Matanya Horowitz smelled a problem in 2014.
Fresh out of CalTech with a Ph.D., he saw that recycling centers lacked robotics and computer vision to pick through heaps of garbage-contaminated recyclables.
Horowitz founded AMP Robotics that year to harness AI run on NVIDIA GPUs to turn sorting out the trash into cash.
It's a ripe opportunity. People worldwide produce 2 billion tons of waste a year, with 37 percent going to landfill, according to the World Bank.
Sorting by hand on conveyor belts is dirty and dangerous, and the whole place smells like rotting food. People in the recycling industry told me that robots were absolutely needed, said Horowitz, the company's CEO.
His startup, which has 130 employees, can double sorting output and increase purity for bales of materials. It can also sort municipal waste, electronic waste, and construction and demolition materials.
Neuron's Heaping Dataset AMP has collected one of the world's largest labeled datasets of images for recyclables with its Neuron AI platform.
It's well into the millions now, said Horowitz.
That's used in training its image recognition models, run on NVIDIA V100 Tensor Core GPUs. Training with such a massive dataset from packaging types from all over the world, different lighting conditions and many unique recycling businesses has provided AMP as much as 99 percent accuracy on inference.
A National Science Foundation grant in 2015 helped Horowitz hatch a small team to jump on the problem early.
AMP, based outside Boulder, Colo., has scooped up business with more than 40 recyclers. Along the way, the company has attracted $75 million in funding as it's become the rising star of AI for recycling. It recently landed on the Forbes AI 50, a list of the top AI companies to watch.
The company is a member of NVIDIA Inception, a virtual accelerator program that helps startups in AI and data science get to market faster. Direct connections to NVIDIA and training credits provided from the Inception program helped accelerate experimentation and innovation for AMP, said Horowitz.
Dirty Recyclables Ban Recyclers can't keep up with sorting. Tighter restrictions against contamination in recycled materials sent to China have made combing through it more work, creating more landfill. Worse yet for recyclers, these new added sorting costs come amid a tight labor market.
U.S. exports of plastic scraps to China have slid nearly 90 percent, according to the Institute of Scrap Recycling Industries. Recycling processors worldwide are struggling to better sort trash to produce cleaner recyclables and stay in business.
The problem now for U.S. recyclers is that the costs of sorting domestically - if labor is even available - are close to the value of the materials on the commodities markets, said Horowitz.
GPU-Driven Recyclers AMP has changed the economics for recyclers. Its image classification models are deployed on NVIDIA GPUs to enable robot arms with suction cups to zip about conveyor belts, picking out trash to help.
The computer vision system for the robot arms can recognize an ever-expanding number of items. It can swiftly sort everything from Starbucks cups, PET plastic bottles and clamshell containers, to office paper, aluminum cans, hazards and many more items. The system identifies dozens of categories simultaneously.
The company's millions of labeled images drive its highly accurate image classification models, capable of identifying thousands of recyclables in milliseconds, so its robotic arms can sweep into action. AMP Robotics relies on NVIDIA GeForce RTX or V100 GPUs, depending on the recycling center, to run this split-second inference.
AMP uses the end-to-end NVIDIA workflow to train its Neuron AI platform. The system can train on over a billion types of garbage and recyclables and run on the network in real time. NVIDIA TensorRT enables a doubling in speed-up on inference and a 50 percent reduction in latency.
Because AMP keeps a fixed amount of computing resources for latency and inference, anything the company can do to accelerate existing networks allows the company to reinvest that into larger networks that unlock more performance.
The startup now has more than 120 recycling robots deployed worldwide. Its customers span the U.S., Spain, Japan, Canada and other countries that are soon to launch.
Accelerated Business Prospects Another capability AMP Robotics provides is data collection and analytics. This way recyclers can keep track in real time of how much revenue-generating materials are being collected and how much is being sent to landfill. Previously this was nearly impossible to track, Horowitz said.
AMP Robotics NVIDIA GPU-driven systems enable customers to bring costs down as well as sort plastics into different categories to achieve better returns. For instance, it can sort out HDPE color plastics, which is more valuable, from other plastics.
Also, the neural network can learn new materials over time, offering a wider range of sorting capabilities and new opportunities for revenue.
You can separate out by color, brand or form factor, and when you start to do this, you can make the material worth a lot more, he said.
Learn more about AMP Robotics from its GTC 2021 presentation.
North America Stories
19/05/2026
Actus Digital, a LiveU company, and a leading provider of intelligent media monitoring and broadcast compliance platforms, announced today that METEO CONSULT ha...
19/05/2026
Globecast, a leading provider of managed services for the broadcast and media industry, today announced the completion of a major renovation of its Singapore fa...
19/05/2026
Following a major upgrade to its Connecticut remote production centre with the installation of three 60-fader Argo S consoles in 2023, RPS has switched one of t...
19/05/2026
PlayBox Technology today announced the launch of Celebro Play, a browser-based media orchestration platform designed specifically for broadcast facilities and p...
19/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
19/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
19/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
19/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
19/05/2026
LYNX Technik, provider of modular signal processing solutions for broadcast, post, and professional AV will showcase its latest signal processing solutions at B...
