
Enterprises and public sector organizations around the world are developing AI agents to boost the capabilities of workforces that rely on visual information from a growing number of devices - including cameras, IoT sensors and vehicles.
To support their work, a new NVIDIA AI Blueprint for video search and summarization will enable developers in virtually any industry to build visual AI agents that analyze video and image content. These agents can answer user questions, generate summaries and enable alerts for specific scenarios.
Part of NVIDIA Metropolis, a set of developer tools for building vision AI applications, the blueprint is a customizable workflow that combines NVIDIA computer vision and generative AI technologies.
Global systems integrators and technology solutions providers including Accenture, Dell Technologies and Lenovo are bringing the NVIDIA AI Blueprint for visual search and summarization to businesses and cities worldwide, jump-starting the next wave of AI applications that can be deployed to boost productivity and safety in factories, warehouses, shops, airports, traffic intersections and more.
Announced ahead of the Smart City Expo World Congress, the NVIDIA AI Blueprint gives visual computing developers a full suite of optimized software for building and deploying generative AI-powered agents that can ingest and understand massive volumes of live video streams or data archives.
Users can customize these visual AI agents with natural language prompts instead of rigid software code, lowering the barrier to deploying virtual assistants across industries and smart city applications.
NVIDIA AI Blueprint Harnesses Vision Language Models Visual AI agents are powered by vision language models (VLMs), a class of generative AI models that combine computer vision and language understanding to interpret the physical world and perform reasoning tasks.
The NVIDIA AI Blueprint for video search and summarization can be configured with NVIDIA NIM microservices for VLMs like NVIDIA VILA, LLMs like Meta's Llama 3.1 405B and AI models for GPU-accelerated question answering and context-aware retrieval-augmented generation. Developers can easily swap in other VLMs, LLMs and graph databases and fine-tune them using the NVIDIA NeMo platform for their unique environments and use cases.
Adopting the NVIDIA AI Blueprint could save developers months of effort on investigating and optimizing generative AI models for smart city applications. Deployed on NVIDIA GPUs at the edge, on premises or in the cloud, it can vastly accelerate the process of combing through video archives to identify key moments.
In a warehouse environment, an AI agent built with this workflow could alert workers if safety protocols are breached. At busy intersections, an AI agent could identify traffic collisions and generate reports to aid emergency response efforts. And in the field of public infrastructure, maintenance workers could ask AI agents to review aerial footage and identify degrading roads, train tracks or bridges to support proactive maintenance.
Beyond smart spaces, visual AI agents could also be used to summarize videos for people with impaired vision, automatically generate recaps of sporting events and help label massive visual datasets to train other AI models.
The video search and summarization workflow joins a collection of NVIDIA AI Blueprints that make it easy to create AI-powered digital avatars, build virtual assistants for personalized customer service and extract enterprise insights from PDF data.
NVIDIA AI Blueprints are free for developers to experience and download, and can be deployed in production across accelerated data centers and clouds with NVIDIA AI Enterprise, an end-to-end software platform that accelerates data science pipelines and streamlines generative AI development and deployment.
AI Agents to Deliver Insights From Warehouses to World Capitals Enterprise and public sector customers can also harness the full collection of NVIDIA AI Blueprints with the help of NVIDIA's partner ecosystem.
Global professional services company Accenture has integrated NVIDIA AI Blueprints into its Accenture AI Refinery, which is built on NVIDIA AI Foundry and enables customers to develop custom AI models trained on enterprise data.
Global systems integrators in Southeast Asia - including ITMAX in Malaysia and FPT in Vietnam - are building AI agents based on the video search and summarization NVIDIA AI Blueprint for smart city and intelligent transportation applications.
Developers can also build and deploy NVIDIA AI Blueprints on NVIDIA AI platforms with compute, networking and software provided by global server manufacturers.
