX 100 Series cameras a...
13/05/2026
Ikegami will exhibit the latest additions to its wide range of broadcast production cameras, control units, viewfinders and monitors on stand 5D3-1 at Broadcast...
13/05/2026
FISE, working with the founding members of the XR Sports Alliance (XRSA), Accedo, Qualcomm Technologies, Inc. and HBS, have collaborated to develop an immersive...
13/05/2026
Canon Unveils New EOS R6 V Full-Frame EOS Camera and RF20-50mm F4 L IS USM PZ Bu...
13/05/2026
Boston Conservatory at Berklee Honors Beth Morrison and Moses Pendleton at Comme...
13/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
13/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
13/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
13/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
13/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
13/05/2026
Creative software developer Foundry today announced the latest developments on Nuke Stage. A purpose-built application for end-to-end virtual production and in-...
13/05/2026
Back to All News
Netflix Announces Danish Adaptation of Love is Blind'
Entertainment
13 May 2026
GlobalDenmarkSweden
Link copied to clipboard
Love is...
13/05/2026
Back to All News
The Trailer for the Second Season of My Family Only on Netflix June 10
Entertainment
13 May 2026
GlobalItaly
Link copied to clipboard
The...
13/05/2026
Back to All News
Netflix Upfront 2026: Get Closer
Business
13 May 2026
GlobalUnited States
Link copied to clipboard
Download all assets
At our fourth Upf...
13/05/2026
SAN JOSE, Calif. - May 13, 2026 - Harmonic (NASDAQ: HLIT) today announced that I...
13/05/2026
A definitive portrait of one of Ireland's most influential musicians
New TV documentary airs Monday 18 May on RT One and RT Player at 9.35pm
Watch the...