19/05/2026
Media Links, a leading developer and manufacturer of IP media transport solutions, has announced the integration of its Xscend platform with Skyline Communicat...
19/05/2026
Collaboration expands regional partner ecosystem as Media Links showcases IP media transport solutions on stand 4M4-4 and alongside Clearcast Asia on stand
Me...
19/05/2026
Company Highlights Labor-Saving Control and Custom Branding Opportunities Designed to Increase Integrator Profitability
LynTec, a leading manufacturer of ele...
19/05/2026
Mago Studio Moves AI Video Beyond Prompts with New Production-Focused Tools
Brie Clayton May 18, 2026
0 Comments
New Capabilities Bring Controllable, ...
19/05/2026
It May be Time to Stop and Take an AI Breather
Brie Clayton May 19, 2026
0 Comments
If the rock you stay on starts to roll, jump clean. Or you'll...
18/05/2026
Despite a bumpy start to the year, the provider of event-production support and ...
18/05/2026
Daktronics has partnered with the University of North Carolina to manufacture and install 11 LED displays totaling more than 10,000 square feet and more than 14...
18/05/2026
CBS LA has announced a multi-year partnership with the Los Angeles Rams, covering exclusive local broadcasts of Rams preseason games, weekly year-round programm...
18/05/2026
Skyline Communications has announced an integration between its DataMiner xOps p...
18/05/2026
eCLUTCH, the hybrid esports platform powered by iKOMG, has announced an expansion of its distribution across Europe, MENA, Africa, and Asia, along with new cont...
18/05/2026
Behind The Mic provides a roundup of recent news regarding on-air talent, includ...
18/05/2026
With 22 games this season, the production team looks forward to tweaking and enhancing the coverage
After 8,660 days off the air, the WNBA returned to NBC yest...
18/05/2026
(L-R) Midori Francis and Natalie Erika James attend the Saccharine premiere during the 2026 Sundance Film Festival at The Ray Theatre on January 22, 2026, in ...
18/05/2026
The Australian Defence Force uses L3Harris T4 and T7 robots for explosive ordnan...
18/05/2026
Continued investment across Europe and Germany is expanding local teams and improving access to stock, regional expertise, and specialist broadcast support.
CV...
18/05/2026
Agentic AI inference at one-tenth the cost per token with NVIDIA Vera Rubin NVL7...
17/05/2026
Back to All News
Oasis Premieres on Netflix June 19
Entertainment
17 May 2026
GlobalSpain
Link copied to clipboard
Summer, sunshine, the beach, parties. T...
16/05/2026
Boris FX Continuum Pairs AI Precision and Advanced Creative Controls
Jessie Electa Petrov May 16, 2026
0 Comments
The 2026.5 release adds automatic de...
16/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
16/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
16/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
16/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
15/05/2026
Seattle Sounders FC and Seattle Reign FC, in partnership with RAVE Foundation an...
15/05/2026
Dan Brumm has served as sound designer on Bluey, the Australian children's t...
15/05/2026
The Professional Audio Manufacturers Alliance (PAMA) and Shure Incorporated are accepting applications for the 6th annual Mark Brunner Professional Audio Schola...
15/05/2026
Netflix has announced an expanded NFL schedule for 2026 and beyond under a four-year partnership extension with the NFL through the 2029-30 season. Each season,...
15/05/2026
Ateme is supporting TVRI (Televisi Republik Indonesia) with a contribution and d...
15/05/2026
Concacaf has announced the launch of a new website and mobile app built on Deltatre's FORGE platform. Concacaf.com and the mobile app, available on iOS and ...
15/05/2026
Eutelsat has announced the launch of QBC Business Economic Channel by Qatar Media Corporation, broadcasting in 4K/UHD via Eutelsat's 7/8 West video neighbo...
15/05/2026
Major League Soccer has announced four original content series timed to the 2026...
15/05/2026
The Alliance for IP Media Solutions (AIMS) has announced it will exhibit and present at InfoComm 2026, taking place June 13-19 at the Las Vegas Convention Cente...
15/05/2026
InfoComm 2026 will take place June 13-19 (exhibits June 17-19) at the Las Vegas Convention Center. The show will include sessions and exhibits covering broadcas...
15/05/2026
Tracy McGrady's Ones Basketball League (OBL) and FuboTV Inc. have announced ...
15/05/2026
Disguise has partnered with Creative Technology (CT) to deliver visual playback ...
15/05/2026
Sony Electronics has announced two new products for professional imaging: the Alpha 7R VI full-frame mirrorless camera and the FE 100-400mm F4.5 GM OSS super-te...
15/05/2026
In-venue and creative video staffers at the professional and collegiate level ha...
15/05/2026
Ratings Roundup is a rundown of recent rating news and is derived from press rel...
15/05/2026
For sports organizations, the most valuable assets are often the most sensitive:...
15/05/2026
The NFL's broadcast partners released their 2026 regular season schedules ye...
15/05/2026
Besides drawing on experience with boxing, the production integrates specialty c...
Matanya Horowitz smelled a problem in 2014.