Dell will use VLM and agent approaches with Dell's NativeEdge platform to enhance existing edge AI applications and create new edge AI-enabled capabilities. Dell Reference Designs for the Dell AI Factory with NVIDIA and the NVIDIA AI Blueprint for video search and summarization will support VLM capabilities in dedicated AI workflows for data center, edge and on-premises multimodal enterprise use cases.
NVIDIA AI Blueprints are also incorporated in Lenovo Hybrid AI solutions powered by NVIDIA.
Companies like K2K, a smart city application provider in the NVIDIA Metropolis ecosystem, will use the new NVIDIA AI Blueprint to build AI agents that analyze live traffic cameras in real time. This will enable city officials to ask questions about street activity and receive recommendations on ways to improve operations. The company also is working with city traffic managers in Palermo, Italy, to deploy visual AI agents using NIM microservices and NVIDIA AI Blueprints.
Discover more about the NVIDIA AI Blueprint for video search and summarization by visiting the NVIDIA booth at the Smart Cities Expo World Congress, taking place in Barcelona through Nov. 7.
Le
More from Nvidia
25/06/2026
Summer savings are heating up. From the Steam Summer Sale to GeForce NOW membership discounts, this week's GFN Thursday delivers double the deals and more w...
23/06/2026
Building AI systems at scale is demanding, requiring low-latency inference, fast vector search, strong GPU price-performance and infrastructure that can grow wi...
23/06/2026
News Highlights:
NVIDIA technology runs 81% of the TOP500 and 90% of the systems new to the list.
26 systems on the TOP500 adopted the NVIDIA Grace CPU, up ei...
23/06/2026
Editor's note: This post is part of the Nemotron Labs blog series, which explores how the latest open models, datasets and training techniques help business...
22/06/2026
Telecom operators have seen remarkable returns from using generative AI to automate network management, customer care and back-office operations. Most of that i...
22/06/2026
The next era of AI will not be defined by compute alone. Its growth will be dete...
22/06/2026
Mission, Vision and Veritas - new Los Alamos National Laboratory (LANL) supercom...
22/06/2026
At the ISC conference running in Hamburg this week, NVIDIA is introducing new so...
22/06/2026
For the past two years, the U.S. National Science Foundation's National Arti...
22/06/2026
JUPITER, Europe's first exascale supercomputer at Germany's Forschungszentrum J lich, runs on NVIDIA Grace Hopper Superchips and NVIDIA Quantum-X800 Inf...
21/06/2026
Hot tubs sit at about 38 to 40 degrees Celsius, warm enough that most people can only soak for about 15 minutes. NVIDIA's newest AI servers can run their co...
18/06/2026
In a consequential grid infrastructure decision, the Federal Energy Regulatory C...
18/06/2026
Play favorite titles from popular game libraries, keep progress synced and jump ...
18/06/2026
The digital era gave the advertising and marketing industry speed; the AI era is giving it autonomous operations.
For companies building next-generation techn...
17/06/2026
A year ago at NVIDIA GTC Paris at VivaTech, France laid out plans to advance local AI - from new AI factories and national compute capacity to open frontier mod...
16/06/2026
Enterprises are moving agentic AI from proof of concept to production - and the next generation of AI factories are built for the era of agents.
At HPE Discove...
16/06/2026
AI runs at the speed of light. More and more, that light is made in Texas.
Cohe...
16/06/2026
Every breakthrough AI model starts the same way: with a training run. The infrastructure running those training jobs shapes everything: how fast teams can itera...
12/06/2026
AgentPerf from Artificial Analysis, the industry's first agentic AI benchmark, gives developers, enterprises and infrastructure providers a clear way to com...
11/06/2026
The GeForce NOW summer sale kicked off today with limited-time savings of up to ...
10/06/2026
Today, Google DeepMind released DiffusionGemma - an experimental open model built for exceptionally fast text generation. NVIDIA has optimized DiffusionGemma to...
10/06/2026
A car pulls up to the curb. The app says, Your ride is here. No one's in the driver's seat. For people who live in one of the dozens of cities now hos...
09/06/2026
NVIDIA GPUs with Confidential Computing are now used for confidential inference in Apple's Private Cloud Compute (PCC), as it expands beyond Apple's dat...
07/06/2026
NVIDIA and Doosan Group are expanding their collaboration to advance new opportu...
07/06/2026
NVIDIA and LG Group are building an AI factory to accelerate LG Group's next...
07/06/2026
A year ago at London Tech Week, NVIDIA founder and CEO Jensen Huang and U.K. Prime Minister Keir Starmer made a declaration: the U.K. would be an AI maker, not ...
07/06/2026
At GTC Taipei at COMPUTEX last week, NVIDIA unveiled RTX Spark, the superchip th...
04/06/2026
Home to cutting-edge sovereign AI infrastructure and robotics innovators, as well as one of the world's most passionate gaming communities, South Korea is o...
04/06/2026
June's forecast with GeForce NOW: 100% chance of gaming.
GeForce NOW is lining up new adventures for the month, from big-name blockbusters to quirky indies...
03/06/2026
At CVPR, NVIDIA is unveiling new physical AI agent skills that help researchers ...
03/06/2026
What makes a robot gripper useful isn't that it can pick up one object - it&...
02/06/2026
The agentic AI moment has arrived, but delivering on its promise requires more t...
02/06/2026
Accelerated computing has revolutionized industrial engineering, compressing sim...
01/06/2026
Agentic AI is getting physical.
At COMPUTEX on Tuesday, NVIDIA announced NVIDIA JetPack 7.2 and NVIDIA NemoClaw support on NVIDIA Jetson.
JetPack 7.2 brings a...
01/06/2026
Financial institutions have spent years building AI: fraud models, credit models...
31/05/2026
Taiwan is home to more than 500 NVIDIA ecosystem partners. More than 1 million N...
31/05/2026
As factories move from isolated automation to plant-wide intelligence, manufacturers need AI systems that can connect live machine signals, quality systems, wor...
31/05/2026
The NVIDIA AI Cloud ecosystem is accelerating the global buildout of AI factory infrastructure. Partners are expanding capacity to meet growing demand from ente...
28/05/2026
License to stream, shaken and stirred.
GeForce NOW is dialing up the espionage with the launch of 007 First Light, letting members slip into James Bond's r...
28/05/2026
Robotics is entering a new phase: moving from controlled demos and scripted automation toward generalizable, reliable embodied autonomy in the real world.
At ...
26/05/2026
The shift to agentic AI creates a new CPU requirement for the AI factory: fast cores, massive memory bandwidth and the ability to sustain high performance when ...
21/05/2026
The future of AI is landing in Taipei. At NVIDIA GTC Taipei at COMPUTEX, the world's developers, researchers and industry leaders are converging to dive int...
21/05/2026
The mission begins now.
GeForce NOW is dialing up the action with a blockbuster...
19/05/2026
At this year's Google I/O conference, NVIDIA and Google Cloud are accelerating the work of more than 100,000 developers in the companies' joint develope...
18/05/2026
Agentic AI inference at one-tenth the cost per token with NVIDIA Vera Rubin NVL7...
14/05/2026
Editor's note: The Gaijin single sign-on feature is now up and running.
Dive masks on - Subnautica 2 is making a splash on GeForce NOW day-and-date with la...
13/05/2026
Agentic AI is changing the way users get work done. Following the success of OpenClaw, the community is embracing new open source agentic frameworks. The latest...
13/05/2026
Reinforcement-learning agents - AI systems that learn by trial and error - can c...
12/05/2026
From finance and procurement to supply chain and manufacturing, specialized AI agents are moving into the enterprise systems where business decisions are made, ...
07/05/2026
AI will help build the energy it needs.
That's the case U.S. Energy Secreta...